From c5913aad58e0a7bc0b267422e11d859d9b1c3432 Mon Sep 17 00:00:00 2001
From: Akshita Bhagia <akshita23bhagia@gmail.com>
Date: Tue, 11 Jun 2024 17:22:38 -0700
Subject: [PATCH 01/49] 7b normal baseline scripts

---
 scripts/beaker/llamaish7-normal-launch.sh | 33 ++++++++++++++
 scripts/beaker/llamaish7-normal.sh        | 54 +++++++++++++++++++++++
 2 files changed, 87 insertions(+)
 create mode 100644 scripts/beaker/llamaish7-normal-launch.sh
 create mode 100644 scripts/beaker/llamaish7-normal.sh

diff --git a/scripts/beaker/llamaish7-normal-launch.sh b/scripts/beaker/llamaish7-normal-launch.sh
new file mode 100644
index 000000000..de9bd286b
--- /dev/null
+++ b/scripts/beaker/llamaish7-normal-launch.sh
@@ -0,0 +1,33 @@
+#!/usr/bin/env bash
+
+set -ex
+
+NUM_NODES=64
+
+gantry run \
+  --workspace ai2/OLMo-training \
+  --task-name llamaish7-normal-qk-norm-reorder-zloss \
+  --description "OLMo medium - 7B - Llamaish Normal" \
+  --priority urgent \
+  --preemptible \
+  --beaker-image shanea/olmo-torch2.3-gantry \
+  --cluster ai2/jupiter-cirrascale-2 \
+  --gpus 8 \
+  --replicas "${NUM_NODES}" \
+  --leader-selection \
+  --host-networking \
+  --budget ai2/oe-training \
+  --no-nfs \
+  --propagate-failure \
+  --synchronized-start-timeout 15m \
+  --env LOG_FILTER_TYPE=local_rank0_only \
+  --env OMP_NUM_THREADS=8 \
+  --env OLMO_TASK=model \
+  --env-secret WANDB_API_KEY=AKSHITAB_WANDB_API_KEY \
+  --env-secret AWS_ACCESS_KEY_ID=AKSHITAB_AWS_ACCESS_KEY_ID \
+  --env-secret AWS_SECRET_ACCESS_KEY=AKSHITAB_AWS_SECRET_ACCESS_KEY \
+  --shared-memory 10GiB \
+  --venv base \
+  --yes \
+  --timeout=-1 \
+  -- /bin/bash -c "scripts/beaker/llamaish7-normal.sh \$BEAKER_LEADER_REPLICA_HOSTNAME ${NUM_NODES} \$BEAKER_REPLICA_RANK"
diff --git a/scripts/beaker/llamaish7-normal.sh b/scripts/beaker/llamaish7-normal.sh
new file mode 100644
index 000000000..8b6b3bc3b
--- /dev/null
+++ b/scripts/beaker/llamaish7-normal.sh
@@ -0,0 +1,54 @@
+#!/usr/bin/env bash
+set -exuo pipefail
+IFS=$'\n\t'
+
+BEAKER_LEADER_REPLICA_HOSTNAME=$1
+shift
+
+NUM_NODES=$1
+shift
+
+BEAKER_REPLICA_RANK=$1
+shift
+
+# Warm HF cache
+mkdir -p /root/.cache
+pushd /root/.cache
+curl "https://storage.googleapis.com/dirkgr-public/huggingface_cache_v3.tar.gz" | tar --keep-newer-files -xzf -
+popd
+export HF_DATASETS_OFFLINE=1
+
+export EXPERIMENT=llamaish7-normal
+
+torchrun \
+  --nnodes ${NUM_NODES}:${NUM_NODES} \
+  --nproc-per-node 8 \
+  --rdzv_id=12347 \
+  --rdzv_backend=static \
+  --rdzv_endpoint=$BEAKER_LEADER_REPLICA_HOSTNAME:29400 \
+  --node_rank=$BEAKER_REPLICA_RANK \
+  --rdzv_conf="read_timeout=420" \
+  scripts/train.py \
+  configs/llamaish7-s3.yaml \
+    --run_name=$EXPERIMENT \
+    --wandb.name=$EXPERIMENT \
+    --wandb.group=$EXPERIMENT \
+    --model.flash_attention=true \
+    --fsdp.wrapping_strategy=by_block_and_size \
+    --fsdp.sharding_strategy=SHARD_GRAD_OP \
+    --save_folder=runs/ \
+    --activation_checkpointing=fine_grained \
+    --fused_loss=true \
+    --device_train_microbatch_size=2 \
+    --global_train_batch_size=1024 \
+    --save_interval=250 \
+    --eval_interval=250 \
+    --optimizer.metrics_log_interval=1 \
+    --save_overwrite \
+    --model.init_fn=normal \
+    --model.init_std=0.02 \
+    --model.clip_qkv=null \
+    --save_num_checkpoints_to_keep=3 \
+    --scheduler.units=steps \
+    --scheduler.t_warmup=2000
+    # '--load_path=${path.last_checkpoint:s3://ai2-llm/checkpoints/OLMo-medium/llamaish7-normal/}'

From e2cd59b59be2380a4e12b22859f9fcd0dbf97efc Mon Sep 17 00:00:00 2001
From: Akshita Bhagia <akshita23bhagia@gmail.com>
Date: Tue, 11 Jun 2024 17:30:12 -0700
Subject: [PATCH 02/49] add new evals

---
 configs/llamaish7-s3.yaml | 12 ++++++++++++
 1 file changed, 12 insertions(+)

diff --git a/configs/llamaish7-s3.yaml b/configs/llamaish7-s3.yaml
index 5d52eeef6..ef7aef937 100644
--- a/configs/llamaish7-s3.yaml
+++ b/configs/llamaish7-s3.yaml
@@ -212,6 +212,18 @@ evaluators:
   - label: mmlu_other_mc_5shot_test
     type: downstream
 
+  - label: basic_arithmetic
+    type: downstream
+
+  - label: trivia_qa_wiki_ppl
+    type: downstream
+
+  - label: natural_qs_open_ppl
+    type: downstream
+
+  - label: arc_easy_ppl
+    type: downstream
+
 data:
   pad_direction: right
   num_workers: 32

From 3d02325cc957ba9215192039a61024d44901d00b Mon Sep 17 00:00:00 2001
From: Akshita Bhagia <akshita23bhagia@gmail.com>
Date: Tue, 11 Jun 2024 17:30:33 -0700
Subject: [PATCH 03/49] add 1b config

---
 configs/llamaish1-s3.yaml | 1297 +++++++++++++++++++++++++++++++++++++
 1 file changed, 1297 insertions(+)
 create mode 100644 configs/llamaish1-s3.yaml

diff --git a/configs/llamaish1-s3.yaml b/configs/llamaish1-s3.yaml
new file mode 100644
index 000000000..d43668587
--- /dev/null
+++ b/configs/llamaish1-s3.yaml
@@ -0,0 +1,1297 @@
+run_name: llamaish1-001
+seed: 6198
+dry_run: false
+
+wandb:
+  name: ${run_name}
+  project: olmo-small
+  group: llamaish1
+
+model:
+  d_model: 2048
+  n_heads: 16
+  n_layers: 16
+  mlp_ratio: 8
+  # mlp_hidden_size: 22016
+  weight_tying: false
+  alibi: false
+  rope: true
+  flash_attention: true
+  attention_dropout: 0.0
+  attention_layer_norm: false
+  clip_qkv: 8.0
+  include_bias: false
+  block_type: sequential
+  layer_norm_type: default
+  layer_norm_with_affine: false
+  bias_for_layer_norm: false
+  attention_layer_norm_with_affine: false
+  activation_type: swiglu
+  residual_dropout: 0.0
+  embedding_dropout: 0.0
+  max_sequence_length: 4096
+  vocab_size: 50280
+  embedding_size: 50304
+  eos_token_id: 0
+  pad_token_id: 1
+  init_device: meta
+  init_fn: full_megatron
+  init_std: 0.006
+  init_cutoff_factor: 3
+
+compile: null
+
+optimizer:
+  name: adamw
+  learning_rate: 4.0e-4
+  weight_decay: 0.1
+  decay_norm_and_bias: true
+  decay_embeddings: false
+  betas:
+  - 0.9
+  - 0.95
+  metrics_log_interval: 10
+
+scheduler:
+  name: cosine_with_warmup
+  units: tokens
+  t_warmup: 10485760000
+  t_max: 3e12
+  alpha_f: 0.1
+  grad_clip_warmup_steps: 2097152000
+  grad_clip_warmup_factor: 5
+  warmup_min_lr: 0
+
+tokenizer:
+  identifier: tokenizers/allenai_gpt-neox-olmo-dolma-v1_5.json
+  truncate_direction: right
+
+save_folder: runs/${run_name}
+remote_save_folder: s3://ai2-llm/checkpoints/OLMo-small/${run_name}
+save_overwrite: false
+
+save_interval: 1000
+save_interval_ephemeral: null
+save_num_checkpoints_to_keep: -1
+sharded_checkpointer: olmo_core
+
+save_interval_unsharded: null
+save_num_unsharded_checkpoints_to_keep: -1
+
+load_path: null
+
+max_duration: 2ep
+global_train_batch_size: 512
+device_train_microbatch_size: 4
+
+precision: amp_bf16
+
+fsdp:
+  wrapping_strategy: by_block_and_size
+  precision: mixed
+
+max_grad_norm: 1.0
+max_grad_norm_ratio: null
+
+speed_monitor:
+  window_size: 1
+
+eval_interval: 1000
+eval_subset_num_batches: -1
+device_eval_batch_size: ${device_train_microbatch_size}
+evaluators:
+  - label: all-small-ppl-validation
+    data:
+      num_workers: 0
+      drop_last: true
+      datasets:
+        c4_en-validation:
+          - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/c4_en/val/part-0-00000.npy
+        dolma_books-validation:
+          - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_books/val/part-0-00000.npy
+        dolma_common-crawl-validation:
+          - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_common-crawl/val/part-0-00000.npy
+        dolma_pes2o-validation:
+          - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_pes2o/val/part-0-00000.npy
+        dolma_reddit-validation:
+          - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_reddit/val/part-0-00000.npy
+        dolma_stack-validation:
+          - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_stack/val/part-0-00000.npy
+        dolma_wiki-validation:
+          - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_wiki/val/part-0-00000.npy
+        ice-validation:
+          - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/ice/val/part-0-00000.npy
+        m2d2_s2orc-validation:
+          - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/m2d2_s2orc/val/part-0-00000.npy
+        pile-validation:
+        - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/pile/val/part-0-00000.npy
+        wikitext_103-validation:
+          - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/wikitext_103/val/part-0-00000.npy
+
+  ##########################
+  # Downstream evaluations #
+  ##########################
+  - label: piqa
+    type: downstream
+
+  - label: hellaswag
+    type: downstream
+
+  - label: winogrande
+    type: downstream
+
+  - label: openbook_qa
+    type: downstream
+
+  - label: boolq
+    type: downstream
+ 
+  - label: sciq
+    type: downstream
+
+  - label: arc_easy
+    type: downstream
+
+  - label: arc_challenge
+    type: downstream
+
+  - label: copa
+    type: downstream
+
+  #- label: rte
+  #  type: downstream
+
+  #- label: commitment_bank
+  #  type: downstream
+
+  #- label: sst2
+  #  type: downstream
+
+  - label: commonsense_qa
+    type: downstream
+
+  - label: social_iqa
+    type: downstream
+
+  # Doesn't work from cache.
+  # - label: basic_arithmetic
+  #   type: downstream
+
+  - label: mmlu_stem_var
+    type: downstream
+
+  - label: mmlu_humanities_var
+    type: downstream
+
+  - label: mmlu_social_sciences_var
+    type: downstream
+
+  - label: mmlu_other_var
+    type: downstream
+
+  - label: mmlu_stem_mc_5shot
+    type: downstream
+
+  - label: mmlu_humanities_mc_5shot
+    type: downstream
+
+  - label: mmlu_social_sciences_mc_5shot
+    type: downstream
+
+  - label: mmlu_other_mc_5shot
+    type: downstream
+
+  - label: mmlu_stem_mc_5shot_test
+    type: downstream
+
+  - label: mmlu_humanities_mc_5shot_test
+    type: downstream
+
+  - label: mmlu_social_sciences_mc_5shot_test
+    type: downstream
+
+  - label: mmlu_other_mc_5shot_test
+    type: downstream
+
+  - label: basic_arithmetic
+    type: downstream
+
+  - label: trivia_qa_wiki_ppl
+    type: downstream
+
+  - label: natural_qs_open_ppl
+    type: downstream
+
+  - label: arc_easy_ppl
+    type: downstream
+
+data:
+  pad_direction: right
+  num_workers: 32
+  drop_last: true
+  pin_memory: true
+  prefetch_factor: 8
+  persistent_workers: true
+  timeout: 0
+  instance_filter:
+    repetition_max_period: 13
+    repetition_min_period: 1
+    repetition_max_count: 32
+  paths:
+    ######### NON WEB DATA #########
+    # ~> GUTENBERG BOOKS (5.256 GT)
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/books/gpt-neox-olmo-dolma-v1_5/part-0-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/books/gpt-neox-olmo-dolma-v1_5/part-1-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/books/gpt-neox-olmo-dolma-v1_5/part-2-00000.npy
+    # ~> PES2O STEM PAPERS (57.21 GT)
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-00-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-01-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-02-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-03-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-04-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-05-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-06-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-07-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-08-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-09-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-10-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-11-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-12-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-13-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-14-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-15-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-16-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-17-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-18-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-19-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-20-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-21-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-22-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-23-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-24-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-25-00000.npy
+    # ~> WIKIPEDIA & WIKIBOOKS (3.689 GT), repeated twice to up-sample
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/wiki/gpt-neox-olmo-dolma-v1_5/part-0-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/wiki/gpt-neox-olmo-dolma-v1_5/part-1-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/wiki/gpt-neox-olmo-dolma-v1_5/part-0-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/wiki/gpt-neox-olmo-dolma-v1_5/part-1-00000.npy
+    # MEGAWIKA v1 (4.6 GT)
+    - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-00-00000.npy
+    - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-01-00000.npy
+    - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-01-00001.npy
+    - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-02-00000.npy
+    - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-02-00001.npy
+    - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-03-00000.npy
+    - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-03-00001.npy
+    - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-04-00000.npy
+    - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-04-00001.npy
+    - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-05-00000.npy
+    - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-05-00001.npy
+    - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-06-00000.npy
+    - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-06-00001.npy
+    - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-07-00000.npy
+    - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-07-00001.npy
+    - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-08-00000.npy
+    - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-08-00001.npy
+    - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-09-00000.npy
+    - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-09-00001.npy
+    - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-10-00000.npy
+    - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-10-00001.npy
+    - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-11-00000.npy
+    - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-11-00001.npy
+    - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-12-00000.npy
+    - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-12-00001.npy
+    - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-13-00000.npy
+    - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-13-00001.npy
+    - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-14-00000.npy
+    - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-14-00001.npy
+    - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-15-00000.npy
+    - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-16-00000.npy
+    - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-16-00001.npy
+    - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-17-00000.npy
+    - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-17-00001.npy
+    - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-18-00000.npy
+    - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-18-00001.npy
+    - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-19-00000.npy
+    - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-19-00001.npy
+    - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-20-00000.npy
+    - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-20-00001.npy
+    - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-21-00000.npy
+    - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-21-00001.npy
+    - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-22-00000.npy
+    - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-22-00001.npy
+    - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-23-00000.npy
+    - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-23-00001.npy
+    - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-23-00002.npy
+    - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-24-00000.npy
+    - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-24-00001.npy
+    - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-25-00000.npy
+    - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-25-00001.npy
+    - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-26-00000.npy
+    - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-26-00001.npy
+    - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-27-00000.npy
+    - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-27-00001.npy
+    - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-28-00000.npy
+    - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-29-00000.npy
+    - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-30-00000.npy
+    - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-30-00001.npy
+    - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-31-00000.npy
+    - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-31-00001.npy
+    # ~> REDPAJAMA STACK-EXCHANGE (19.63 GT)
+    - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-00-00000.npy
+    - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-01-00000.npy
+    - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-02-00000.npy
+    - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-03-00000.npy
+    - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-04-00000.npy
+    - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-05-00000.npy
+    - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-06-00000.npy
+    - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-07-00000.npy
+    - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-08-00000.npy
+    - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-09-00000.npy
+    - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-10-00000.npy
+    - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-11-00000.npy
+    - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-12-00000.npy
+    - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-13-00000.npy
+    - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-14-00000.npy
+    - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-15-00000.npy
+    - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-16-00000.npy
+    - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-17-00000.npy
+    - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-18-00000.npy
+    - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-19-00000.npy
+    - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-20-00000.npy
+    - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-21-00000.npy
+    - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-22-00000.npy
+    - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-23-00000.npy
+    - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-24-00000.npy
+    - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-25-00000.npy
+    # ~> REDPAJAMA ARXIV (27.97 GT)
+    - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-00-00000.npy
+    - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-01-00000.npy
+    - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-02-00000.npy
+    - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-03-00000.npy
+    - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-04-00000.npy
+    - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-05-00000.npy
+    - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-06-00000.npy
+    - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-07-00000.npy
+    - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-08-00000.npy
+    - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-09-00000.npy
+    - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-10-00000.npy
+    - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-11-00000.npy
+    - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-12-00000.npy
+    - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-13-00000.npy
+    - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-14-00000.npy
+    - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-15-00000.npy
+    - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-16-00000.npy
+    - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-17-00000.npy
+    - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-18-00000.npy
+    - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-19-00000.npy
+    - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-20-00000.npy
+    - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-21-00000.npy
+    - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-22-00000.npy
+    - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-23-00000.npy
+    - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-24-00000.npy
+    - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-25-00000.npy
+    - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-26-00000.npy
+    - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-27-00000.npy
+    - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-28-00000.npy
+    - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-29-00000.npy
+    - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-30-00000.npy
+    - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-31-00000.npy
+    # ~> PROOFPILE2 ALGEBRAIC STACK (12.623 GT)
+    - s3://ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/gpt-neox-olmo-dolma-v1_5/part-00-00000.npy
+    - s3://ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/gpt-neox-olmo-dolma-v1_5/part-01-00000.npy
+    - s3://ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/gpt-neox-olmo-dolma-v1_5/part-02-00000.npy
+    - s3://ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/gpt-neox-olmo-dolma-v1_5/part-03-00000.npy
+    - s3://ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/gpt-neox-olmo-dolma-v1_5/part-04-00000.npy
+    - s3://ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/gpt-neox-olmo-dolma-v1_5/part-05-00000.npy
+    - s3://ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/gpt-neox-olmo-dolma-v1_5/part-06-00000.npy
+    - s3://ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/gpt-neox-olmo-dolma-v1_5/part-07-00000.npy
+    - s3://ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/gpt-neox-olmo-dolma-v1_5/part-08-00000.npy
+    - s3://ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/gpt-neox-olmo-dolma-v1_5/part-09-00000.npy
+    - s3://ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/gpt-neox-olmo-dolma-v1_5/part-10-00000.npy
+    - s3://ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/gpt-neox-olmo-dolma-v1_5/part-11-00000.npy
+    - s3://ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/gpt-neox-olmo-dolma-v1_5/part-12-00000.npy
+    - s3://ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/gpt-neox-olmo-dolma-v1_5/part-13-00000.npy
+    - s3://ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/gpt-neox-olmo-dolma-v1_5/part-14-00000.npy
+    - s3://ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/gpt-neox-olmo-dolma-v1_5/part-15-00000.npy
+    # ~> PROOFPILE2 OPENWEBMATH (12.734 GT)
+    - s3://ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/open-web-math/train/gpt-neox-olmo-dolma-v1_5/part-00-00000.npy
+    - s3://ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/open-web-math/train/gpt-neox-olmo-dolma-v1_5/part-01-00000.npy
+    - s3://ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/open-web-math/train/gpt-neox-olmo-dolma-v1_5/part-02-00000.npy
+    - s3://ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/open-web-math/train/gpt-neox-olmo-dolma-v1_5/part-03-00000.npy
+    - s3://ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/open-web-math/train/gpt-neox-olmo-dolma-v1_5/part-04-00000.npy
+    - s3://ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/open-web-math/train/gpt-neox-olmo-dolma-v1_5/part-05-00000.npy
+    - s3://ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/open-web-math/train/gpt-neox-olmo-dolma-v1_5/part-06-00000.npy
+    - s3://ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/open-web-math/train/gpt-neox-olmo-dolma-v1_5/part-07-00000.npy
+    - s3://ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/open-web-math/train/gpt-neox-olmo-dolma-v1_5/part-08-00000.npy
+    - s3://ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/open-web-math/train/gpt-neox-olmo-dolma-v1_5/part-09-00000.npy
+    - s3://ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/open-web-math/train/gpt-neox-olmo-dolma-v1_5/part-10-00000.npy
+    - s3://ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/open-web-math/train/gpt-neox-olmo-dolma-v1_5/part-11-00000.npy
+    - s3://ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/open-web-math/train/gpt-neox-olmo-dolma-v1_5/part-12-00000.npy
+    # ~> TULU FLAN V1 (16.5 G v2-decontaminated-60M-shots_all-upweight_1-dialog_true-sep_newline)
+    - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-00-00000.npy
+    - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-01-00000.npy
+    - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-02-00000.npy
+    - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-03-00000.npy
+    - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-04-00000.npy
+    - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-05-00000.npy
+    - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-06-00000.npy
+    - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-07-00000.npy
+    - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-08-00000.npy
+    - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-09-00000.npy
+    - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-10-00000.npy
+    - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-11-00000.npy
+    - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-12-00000.npy
+    - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-13-00000.npy
+    - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-14-00000.npy
+    - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-15-00000.npy
+    - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-16-00000.npy
+    - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-17-00000.npy
+    - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-18-00000.npy
+    - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-19-00000.npy
+    - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-20-00000.npy
+    - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-21-00000.npy
+    - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-22-00000.npy
+    - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-23-00000.npy
+    - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-24-00000.npy
+    - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-25-00000.npy
+    - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-26-00000.npy
+    - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-27-00000.npy
+    - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-28-00000.npy
+    - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-29-00000.npy
+    - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-30-00000.npy
+    - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-31-00000.npy
+    - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-32-00000.npy
+    - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-33-00000.npy
+    - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-34-00000.npy
+    - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-35-00000.npy
+    - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-36-00000.npy
+    - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-37-00000.npy
+    - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-38-00000.npy
+    - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-39-00000.npy
+    - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-40-00000.npy
+    - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-41-00000.npy
+    - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-42-00000.npy
+    - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-43-00000.npy
+    - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-44-00000.npy
+    - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-45-00000.npy
+    - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-46-00000.npy
+    - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-47-00000.npy
+    - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-48-00000.npy
+    - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-49-00000.npy
+    - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-50-00000.npy
+    - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-51-00000.npy
+    - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-52-00000.npy
+    - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-53-00000.npy
+    - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-54-00000.npy
+    - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-55-00000.npy
+    - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-56-00000.npy
+    - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-57-00000.npy
+    - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-58-00000.npy
+    - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-59-00000.npy
+    - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-60-00000.npy
+    - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-61-00000.npy
+    - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-62-00000.npy
+    - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-63-00000.npy
+    - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-64-00000.npy
+    - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-65-00000.npy
+    # ~> CC NEWS (14.3 GT)
+    - s3://ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-0-00000.npy
+    - s3://ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-0-00001.npy
+    - s3://ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-0-00002.npy
+    - s3://ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-0-00003.npy
+    - s3://ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-1-00000.npy
+    - s3://ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-1-00001.npy
+    - s3://ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-1-00002.npy
+    - s3://ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-1-00003.npy
+    - s3://ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-2-00000.npy
+    - s3://ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-2-00001.npy
+    - s3://ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-2-00002.npy
+    - s3://ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-2-00003.npy
+    - s3://ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-3-00000.npy
+    - s3://ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-3-00001.npy
+    - s3://ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-3-00002.npy
+    - s3://ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-3-00003.npy
+    - s3://ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-4-00000.npy
+    - s3://ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-4-00001.npy
+    - s3://ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-4-00002.npy
+    - s3://ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-4-00003.npy
+    - s3://ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-5-00000.npy
+    - s3://ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-5-00001.npy
+    - s3://ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-6-00000.npy
+    - s3://ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-6-00001.npy
+    - s3://ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-6-00002.npy
+    - s3://ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-6-00003.npy
+    - s3://ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-7-00000.npy
+    - s3://ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-7-00001.npy
+    - s3://ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-7-00002.npy
+    - s3://ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-7-00003.npy
+    - s3://ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-8-00000.npy
+    - s3://ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-8-00001.npy
+    - s3://ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-8-00002.npy
+    ####################################
+    ######### CODE #########
+    # ~> STARCODER (263.775 GT)
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-00-00000.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-00-00001.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-01-00000.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-02-00000.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-03-00000.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-03-00001.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-04-00000.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-04-00001.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-05-00000.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-05-00001.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-06-00000.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-06-00001.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-07-00000.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-07-00001.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-08-00000.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-08-00001.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-09-00000.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-09-00001.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-10-00000.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-10-00001.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-11-00000.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-11-00001.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-12-00000.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-12-00001.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-13-00000.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-13-00001.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-14-00000.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-14-00001.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-15-00000.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-15-00001.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-16-00000.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-16-00001.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-17-00000.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-17-00001.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-18-00000.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-18-00001.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-19-00000.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-19-00001.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-20-00000.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-20-00001.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-21-00000.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-21-00001.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-22-00000.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-22-00001.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-23-00000.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-23-00001.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-24-00000.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-24-00001.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-25-00000.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-25-00001.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-26-00000.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-26-00001.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-27-00000.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-27-00001.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-28-00000.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-29-00000.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-30-00000.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-30-00001.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-31-00000.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-31-00001.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-32-00000.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-32-00001.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-33-00000.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-33-00001.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-34-00000.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-34-00001.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-35-00000.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-35-00001.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-36-00000.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-36-00001.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-37-00000.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-37-00001.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-38-00000.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-38-00001.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-39-00000.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-39-00001.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-40-00000.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-40-00001.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-41-00000.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-41-00001.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-42-00000.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-42-00001.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-43-00000.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-43-00001.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-44-00000.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-44-00001.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-45-00000.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-46-00000.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-46-00001.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-47-00000.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-47-00001.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-48-00000.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-48-00001.npy
+    ####################################
+    ######### WEB HIGH QUALITY #########
+    # ~> C4 (138.4 GT)
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-000-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-001-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-002-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-003-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-004-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-005-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-006-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-007-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-008-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-009-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-010-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-011-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-012-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-013-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-014-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-015-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-016-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-017-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-018-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-019-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-020-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-021-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-022-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-023-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-024-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-025-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-026-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-027-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-028-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-029-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-030-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-031-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-032-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-033-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-034-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-035-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-036-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-037-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-038-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-039-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-040-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-041-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-042-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-043-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-044-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-045-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-046-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-047-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-048-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-049-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-050-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-051-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-052-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-053-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-054-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-055-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-056-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-057-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-058-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-059-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-060-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-061-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-062-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-063-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-064-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-065-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-066-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-067-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-068-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-069-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-070-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-071-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-072-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-073-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-074-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-075-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-076-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-077-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-078-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-079-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-080-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-081-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-082-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-083-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-084-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-085-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-086-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-087-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-088-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-089-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-090-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-091-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-092-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-093-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-094-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-095-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-096-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-097-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-098-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-099-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-100-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-101-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-102-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-103-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-104-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-105-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-106-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-107-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-108-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-109-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-110-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-111-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-112-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-113-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-114-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-115-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-116-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-117-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-118-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-119-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-120-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-121-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-122-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-123-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-124-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-125-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-126-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-127-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-128-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-129-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-130-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-131-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-132-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-133-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-134-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-135-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-136-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-137-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-138-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-139-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-140-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-141-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-142-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-143-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-144-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-145-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-146-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-147-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-148-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-149-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-150-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-151-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-152-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-153-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-154-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-155-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-156-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-157-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-158-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-159-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-160-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-161-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-162-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-163-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-164-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-165-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-166-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-167-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-168-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-169-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-170-00000.npy
+    # ~> REDDIT (79.9 GT)
+    - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-00-00000.npy
+    - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-01-00000.npy
+    - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-02-00000.npy
+    - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-03-00000.npy
+    - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-04-00000.npy
+    - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-05-00000.npy
+    - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-06-00000.npy
+    - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-07-00000.npy
+    - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-08-00000.npy
+    - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-09-00000.npy
+    - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-10-00000.npy
+    - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-11-00000.npy
+    - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-12-00000.npy
+    - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-13-00000.npy
+    - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-14-00000.npy
+    - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-15-00000.npy
+    - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-16-00000.npy
+    - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-17-00000.npy
+    - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-18-00000.npy
+    - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-19-00000.npy
+    - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-20-00000.npy
+    - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-21-00000.npy
+    - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-22-00000.npy
+    - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-23-00000.npy
+    - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-24-00000.npy
+    - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-25-00000.npy
+    - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-26-00000.npy
+    - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-27-00000.npy
+    - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-28-00000.npy
+    - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-29-00000.npy
+    - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-30-00000.npy
+    - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-31-00000.npy
+    - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-32-00000.npy
+    - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-33-00000.npy
+    - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-34-00000.npy
+    - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-35-00000.npy
+    - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-36-00000.npy
+    - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-37-00000.npy
+    - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-38-00000.npy
+    - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-39-00000.npy
+    - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-40-00000.npy
+    - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-41-00000.npy
+    - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-42-00000.npy
+    - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-43-00000.npy
+    - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-44-00000.npy
+    - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-45-00000.npy
+    - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-46-00000.npy
+    - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-47-00000.npy
+    - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-48-00000.npy
+    - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-49-00000.npy
+    - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-50-00000.npy
+    - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-51-00000.npy
+    - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-52-00000.npy
+    - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-53-00000.npy
+    - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-54-00000.npy
+    - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-55-00000.npy
+    - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-56-00000.npy
+    - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-57-00000.npy
+    - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-58-00000.npy
+    - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-59-00000.npy
+    - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-60-00000.npy
+    - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-61-00000.npy
+    - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-62-00000.npy
+    - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-63-00000.npy
+    - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-64-00000.npy
+    - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-65-00000.npy
+    - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-66-00000.npy
+    - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-67-00000.npy
+    - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-68-00000.npy
+    - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-69-00000.npy
+    - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-70-00000.npy
+    - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-71-00000.npy
+    - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-72-00000.npy
+    - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-73-00000.npy
+    - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-74-00000.npy
+    - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-75-00000.npy
+    - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-76-00000.npy
+    - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-77-00000.npy
+    # ~> FALCON (547.341 GT)
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-000-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-001-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-002-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-003-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-004-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-005-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-006-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-007-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-008-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-009-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-010-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-011-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-012-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-013-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-014-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-015-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-016-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-017-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-018-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-019-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-020-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-021-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-022-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-023-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-024-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-025-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-026-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-027-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-028-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-029-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-030-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-031-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-032-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-033-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-034-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-035-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-036-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-037-00000.npy
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+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-178-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-179-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-180-00000.npy
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+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-182-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-183-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-184-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-185-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-186-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-187-00000.npy
+    ####################################
+    ######### WEB REST #########
+    # ~> DOLMA CC HEAD 50% (178.4 GT)
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-000-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-001-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-002-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-003-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-004-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-005-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-006-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-006-00001.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-007-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-008-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-009-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-010-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-011-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-012-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-013-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-014-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-015-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-016-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-017-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-018-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-019-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-020-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-021-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-022-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-023-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-024-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-025-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-026-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-027-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-028-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-029-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-030-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-031-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-032-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-033-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-034-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-035-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-036-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-037-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-038-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-039-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-040-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-041-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-042-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-043-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-044-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-045-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-046-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-047-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-048-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-049-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-050-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-051-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-052-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-053-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-054-00000.npy
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+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-056-00000.npy
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+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-058-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-059-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-060-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-061-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-062-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-063-00000.npy
+    # ~> DOLMA CC MIDDLE 33% (242.05 GT)
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-000-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-001-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-002-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-003-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-004-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-005-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-006-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-007-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-008-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-009-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-010-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-011-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-012-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-013-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-014-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-015-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-016-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-017-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-018-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-019-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-020-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-021-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-022-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-023-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-024-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-025-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-026-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-027-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-028-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-029-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-030-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-031-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-032-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-033-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-034-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-035-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-036-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-037-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-038-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-039-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-040-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-041-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-042-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-043-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-044-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-045-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-046-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-047-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-048-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-049-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-050-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-051-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-052-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-053-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-054-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-055-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-056-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-057-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-058-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-059-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-060-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-061-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-062-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-063-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-064-00000.npy
+    # ~> DOLMA CC TAIL 33% (191.4 GT)
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-000-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-001-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-002-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-003-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-004-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-005-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-006-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-007-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-008-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-009-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-010-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-011-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-012-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-013-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-014-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-015-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-016-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-017-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-018-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-019-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-020-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-021-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-022-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-023-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-024-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-025-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-026-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-027-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-028-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-029-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-030-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-031-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-032-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-033-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-034-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-035-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-036-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-037-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-038-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-039-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-040-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-041-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-042-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-043-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-044-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-045-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-046-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-047-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-048-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-049-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-050-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-051-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-052-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-053-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-054-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-055-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-056-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-057-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-058-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-059-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-060-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-061-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-062-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-063-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-064-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-065-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-066-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-067-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-068-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-069-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-070-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-071-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-072-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-073-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-074-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-075-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-076-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-077-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-078-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-079-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-080-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-081-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-082-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-083-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-084-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-085-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-086-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-087-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-088-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-089-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-090-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-091-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-092-00000.npy

From 995247f4af8c93280d14afc789939ab9d04e5b68 Mon Sep 17 00:00:00 2001
From: Akshita Bhagia <akshita23bhagia@gmail.com>
Date: Tue, 11 Jun 2024 17:39:25 -0700
Subject: [PATCH 04/49] 1b scripts

---
 scripts/beaker/llamaish1-normal-launch.sh | 33 +++++++++++++
 scripts/beaker/llamaish1-normal.sh        | 57 +++++++++++++++++++++++
 scripts/beaker/llamaish7-normal.sh        |  1 +
 3 files changed, 91 insertions(+)
 create mode 100644 scripts/beaker/llamaish1-normal-launch.sh
 create mode 100644 scripts/beaker/llamaish1-normal.sh

diff --git a/scripts/beaker/llamaish1-normal-launch.sh b/scripts/beaker/llamaish1-normal-launch.sh
new file mode 100644
index 000000000..387d9576c
--- /dev/null
+++ b/scripts/beaker/llamaish1-normal-launch.sh
@@ -0,0 +1,33 @@
+#!/usr/bin/env bash
+
+set -ex
+
+NUM_NODES=8
+
+gantry run \
+  --workspace ai2/OLMo-training \
+  --task-name llamaish1-normal \
+  --description "OLMo small - 1B - Llamaish Normal New" \
+  --priority high \
+  --preemptible \
+  --beaker-image shanea/olmo-torch2.3-gantry \
+  --cluster ai2/jupiter-cirrascale-2 \
+  --gpus 8 \
+  --replicas "${NUM_NODES}" \
+  --leader-selection \
+  --host-networking \
+  --budget ai2/oe-training \
+  --no-nfs \
+  --propagate-failure \
+  --synchronized-start-timeout 10m \
+  --env LOG_FILTER_TYPE=local_rank0_only \
+  --env OMP_NUM_THREADS=8 \
+  --env OLMO_TASK=model \
+  --env-secret WANDB_API_KEY=AKSHITAB_WANDB_API_KEY \
+  --env-secret AWS_ACCESS_KEY_ID=AKSHITAB_AWS_ACCESS_KEY_ID \
+  --env-secret AWS_SECRET_ACCESS_KEY=AKSHITAB_AWS_SECRET_ACCESS_KEY \
+  --shared-memory 10GiB \
+  --venv base \
+  --yes \
+  --timeout=-1 \
+  -- /bin/bash -c "scripts/beaker/llamaish1-normal.sh \$BEAKER_LEADER_REPLICA_HOSTNAME ${NUM_NODES} \$BEAKER_REPLICA_RANK"
diff --git a/scripts/beaker/llamaish1-normal.sh b/scripts/beaker/llamaish1-normal.sh
new file mode 100644
index 000000000..f20038d22
--- /dev/null
+++ b/scripts/beaker/llamaish1-normal.sh
@@ -0,0 +1,57 @@
+#!/usr/bin/env bash
+set -exuo pipefail
+IFS=$'\n\t'
+
+BEAKER_LEADER_REPLICA_HOSTNAME=$1
+shift
+
+NUM_NODES=$1
+shift
+
+BEAKER_REPLICA_RANK=$1
+shift
+
+# Warm HF cache
+mkdir -p /root/.cache
+pushd /root/.cache
+curl "https://storage.googleapis.com/dirkgr-public/huggingface_cache_v3.tar.gz" | tar --keep-newer-files -xzf -
+popd
+export HF_DATASETS_OFFLINE=1
+
+export EXPERIMENT=llamaish1-normal-new
+
+torchrun \
+  --nnodes ${NUM_NODES}:${NUM_NODES} \
+  --nproc-per-node 8 \
+  --rdzv_id=12347 \
+  --rdzv_backend=static \
+  --rdzv_endpoint=$BEAKER_LEADER_REPLICA_HOSTNAME:29400 \
+  --node_rank=$BEAKER_REPLICA_RANK \
+  --rdzv_conf="read_timeout=420" \
+  scripts/train.py \
+  configs/llamaish1-s3.yaml \
+    --run_name=$EXPERIMENT \
+    --wandb.name=$EXPERIMENT \
+    --wandb.group=$EXPERIMENT \
+    --model.flash_attention=true \
+    --fsdp.wrapping_strategy=by_block_and_size \
+    --fsdp.sharding_strategy=NO_SHARD \
+    --gen1_gc_interval=null \
+    --save_folder=runs/ \
+    --activation_checkpointing=fine_grained \
+    --fused_loss=true \
+    --device_train_microbatch_size=4 \
+    --global_train_batch_size=512 \
+    --save_interval=250 \
+    --eval_interval=250 \
+    --optimizer.metrics_log_interval=1 \
+    --save_overwrite \
+    --model.init_fn=normal \
+    --model.init_std=0.02 \
+    --model.init_cutoff_factor=3 \
+    --model.clip_qkv=null \
+    --save_num_checkpoints_to_keep=3 \
+    --scheduler.grad_clip_warmup_steps=null \
+    --scheduler.t_warmup=2000 \
+    --scheduler.units=steps
+    #'--load_path=${path.last_checkpoint:s3://ai2-llm/checkpoints/OLMo-small/llamaish1-normal-new/}'
diff --git a/scripts/beaker/llamaish7-normal.sh b/scripts/beaker/llamaish7-normal.sh
index 8b6b3bc3b..30699e84f 100644
--- a/scripts/beaker/llamaish7-normal.sh
+++ b/scripts/beaker/llamaish7-normal.sh
@@ -47,6 +47,7 @@ torchrun \
     --save_overwrite \
     --model.init_fn=normal \
     --model.init_std=0.02 \
+    --model.init_cutoff_factor=3 \
     --model.clip_qkv=null \
     --save_num_checkpoints_to_keep=3 \
     --scheduler.units=steps \

From b71dff92be4d13796c24ec6615b81576d3692962 Mon Sep 17 00:00:00 2001
From: Akshita Bhagia <akshita23bhagia@gmail.com>
Date: Tue, 11 Jun 2024 17:49:41 -0700
Subject: [PATCH 05/49] turn off fused_loss

---
 scripts/beaker/llamaish1-normal.sh | 2 +-
 scripts/beaker/llamaish7-normal.sh | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/scripts/beaker/llamaish1-normal.sh b/scripts/beaker/llamaish1-normal.sh
index f20038d22..3d6ed47b7 100644
--- a/scripts/beaker/llamaish1-normal.sh
+++ b/scripts/beaker/llamaish1-normal.sh
@@ -39,7 +39,7 @@ torchrun \
     --gen1_gc_interval=null \
     --save_folder=runs/ \
     --activation_checkpointing=fine_grained \
-    --fused_loss=true \
+    --fused_loss=false \
     --device_train_microbatch_size=4 \
     --global_train_batch_size=512 \
     --save_interval=250 \
diff --git a/scripts/beaker/llamaish7-normal.sh b/scripts/beaker/llamaish7-normal.sh
index 30699e84f..eef86c18e 100644
--- a/scripts/beaker/llamaish7-normal.sh
+++ b/scripts/beaker/llamaish7-normal.sh
@@ -38,7 +38,7 @@ torchrun \
     --fsdp.sharding_strategy=SHARD_GRAD_OP \
     --save_folder=runs/ \
     --activation_checkpointing=fine_grained \
-    --fused_loss=true \
+    --fused_loss=false \
     --device_train_microbatch_size=2 \
     --global_train_batch_size=1024 \
     --save_interval=250 \

From 0de723455f87563bebe874f205642a613e28b7f4 Mon Sep 17 00:00:00 2001
From: Akshita Bhagia <akshita23bhagia@gmail.com>
Date: Tue, 11 Jun 2024 17:54:58 -0700
Subject: [PATCH 06/49] fix name

---
 scripts/beaker/llamaish7-normal-launch.sh | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/scripts/beaker/llamaish7-normal-launch.sh b/scripts/beaker/llamaish7-normal-launch.sh
index de9bd286b..c3c30e0ce 100644
--- a/scripts/beaker/llamaish7-normal-launch.sh
+++ b/scripts/beaker/llamaish7-normal-launch.sh
@@ -6,7 +6,7 @@ NUM_NODES=64
 
 gantry run \
   --workspace ai2/OLMo-training \
-  --task-name llamaish7-normal-qk-norm-reorder-zloss \
+  --task-name llamaish7-normal \
   --description "OLMo medium - 7B - Llamaish Normal" \
   --priority urgent \
   --preemptible \

From 75ae73fb35c328b5d02c773eaa3922c2d9d47c3a Mon Sep 17 00:00:00 2001
From: Akshita Bhagia <akshita23bhagia@gmail.com>
Date: Tue, 11 Jun 2024 17:58:57 -0700
Subject: [PATCH 07/49] make executable

---
 scripts/beaker/llamaish1-normal-launch.sh | 0
 scripts/beaker/llamaish1-normal.sh        | 0
 scripts/beaker/llamaish7-normal-launch.sh | 0
 scripts/beaker/llamaish7-normal.sh        | 0
 4 files changed, 0 insertions(+), 0 deletions(-)
 mode change 100644 => 100755 scripts/beaker/llamaish1-normal-launch.sh
 mode change 100644 => 100755 scripts/beaker/llamaish1-normal.sh
 mode change 100644 => 100755 scripts/beaker/llamaish7-normal-launch.sh
 mode change 100644 => 100755 scripts/beaker/llamaish7-normal.sh

diff --git a/scripts/beaker/llamaish1-normal-launch.sh b/scripts/beaker/llamaish1-normal-launch.sh
old mode 100644
new mode 100755
diff --git a/scripts/beaker/llamaish1-normal.sh b/scripts/beaker/llamaish1-normal.sh
old mode 100644
new mode 100755
diff --git a/scripts/beaker/llamaish7-normal-launch.sh b/scripts/beaker/llamaish7-normal-launch.sh
old mode 100644
new mode 100755
diff --git a/scripts/beaker/llamaish7-normal.sh b/scripts/beaker/llamaish7-normal.sh
old mode 100644
new mode 100755

From ed51f61079fb67e15749b4b3ca57bcaf9a32492a Mon Sep 17 00:00:00 2001
From: Akshita Bhagia <akshita23bhagia@gmail.com>
Date: Tue, 11 Jun 2024 19:34:33 -0700
Subject: [PATCH 08/49] temporarily don't run new evals

---
 configs/llamaish1-s3.yaml | 16 ++++++++--------
 configs/llamaish7-s3.yaml | 16 ++++++++--------
 2 files changed, 16 insertions(+), 16 deletions(-)

diff --git a/configs/llamaish1-s3.yaml b/configs/llamaish1-s3.yaml
index d43668587..0e2947deb 100644
--- a/configs/llamaish1-s3.yaml
+++ b/configs/llamaish1-s3.yaml
@@ -213,17 +213,17 @@ evaluators:
   - label: mmlu_other_mc_5shot_test
     type: downstream
 
-  - label: basic_arithmetic
-    type: downstream
+  # - label: basic_arithmetic
+  #   type: downstream
 
-  - label: trivia_qa_wiki_ppl
-    type: downstream
+  # - label: trivia_qa_wiki_ppl
+  #   type: downstream
 
-  - label: natural_qs_open_ppl
-    type: downstream
+  # - label: natural_qs_open_ppl
+  #   type: downstream
 
-  - label: arc_easy_ppl
-    type: downstream
+  # - label: arc_easy_ppl
+  #   type: downstream
 
 data:
   pad_direction: right
diff --git a/configs/llamaish7-s3.yaml b/configs/llamaish7-s3.yaml
index ef7aef937..e928af92f 100644
--- a/configs/llamaish7-s3.yaml
+++ b/configs/llamaish7-s3.yaml
@@ -212,17 +212,17 @@ evaluators:
   - label: mmlu_other_mc_5shot_test
     type: downstream
 
-  - label: basic_arithmetic
-    type: downstream
+  # - label: basic_arithmetic
+  #   type: downstream
 
-  - label: trivia_qa_wiki_ppl
-    type: downstream
+  # - label: trivia_qa_wiki_ppl
+  #   type: downstream
 
-  - label: natural_qs_open_ppl
-    type: downstream
+  # - label: natural_qs_open_ppl
+  #   type: downstream
 
-  - label: arc_easy_ppl
-    type: downstream
+  # - label: arc_easy_ppl
+  #   type: downstream
 
 data:
   pad_direction: right

From 3293cbbd666e0f5169124cbce88700dba9be2a77 Mon Sep 17 00:00:00 2001
From: Akshita Bhagia <akshita23bhagia@gmail.com>
Date: Tue, 11 Jun 2024 19:49:43 -0700
Subject: [PATCH 09/49] switch to pete's torch2.3 image

---
 scripts/beaker/llamaish1-normal-launch.sh | 2 +-
 scripts/beaker/llamaish7-normal-launch.sh | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/scripts/beaker/llamaish1-normal-launch.sh b/scripts/beaker/llamaish1-normal-launch.sh
index 387d9576c..56f633583 100755
--- a/scripts/beaker/llamaish1-normal-launch.sh
+++ b/scripts/beaker/llamaish1-normal-launch.sh
@@ -10,7 +10,7 @@ gantry run \
   --description "OLMo small - 1B - Llamaish Normal New" \
   --priority high \
   --preemptible \
-  --beaker-image shanea/olmo-torch2.3-gantry \
+  --beaker-image petew/olmo-torch23-gantry \
   --cluster ai2/jupiter-cirrascale-2 \
   --gpus 8 \
   --replicas "${NUM_NODES}" \
diff --git a/scripts/beaker/llamaish7-normal-launch.sh b/scripts/beaker/llamaish7-normal-launch.sh
index c3c30e0ce..4938615ac 100755
--- a/scripts/beaker/llamaish7-normal-launch.sh
+++ b/scripts/beaker/llamaish7-normal-launch.sh
@@ -10,7 +10,7 @@ gantry run \
   --description "OLMo medium - 7B - Llamaish Normal" \
   --priority urgent \
   --preemptible \
-  --beaker-image shanea/olmo-torch2.3-gantry \
+  --beaker-image petew/olmo-torch23-gantry \
   --cluster ai2/jupiter-cirrascale-2 \
   --gpus 8 \
   --replicas "${NUM_NODES}" \

From d77add5b91a3c29c0166a8d83e7536a836f8defe Mon Sep 17 00:00:00 2001
From: Akshita Bhagia <akshita23bhagia@gmail.com>
Date: Tue, 11 Jun 2024 21:05:46 -0700
Subject: [PATCH 10/49] no clipping warmup

---
 scripts/beaker/llamaish1-normal.sh | 5 +++--
 scripts/beaker/llamaish7-normal.sh | 2 ++
 2 files changed, 5 insertions(+), 2 deletions(-)

diff --git a/scripts/beaker/llamaish1-normal.sh b/scripts/beaker/llamaish1-normal.sh
index 3d6ed47b7..e74b8a868 100755
--- a/scripts/beaker/llamaish1-normal.sh
+++ b/scripts/beaker/llamaish1-normal.sh
@@ -51,7 +51,8 @@ torchrun \
     --model.init_cutoff_factor=3 \
     --model.clip_qkv=null \
     --save_num_checkpoints_to_keep=3 \
+    --scheduler.warmup_min_lr=0 \
     --scheduler.grad_clip_warmup_steps=null \
-    --scheduler.t_warmup=2000 \
-    --scheduler.units=steps
+    --scheduler.units=steps \
+    --scheduler.t_warmup=2000
     #'--load_path=${path.last_checkpoint:s3://ai2-llm/checkpoints/OLMo-small/llamaish1-normal-new/}'
diff --git a/scripts/beaker/llamaish7-normal.sh b/scripts/beaker/llamaish7-normal.sh
index eef86c18e..dd956702f 100755
--- a/scripts/beaker/llamaish7-normal.sh
+++ b/scripts/beaker/llamaish7-normal.sh
@@ -50,6 +50,8 @@ torchrun \
     --model.init_cutoff_factor=3 \
     --model.clip_qkv=null \
     --save_num_checkpoints_to_keep=3 \
+    --scheduler.warmup_min_lr=0 \
+    --scheduler.grad_clip_warmup_steps=null \
     --scheduler.units=steps \
     --scheduler.t_warmup=2000
     # '--load_path=${path.last_checkpoint:s3://ai2-llm/checkpoints/OLMo-medium/llamaish7-normal/}'

From eff21eeca6e1eed3558b35508915c9b646063ef9 Mon Sep 17 00:00:00 2001
From: Akshita Bhagia <akshita23bhagia@gmail.com>
Date: Tue, 11 Jun 2024 21:39:35 -0700
Subject: [PATCH 11/49] wait longer

---
 scripts/beaker/llamaish1-normal-launch.sh | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/scripts/beaker/llamaish1-normal-launch.sh b/scripts/beaker/llamaish1-normal-launch.sh
index 56f633583..b913bc40e 100755
--- a/scripts/beaker/llamaish1-normal-launch.sh
+++ b/scripts/beaker/llamaish1-normal-launch.sh
@@ -19,7 +19,7 @@ gantry run \
   --budget ai2/oe-training \
   --no-nfs \
   --propagate-failure \
-  --synchronized-start-timeout 10m \
+  --synchronized-start-timeout 20m \
   --env LOG_FILTER_TYPE=local_rank0_only \
   --env OMP_NUM_THREADS=8 \
   --env OLMO_TASK=model \

From c1075ce39889df094f7a9dc39036da7497253607 Mon Sep 17 00:00:00 2001
From: Akshita Bhagia <akshita23bhagia@gmail.com>
Date: Tue, 11 Jun 2024 21:44:25 -0700
Subject: [PATCH 12/49] priority

---
 scripts/beaker/llamaish1-normal-launch.sh | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/scripts/beaker/llamaish1-normal-launch.sh b/scripts/beaker/llamaish1-normal-launch.sh
index b913bc40e..86c33dd53 100755
--- a/scripts/beaker/llamaish1-normal-launch.sh
+++ b/scripts/beaker/llamaish1-normal-launch.sh
@@ -8,7 +8,7 @@ gantry run \
   --workspace ai2/OLMo-training \
   --task-name llamaish1-normal \
   --description "OLMo small - 1B - Llamaish Normal New" \
-  --priority high \
+  --priority urgent \
   --preemptible \
   --beaker-image petew/olmo-torch23-gantry \
   --cluster ai2/jupiter-cirrascale-2 \

From 1c581051cd5dacb50aded67da1be51eea2638386 Mon Sep 17 00:00:00 2001
From: Dirk Groeneveld <dirkg@allenai.org>
Date: Tue, 11 Jun 2024 23:28:19 -0700
Subject: [PATCH 13/49] Load from checkpoint, and also more data loading
 workers

---
 scripts/beaker/llamaish7-normal.sh | 5 +++--
 1 file changed, 3 insertions(+), 2 deletions(-)

diff --git a/scripts/beaker/llamaish7-normal.sh b/scripts/beaker/llamaish7-normal.sh
index dd956702f..bfeaab233 100755
--- a/scripts/beaker/llamaish7-normal.sh
+++ b/scripts/beaker/llamaish7-normal.sh
@@ -53,5 +53,6 @@ torchrun \
     --scheduler.warmup_min_lr=0 \
     --scheduler.grad_clip_warmup_steps=null \
     --scheduler.units=steps \
-    --scheduler.t_warmup=2000
-    # '--load_path=${path.last_checkpoint:s3://ai2-llm/checkpoints/OLMo-medium/llamaish7-normal/}'
+    --scheduler.t_warmup=2000 \
+    --data.num_workers=64 \
+    '--load_path=${path.last_checkpoint:s3://ai2-llm/checkpoints/OLMo-medium/llamaish7-normal/}'

From cd04bad751c496a08ec49de4779667e669ba9983 Mon Sep 17 00:00:00 2001
From: Dirk Groeneveld <dirkg@allenai.org>
Date: Tue, 11 Jun 2024 23:52:45 -0700
Subject: [PATCH 14/49] Fewer nodes :-(

---
 scripts/beaker/llamaish7-normal-launch.sh | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/scripts/beaker/llamaish7-normal-launch.sh b/scripts/beaker/llamaish7-normal-launch.sh
index 4938615ac..cf274038c 100755
--- a/scripts/beaker/llamaish7-normal-launch.sh
+++ b/scripts/beaker/llamaish7-normal-launch.sh
@@ -2,7 +2,7 @@
 
 set -ex
 
-NUM_NODES=64
+NUM_NODES=32
 
 gantry run \
   --workspace ai2/OLMo-training \

From 63d2a26d90ebb8c3825934ad6070c405d7ff4fcf Mon Sep 17 00:00:00 2001
From: Akshita Bhagia <akshita23bhagia@gmail.com>
Date: Wed, 12 Jun 2024 00:21:05 -0700
Subject: [PATCH 15/49] start from scratch again

---
 scripts/beaker/llamaish7-normal.sh | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/scripts/beaker/llamaish7-normal.sh b/scripts/beaker/llamaish7-normal.sh
index bfeaab233..0c0520ab8 100755
--- a/scripts/beaker/llamaish7-normal.sh
+++ b/scripts/beaker/llamaish7-normal.sh
@@ -54,5 +54,5 @@ torchrun \
     --scheduler.grad_clip_warmup_steps=null \
     --scheduler.units=steps \
     --scheduler.t_warmup=2000 \
-    --data.num_workers=64 \
-    '--load_path=${path.last_checkpoint:s3://ai2-llm/checkpoints/OLMo-medium/llamaish7-normal/}'
+    --data.num_workers=64
+    #'--load_path=${path.last_checkpoint:s3://ai2-llm/checkpoints/OLMo-medium/llamaish7-normal/}'

From aa8ca13fd9b10ef4e871d6c880b89da00063fbfd Mon Sep 17 00:00:00 2001
From: Akshita Bhagia <akshita23bhagia@gmail.com>
Date: Wed, 12 Jun 2024 00:38:11 -0700
Subject: [PATCH 16/49] restart 1b

---
 scripts/beaker/llamaish1-normal.sh | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/scripts/beaker/llamaish1-normal.sh b/scripts/beaker/llamaish1-normal.sh
index e74b8a868..a631eeefb 100755
--- a/scripts/beaker/llamaish1-normal.sh
+++ b/scripts/beaker/llamaish1-normal.sh
@@ -54,5 +54,5 @@ torchrun \
     --scheduler.warmup_min_lr=0 \
     --scheduler.grad_clip_warmup_steps=null \
     --scheduler.units=steps \
-    --scheduler.t_warmup=2000
-    #'--load_path=${path.last_checkpoint:s3://ai2-llm/checkpoints/OLMo-small/llamaish1-normal-new/}'
+    --scheduler.t_warmup=2000 \
+    '--load_path=${path.last_checkpoint:s3://ai2-llm/checkpoints/OLMo-small/llamaish1-normal-new/}'

From 4fb871ac9b29581f435e31002335790d4a0b5a9a Mon Sep 17 00:00:00 2001
From: Akshita Bhagia <akshita23bhagia@gmail.com>
Date: Wed, 12 Jun 2024 13:14:07 -0700
Subject: [PATCH 17/49] add weka configs

---
 configs/llamaish1-weka.yaml | 1297 +++++++++++++++++++++++++++++++++++
 configs/llamaish7-weka.yaml | 1296 ++++++++++++++++++++++++++++++++++
 2 files changed, 2593 insertions(+)
 create mode 100644 configs/llamaish1-weka.yaml
 create mode 100644 configs/llamaish7-weka.yaml

diff --git a/configs/llamaish1-weka.yaml b/configs/llamaish1-weka.yaml
new file mode 100644
index 000000000..74f95ba92
--- /dev/null
+++ b/configs/llamaish1-weka.yaml
@@ -0,0 +1,1297 @@
+run_name: llamaish1-001
+seed: 6198
+dry_run: false
+
+wandb:
+  name: ${run_name}
+  project: olmo-small
+  group: llamaish1
+
+model:
+  d_model: 2048
+  n_heads: 16
+  n_layers: 16
+  mlp_ratio: 8
+  # mlp_hidden_size: 22016
+  weight_tying: false
+  alibi: false
+  rope: true
+  flash_attention: true
+  attention_dropout: 0.0
+  attention_layer_norm: false
+  clip_qkv: 8.0
+  include_bias: false
+  block_type: sequential
+  layer_norm_type: default
+  layer_norm_with_affine: false
+  bias_for_layer_norm: false
+  attention_layer_norm_with_affine: false
+  activation_type: swiglu
+  residual_dropout: 0.0
+  embedding_dropout: 0.0
+  max_sequence_length: 4096
+  vocab_size: 50280
+  embedding_size: 50304
+  eos_token_id: 0
+  pad_token_id: 1
+  init_device: meta
+  init_fn: full_megatron
+  init_std: 0.006
+  init_cutoff_factor: 3
+
+compile: null
+
+optimizer:
+  name: adamw
+  learning_rate: 4.0e-4
+  weight_decay: 0.1
+  decay_norm_and_bias: true
+  decay_embeddings: false
+  betas:
+  - 0.9
+  - 0.95
+  metrics_log_interval: 10
+
+scheduler:
+  name: cosine_with_warmup
+  units: tokens
+  t_warmup: 10485760000
+  t_max: 3e12
+  alpha_f: 0.1
+  grad_clip_warmup_steps: 2097152000
+  grad_clip_warmup_factor: 5
+  warmup_min_lr: 0
+
+tokenizer:
+  identifier: tokenizers/allenai_gpt-neox-olmo-dolma-v1_5.json
+  truncate_direction: right
+
+save_folder: runs/${run_name}
+remote_save_folder: s3://ai2-llm/checkpoints/OLMo-small/${run_name}
+save_overwrite: false
+
+save_interval: 1000
+save_interval_ephemeral: null
+save_num_checkpoints_to_keep: -1
+sharded_checkpointer: olmo_core
+
+save_interval_unsharded: null
+save_num_unsharded_checkpoints_to_keep: -1
+
+load_path: null
+
+max_duration: 2ep
+global_train_batch_size: 512
+device_train_microbatch_size: 4
+
+precision: amp_bf16
+
+fsdp:
+  wrapping_strategy: by_block_and_size
+  precision: mixed
+
+max_grad_norm: 1.0
+max_grad_norm_ratio: null
+
+speed_monitor:
+  window_size: 1
+
+eval_interval: 1000
+eval_subset_num_batches: -1
+device_eval_batch_size: ${device_train_microbatch_size}
+evaluators:
+  - label: all-small-ppl-validation
+    data:
+      num_workers: 0
+      drop_last: true
+      datasets:
+        c4_en-validation:
+          - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/c4_en/val/part-0-00000.npy
+        dolma_books-validation:
+          - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_books/val/part-0-00000.npy
+        dolma_common-crawl-validation:
+          - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_common-crawl/val/part-0-00000.npy
+        dolma_pes2o-validation:
+          - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_pes2o/val/part-0-00000.npy
+        dolma_reddit-validation:
+          - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_reddit/val/part-0-00000.npy
+        dolma_stack-validation:
+          - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_stack/val/part-0-00000.npy
+        dolma_wiki-validation:
+          - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_wiki/val/part-0-00000.npy
+        ice-validation:
+          - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/ice/val/part-0-00000.npy
+        m2d2_s2orc-validation:
+          - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/m2d2_s2orc/val/part-0-00000.npy
+        pile-validation:
+        - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/pile/val/part-0-00000.npy
+        wikitext_103-validation:
+          - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/wikitext_103/val/part-0-00000.npy
+
+  ##########################
+  # Downstream evaluations #
+  ##########################
+  - label: piqa
+    type: downstream
+
+  - label: hellaswag
+    type: downstream
+
+  - label: winogrande
+    type: downstream
+
+  - label: openbook_qa
+    type: downstream
+
+  - label: boolq
+    type: downstream
+ 
+  - label: sciq
+    type: downstream
+
+  - label: arc_easy
+    type: downstream
+
+  - label: arc_challenge
+    type: downstream
+
+  - label: copa
+    type: downstream
+
+  #- label: rte
+  #  type: downstream
+
+  #- label: commitment_bank
+  #  type: downstream
+
+  #- label: sst2
+  #  type: downstream
+
+  - label: commonsense_qa
+    type: downstream
+
+  - label: social_iqa
+    type: downstream
+
+  # Doesn't work from cache.
+  # - label: basic_arithmetic
+  #   type: downstream
+
+  - label: mmlu_stem_var
+    type: downstream
+
+  - label: mmlu_humanities_var
+    type: downstream
+
+  - label: mmlu_social_sciences_var
+    type: downstream
+
+  - label: mmlu_other_var
+    type: downstream
+
+  - label: mmlu_stem_mc_5shot
+    type: downstream
+
+  - label: mmlu_humanities_mc_5shot
+    type: downstream
+
+  - label: mmlu_social_sciences_mc_5shot
+    type: downstream
+
+  - label: mmlu_other_mc_5shot
+    type: downstream
+
+  - label: mmlu_stem_mc_5shot_test
+    type: downstream
+
+  - label: mmlu_humanities_mc_5shot_test
+    type: downstream
+
+  - label: mmlu_social_sciences_mc_5shot_test
+    type: downstream
+
+  - label: mmlu_other_mc_5shot_test
+    type: downstream
+
+  # - label: basic_arithmetic
+  #   type: downstream
+
+  # - label: trivia_qa_wiki_ppl
+  #   type: downstream
+
+  # - label: natural_qs_open_ppl
+  #   type: downstream
+
+  # - label: arc_easy_ppl
+  #   type: downstream
+
+data:
+  pad_direction: right
+  num_workers: 32
+  drop_last: true
+  pin_memory: true
+  prefetch_factor: 8
+  persistent_workers: true
+  timeout: 0
+  instance_filter:
+    repetition_max_period: 13
+    repetition_min_period: 1
+    repetition_max_count: 32
+  paths:
+    ######### NON WEB DATA #########
+    # ~> GUTENBERG BOOKS (5.256 GT)
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/books/gpt-neox-olmo-dolma-v1_5/part-0-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/books/gpt-neox-olmo-dolma-v1_5/part-1-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/books/gpt-neox-olmo-dolma-v1_5/part-2-00000.npy
+    # ~> PES2O STEM PAPERS (57.21 GT)
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-00-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-01-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-02-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-03-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-04-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-05-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-06-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-07-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-08-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-09-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-10-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-11-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-12-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-13-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-14-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-15-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-16-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-17-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-18-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-19-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-20-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-21-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-22-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-23-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-24-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-25-00000.npy
+    # ~> WIKIPEDIA & WIKIBOOKS (3.689 GT), repeated twice to up-sample
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/wiki/gpt-neox-olmo-dolma-v1_5/part-0-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/wiki/gpt-neox-olmo-dolma-v1_5/part-1-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/wiki/gpt-neox-olmo-dolma-v1_5/part-0-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/wiki/gpt-neox-olmo-dolma-v1_5/part-1-00000.npy
+    # MEGAWIKA v1 (4.6 GT)
+    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-00-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-01-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-01-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-02-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-02-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-03-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-03-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-04-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-04-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-05-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-05-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-06-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-06-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-07-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-07-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-08-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-08-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-09-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-09-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-10-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-10-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-11-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-11-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-12-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-12-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-13-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-13-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-14-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-14-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-15-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-16-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-16-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-17-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-17-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-18-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-18-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-19-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-19-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-20-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-20-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-21-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-21-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-22-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-22-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-23-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-23-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-23-00002.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-24-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-24-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-25-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-25-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-26-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-26-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-27-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-27-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-28-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-29-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-30-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-30-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-31-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-31-00001.npy
+    # ~> REDPAJAMA STACK-EXCHANGE (19.63 GT)
+    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-00-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-01-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-02-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-03-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-04-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-05-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-06-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-07-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-08-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-09-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-10-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-11-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-12-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-13-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-14-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-15-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-16-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-17-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-18-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-19-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-20-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-21-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-22-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-23-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-24-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-25-00000.npy
+    # ~> REDPAJAMA ARXIV (27.97 GT)
+    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-00-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-01-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-02-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-03-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-04-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-05-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-06-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-07-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-08-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-09-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-10-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-11-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-12-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-13-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-14-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-15-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-16-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-17-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-18-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-19-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-20-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-21-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-22-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-23-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-24-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-25-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-26-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-27-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-28-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-29-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-30-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-31-00000.npy
+    # ~> PROOFPILE2 ALGEBRAIC STACK (12.623 GT)
+    - weka://oe-training-default/ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/gpt-neox-olmo-dolma-v1_5/part-00-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/gpt-neox-olmo-dolma-v1_5/part-01-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/gpt-neox-olmo-dolma-v1_5/part-02-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/gpt-neox-olmo-dolma-v1_5/part-03-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/gpt-neox-olmo-dolma-v1_5/part-04-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/gpt-neox-olmo-dolma-v1_5/part-05-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/gpt-neox-olmo-dolma-v1_5/part-06-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/gpt-neox-olmo-dolma-v1_5/part-07-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/gpt-neox-olmo-dolma-v1_5/part-08-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/gpt-neox-olmo-dolma-v1_5/part-09-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/gpt-neox-olmo-dolma-v1_5/part-10-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/gpt-neox-olmo-dolma-v1_5/part-11-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/gpt-neox-olmo-dolma-v1_5/part-12-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/gpt-neox-olmo-dolma-v1_5/part-13-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/gpt-neox-olmo-dolma-v1_5/part-14-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/gpt-neox-olmo-dolma-v1_5/part-15-00000.npy
+    # ~> PROOFPILE2 OPENWEBMATH (12.734 GT)
+    - weka://oe-training-default/ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/open-web-math/train/gpt-neox-olmo-dolma-v1_5/part-00-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/open-web-math/train/gpt-neox-olmo-dolma-v1_5/part-01-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/open-web-math/train/gpt-neox-olmo-dolma-v1_5/part-02-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/open-web-math/train/gpt-neox-olmo-dolma-v1_5/part-03-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/open-web-math/train/gpt-neox-olmo-dolma-v1_5/part-04-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/open-web-math/train/gpt-neox-olmo-dolma-v1_5/part-05-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/open-web-math/train/gpt-neox-olmo-dolma-v1_5/part-06-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/open-web-math/train/gpt-neox-olmo-dolma-v1_5/part-07-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/open-web-math/train/gpt-neox-olmo-dolma-v1_5/part-08-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/open-web-math/train/gpt-neox-olmo-dolma-v1_5/part-09-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/open-web-math/train/gpt-neox-olmo-dolma-v1_5/part-10-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/open-web-math/train/gpt-neox-olmo-dolma-v1_5/part-11-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/open-web-math/train/gpt-neox-olmo-dolma-v1_5/part-12-00000.npy
+    # ~> TULU FLAN V1 (16.5 G v2-decontaminated-60M-shots_all-upweight_1-dialog_true-sep_newline)
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-00-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-01-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-02-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-03-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-04-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-05-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-06-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-07-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-08-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-09-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-10-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-11-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-12-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-13-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-14-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-15-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-16-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-17-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-18-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-19-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-20-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-21-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-22-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-23-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-24-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-25-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-26-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-27-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-28-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-29-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-30-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-31-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-32-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-33-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-34-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-35-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-36-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-37-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-38-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-39-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-40-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-41-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-42-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-43-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-44-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-45-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-46-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-47-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-48-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-49-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-50-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-51-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-52-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-53-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-54-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-55-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-56-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-57-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-58-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-59-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-60-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-61-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-62-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-63-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-64-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-65-00000.npy
+    # ~> CC NEWS (14.3 GT)
+    - weka://oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-0-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-0-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-0-00002.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-0-00003.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-1-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-1-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-1-00002.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-1-00003.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-2-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-2-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-2-00002.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-2-00003.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-3-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-3-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-3-00002.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-3-00003.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-4-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-4-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-4-00002.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-4-00003.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-5-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-5-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-6-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-6-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-6-00002.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-6-00003.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-7-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-7-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-7-00002.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-7-00003.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-8-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-8-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-8-00002.npy
+    ####################################
+    ######### CODE #########
+    # ~> STARCODER (263.775 GT)
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-00-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-00-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-01-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-02-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-03-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-03-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-04-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-04-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-05-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-05-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-06-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-06-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-07-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-07-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-08-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-08-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-09-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-09-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-10-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-10-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-11-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-11-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-12-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-12-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-13-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-13-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-14-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-14-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-15-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-15-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-16-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-16-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-17-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-17-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-18-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-18-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-19-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-19-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-20-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-20-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-21-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-21-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-22-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-22-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-23-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-23-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-24-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-24-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-25-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-25-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-26-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-26-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-27-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-27-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-28-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-29-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-30-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-30-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-31-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-31-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-32-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-32-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-33-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-33-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-34-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-34-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-35-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-35-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-36-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-36-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-37-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-37-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-38-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-38-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-39-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-39-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-40-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-40-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-41-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-41-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-42-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-42-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-43-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-43-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-44-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-44-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-45-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-46-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-46-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-47-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-47-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-48-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-48-00001.npy
+    ####################################
+    ######### WEB HIGH QUALITY #########
+    # ~> C4 (138.4 GT)
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-000-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-001-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-002-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-003-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-004-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-005-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-006-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-007-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-008-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-009-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-010-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-011-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-012-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-013-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-014-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-015-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-016-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-017-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-018-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-019-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-020-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-021-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-022-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-023-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-024-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-025-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-026-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-027-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-028-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-029-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-030-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-031-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-032-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-033-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-034-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-035-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-036-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-037-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-038-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-039-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-040-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-041-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-042-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-043-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-044-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-045-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-046-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-047-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-048-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-049-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-050-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-051-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-052-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-053-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-054-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-055-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-056-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-057-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-058-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-059-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-060-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-061-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-062-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-063-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-064-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-065-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-066-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-067-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-068-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-069-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-070-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-071-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-072-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-073-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-074-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-075-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-076-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-077-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-078-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-079-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-080-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-081-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-082-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-083-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-084-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-085-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-086-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-087-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-088-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-089-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-090-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-091-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-092-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-093-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-094-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-095-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-096-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-097-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-098-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-099-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-100-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-101-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-102-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-103-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-104-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-105-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-106-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-107-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-108-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-109-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-110-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-111-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-112-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-113-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-114-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-115-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-116-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-117-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-118-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-119-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-120-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-121-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-122-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-123-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-124-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-125-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-126-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-127-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-128-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-129-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-130-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-131-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-132-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-133-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-134-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-135-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-136-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-137-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-138-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-139-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-140-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-141-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-142-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-143-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-144-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-145-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-146-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-147-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-148-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-149-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-150-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-151-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-152-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-153-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-154-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-155-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-156-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-157-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-158-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-159-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-160-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-161-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-162-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-163-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-164-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-165-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-166-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-167-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-168-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-169-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-170-00000.npy
+    # ~> REDDIT (79.9 GT)
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-00-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-01-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-02-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-03-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-04-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-05-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-06-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-07-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-08-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-09-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-10-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-11-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-12-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-13-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-14-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-15-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-16-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-17-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-18-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-19-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-20-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-21-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-22-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-23-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-24-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-25-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-26-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-27-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-28-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-29-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-30-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-31-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-32-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-33-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-34-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-35-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-36-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-37-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-38-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-39-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-40-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-41-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-42-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-43-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-44-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-45-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-46-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-47-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-48-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-49-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-50-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-51-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-52-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-53-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-54-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-55-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-56-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-57-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-58-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-59-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-60-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-61-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-62-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-63-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-64-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-65-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-66-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-67-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-68-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-69-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-70-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-71-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-72-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-73-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-74-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-75-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-76-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-77-00000.npy
+    # ~> FALCON (547.341 GT)
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-000-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-001-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-002-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-003-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-004-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-005-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-006-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-007-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-008-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-009-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-010-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-011-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-012-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-013-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-014-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-015-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-016-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-017-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-018-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-019-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-020-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-021-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-022-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-023-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-024-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-025-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-026-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-027-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-028-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-029-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-030-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-031-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-032-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-033-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-034-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-035-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-036-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-037-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-038-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-039-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-040-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-041-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-042-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-043-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-044-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-045-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-046-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-047-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-048-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-049-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-050-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-051-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-052-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-053-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-054-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-055-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-056-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-057-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-058-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-059-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-060-00000.npy
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+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-162-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-163-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-164-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-165-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-166-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-167-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-168-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-169-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-170-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-171-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-172-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-173-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-174-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-175-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-176-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-177-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-178-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-179-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-180-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-181-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-182-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-183-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-184-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-185-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-186-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-187-00000.npy
+    ####################################
+    ######### WEB REST #########
+    # ~> DOLMA CC HEAD 50% (178.4 GT)
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-000-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-001-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-002-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-003-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-004-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-005-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-006-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-006-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-007-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-008-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-009-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-010-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-011-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-012-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-013-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-014-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-015-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-016-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-017-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-018-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-019-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-020-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-021-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-022-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-023-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-024-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-025-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-026-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-027-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-028-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-029-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-030-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-031-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-032-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-033-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-034-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-035-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-036-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-037-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-038-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-039-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-040-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-041-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-042-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-043-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-044-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-045-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-046-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-047-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-048-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-049-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-050-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-051-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-052-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-053-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-054-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-055-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-056-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-057-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-058-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-059-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-060-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-061-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-062-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-063-00000.npy
+    # ~> DOLMA CC MIDDLE 33% (242.05 GT)
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-000-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-001-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-002-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-003-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-004-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-005-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-006-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-007-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-008-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-009-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-010-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-011-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-012-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-013-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-014-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-015-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-016-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-017-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-018-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-019-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-020-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-021-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-022-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-023-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-024-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-025-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-026-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-027-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-028-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-029-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-030-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-031-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-032-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-033-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-034-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-035-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-036-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-037-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-038-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-039-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-040-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-041-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-042-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-043-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-044-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-045-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-046-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-047-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-048-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-049-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-050-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-051-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-052-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-053-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-054-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-055-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-056-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-057-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-058-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-059-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-060-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-061-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-062-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-063-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-064-00000.npy
+    # ~> DOLMA CC TAIL 33% (191.4 GT)
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-000-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-001-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-002-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-003-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-004-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-005-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-006-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-007-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-008-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-009-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-010-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-011-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-012-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-013-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-014-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-015-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-016-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-017-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-018-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-019-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-020-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-021-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-022-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-023-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-024-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-025-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-026-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-027-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-028-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-029-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-030-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-031-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-032-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-033-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-034-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-035-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-036-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-037-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-038-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-039-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-040-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-041-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-042-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-043-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-044-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-045-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-046-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-047-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-048-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-049-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-050-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-051-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-052-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-053-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-054-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-055-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-056-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-057-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-058-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-059-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-060-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-061-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-062-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-063-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-064-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-065-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-066-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-067-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-068-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-069-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-070-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-071-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-072-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-073-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-074-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-075-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-076-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-077-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-078-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-079-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-080-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-081-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-082-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-083-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-084-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-085-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-086-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-087-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-088-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-089-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-090-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-091-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-092-00000.npy
\ No newline at end of file
diff --git a/configs/llamaish7-weka.yaml b/configs/llamaish7-weka.yaml
new file mode 100644
index 000000000..06974f6f9
--- /dev/null
+++ b/configs/llamaish7-weka.yaml
@@ -0,0 +1,1296 @@
+run_name: llamaish7-001
+seed: 6198
+dry_run: false
+
+wandb:
+  name: ${run_name}
+  project: olmo-medium
+  group: llamaish7
+
+model:
+  d_model: 4096
+  n_heads: 32
+  n_layers: 32
+  # mlp_ratio: 6
+  mlp_hidden_size: 22016
+  weight_tying: false
+  alibi: false
+  rope: true
+  flash_attention: true
+  attention_dropout: 0.0
+  attention_layer_norm: false
+  clip_qkv: 8.0
+  include_bias: false
+  block_type: sequential
+  layer_norm_type: default
+  layer_norm_with_affine: false
+  bias_for_layer_norm: false
+  attention_layer_norm_with_affine: false
+  activation_type: swiglu
+  residual_dropout: 0.0
+  embedding_dropout: 0.0
+  max_sequence_length: 4096
+  vocab_size: 50280
+  embedding_size: 50304
+  eos_token_id: 0
+  pad_token_id: 1
+  init_device: meta
+  init_fn: full_megatron
+  init_std: 0.006
+  init_cutoff_factor: 3
+
+compile: null
+
+optimizer:
+  name: adamw
+  learning_rate: 3.0e-4
+  weight_decay: 0.1
+  decay_norm_and_bias: true
+  decay_embeddings: false
+  betas:
+  - 0.9
+  - 0.95
+  metrics_log_interval: 10
+
+scheduler:
+  name: cosine_with_warmup
+  units: tokens
+  t_warmup: 20971520000
+  t_max: 3e12
+  alpha_f: 0.1
+  grad_clip_warmup_steps: 2097152000
+  grad_clip_warmup_factor: 5
+
+tokenizer:
+  identifier: tokenizers/allenai_gpt-neox-olmo-dolma-v1_5.json
+  truncate_direction: right
+
+save_folder: runs/${run_name}
+remote_save_folder: s3://ai2-llm/checkpoints/OLMo-medium/${run_name}
+save_overwrite: false
+
+save_interval: 1000
+save_interval_ephemeral: null
+save_num_checkpoints_to_keep: -1
+sharded_checkpointer: olmo_core
+
+save_interval_unsharded: null
+save_num_unsharded_checkpoints_to_keep: -1
+
+load_path: null
+
+max_duration: 2ep
+global_train_batch_size: 512
+device_train_microbatch_size: 2
+
+precision: amp_bf16
+
+fsdp:
+  wrapping_strategy: by_block_and_size
+  precision: mixed
+
+max_grad_norm: 1.0
+max_grad_norm_ratio: null
+
+speed_monitor:
+  window_size: 1
+
+eval_interval: 1000
+eval_subset_num_batches: -1
+device_eval_batch_size: ${device_train_microbatch_size}
+evaluators:
+  - label: all-small-ppl-validation
+    data:
+      num_workers: 0
+      drop_last: true
+      datasets:
+        c4_en-validation:
+          - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/c4_en/val/part-0-00000.npy
+        dolma_books-validation:
+          - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_books/val/part-0-00000.npy
+        dolma_common-crawl-validation:
+          - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_common-crawl/val/part-0-00000.npy
+        dolma_pes2o-validation:
+          - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_pes2o/val/part-0-00000.npy
+        dolma_reddit-validation:
+          - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_reddit/val/part-0-00000.npy
+        dolma_stack-validation:
+          - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_stack/val/part-0-00000.npy
+        dolma_wiki-validation:
+          - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_wiki/val/part-0-00000.npy
+        ice-validation:
+          - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/ice/val/part-0-00000.npy
+        m2d2_s2orc-validation:
+          - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/m2d2_s2orc/val/part-0-00000.npy
+        pile-validation:
+        - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/pile/val/part-0-00000.npy
+        wikitext_103-validation:
+          - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/wikitext_103/val/part-0-00000.npy
+
+  ##########################
+  # Downstream evaluations #
+  ##########################
+  - label: piqa
+    type: downstream
+
+  - label: hellaswag
+    type: downstream
+
+  - label: winogrande
+    type: downstream
+
+  - label: openbook_qa
+    type: downstream
+
+  - label: boolq
+    type: downstream
+ 
+  - label: sciq
+    type: downstream
+
+  - label: arc_easy
+    type: downstream
+
+  - label: arc_challenge
+    type: downstream
+
+  - label: copa
+    type: downstream
+
+  #- label: rte
+  #  type: downstream
+
+  #- label: commitment_bank
+  #  type: downstream
+
+  #- label: sst2
+  #  type: downstream
+
+  - label: commonsense_qa
+    type: downstream
+
+  - label: social_iqa
+    type: downstream
+
+  # Doesn't work from cache.
+  # - label: basic_arithmetic
+  #   type: downstream
+
+  - label: mmlu_stem_var
+    type: downstream
+
+  - label: mmlu_humanities_var
+    type: downstream
+
+  - label: mmlu_social_sciences_var
+    type: downstream
+
+  - label: mmlu_other_var
+    type: downstream
+
+  - label: mmlu_stem_mc_5shot
+    type: downstream
+
+  - label: mmlu_humanities_mc_5shot
+    type: downstream
+
+  - label: mmlu_social_sciences_mc_5shot
+    type: downstream
+
+  - label: mmlu_other_mc_5shot
+    type: downstream
+
+  - label: mmlu_stem_mc_5shot_test
+    type: downstream
+
+  - label: mmlu_humanities_mc_5shot_test
+    type: downstream
+
+  - label: mmlu_social_sciences_mc_5shot_test
+    type: downstream
+
+  - label: mmlu_other_mc_5shot_test
+    type: downstream
+
+  # - label: basic_arithmetic
+  #   type: downstream
+
+  # - label: trivia_qa_wiki_ppl
+  #   type: downstream
+
+  # - label: natural_qs_open_ppl
+  #   type: downstream
+
+  # - label: arc_easy_ppl
+  #   type: downstream
+
+data:
+  pad_direction: right
+  num_workers: 32
+  drop_last: true
+  pin_memory: true
+  prefetch_factor: 8
+  persistent_workers: true
+  timeout: 0
+  instance_filter:
+    repetition_max_period: 13
+    repetition_min_period: 1
+    repetition_max_count: 32
+  paths:
+    ######### NON WEB DATA #########
+    # ~> GUTENBERG BOOKS (5.256 GT)
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/books/gpt-neox-olmo-dolma-v1_5/part-0-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/books/gpt-neox-olmo-dolma-v1_5/part-1-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/books/gpt-neox-olmo-dolma-v1_5/part-2-00000.npy
+    # ~> PES2O STEM PAPERS (57.21 GT)
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-00-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-01-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-02-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-03-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-04-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-05-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-06-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-07-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-08-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-09-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-10-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-11-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-12-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-13-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-14-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-15-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-16-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-17-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-18-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-19-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-20-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-21-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-22-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-23-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-24-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-25-00000.npy
+    # ~> WIKIPEDIA & WIKIBOOKS (3.689 GT), repeated twice to up-sample
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/wiki/gpt-neox-olmo-dolma-v1_5/part-0-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/wiki/gpt-neox-olmo-dolma-v1_5/part-1-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/wiki/gpt-neox-olmo-dolma-v1_5/part-0-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/wiki/gpt-neox-olmo-dolma-v1_5/part-1-00000.npy
+    # MEGAWIKA v1 (4.6 GT)
+    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-00-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-01-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-01-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-02-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-02-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-03-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-03-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-04-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-04-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-05-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-05-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-06-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-06-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-07-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-07-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-08-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-08-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-09-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-09-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-10-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-10-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-11-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-11-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-12-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-12-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-13-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-13-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-14-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-14-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-15-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-16-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-16-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-17-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-17-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-18-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-18-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-19-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-19-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-20-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-20-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-21-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-21-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-22-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-22-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-23-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-23-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-23-00002.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-24-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-24-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-25-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-25-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-26-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-26-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-27-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-27-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-28-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-29-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-30-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-30-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-31-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-31-00001.npy
+    # ~> REDPAJAMA STACK-EXCHANGE (19.63 GT)
+    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-00-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-01-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-02-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-03-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-04-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-05-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-06-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-07-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-08-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-09-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-10-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-11-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-12-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-13-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-14-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-15-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-16-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-17-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-18-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-19-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-20-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-21-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-22-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-23-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-24-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-25-00000.npy
+    # ~> REDPAJAMA ARXIV (27.97 GT)
+    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-00-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-01-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-02-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-03-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-04-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-05-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-06-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-07-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-08-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-09-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-10-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-11-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-12-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-13-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-14-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-15-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-16-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-17-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-18-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-19-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-20-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-21-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-22-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-23-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-24-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-25-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-26-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-27-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-28-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-29-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-30-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-31-00000.npy
+    # ~> PROOFPILE2 ALGEBRAIC STACK (12.623 GT)
+    - weka://oe-training-default/ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/gpt-neox-olmo-dolma-v1_5/part-00-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/gpt-neox-olmo-dolma-v1_5/part-01-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/gpt-neox-olmo-dolma-v1_5/part-02-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/gpt-neox-olmo-dolma-v1_5/part-03-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/gpt-neox-olmo-dolma-v1_5/part-04-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/gpt-neox-olmo-dolma-v1_5/part-05-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/gpt-neox-olmo-dolma-v1_5/part-06-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/gpt-neox-olmo-dolma-v1_5/part-07-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/gpt-neox-olmo-dolma-v1_5/part-08-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/gpt-neox-olmo-dolma-v1_5/part-09-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/gpt-neox-olmo-dolma-v1_5/part-10-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/gpt-neox-olmo-dolma-v1_5/part-11-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/gpt-neox-olmo-dolma-v1_5/part-12-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/gpt-neox-olmo-dolma-v1_5/part-13-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/gpt-neox-olmo-dolma-v1_5/part-14-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/gpt-neox-olmo-dolma-v1_5/part-15-00000.npy
+    # ~> PROOFPILE2 OPENWEBMATH (12.734 GT)
+    - weka://oe-training-default/ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/open-web-math/train/gpt-neox-olmo-dolma-v1_5/part-00-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/open-web-math/train/gpt-neox-olmo-dolma-v1_5/part-01-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/open-web-math/train/gpt-neox-olmo-dolma-v1_5/part-02-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/open-web-math/train/gpt-neox-olmo-dolma-v1_5/part-03-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/open-web-math/train/gpt-neox-olmo-dolma-v1_5/part-04-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/open-web-math/train/gpt-neox-olmo-dolma-v1_5/part-05-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/open-web-math/train/gpt-neox-olmo-dolma-v1_5/part-06-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/open-web-math/train/gpt-neox-olmo-dolma-v1_5/part-07-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/open-web-math/train/gpt-neox-olmo-dolma-v1_5/part-08-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/open-web-math/train/gpt-neox-olmo-dolma-v1_5/part-09-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/open-web-math/train/gpt-neox-olmo-dolma-v1_5/part-10-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/open-web-math/train/gpt-neox-olmo-dolma-v1_5/part-11-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/open-web-math/train/gpt-neox-olmo-dolma-v1_5/part-12-00000.npy
+    # ~> TULU FLAN V1 (16.5 G v2-decontaminated-60M-shots_all-upweight_1-dialog_true-sep_newline)
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-00-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-01-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-02-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-03-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-04-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-05-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-06-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-07-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-08-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-09-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-10-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-11-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-12-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-13-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-14-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-15-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-16-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-17-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-18-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-19-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-20-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-21-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-22-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-23-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-24-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-25-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-26-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-27-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-28-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-29-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-30-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-31-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-32-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-33-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-34-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-35-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-36-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-37-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-38-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-39-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-40-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-41-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-42-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-43-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-44-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-45-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-46-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-47-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-48-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-49-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-50-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-51-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-52-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-53-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-54-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-55-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-56-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-57-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-58-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-59-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-60-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-61-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-62-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-63-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-64-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-65-00000.npy
+    # ~> CC NEWS (14.3 GT)
+    - weka://oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-0-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-0-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-0-00002.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-0-00003.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-1-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-1-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-1-00002.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-1-00003.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-2-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-2-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-2-00002.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-2-00003.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-3-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-3-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-3-00002.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-3-00003.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-4-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-4-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-4-00002.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-4-00003.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-5-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-5-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-6-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-6-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-6-00002.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-6-00003.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-7-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-7-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-7-00002.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-7-00003.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-8-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-8-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-8-00002.npy
+    ####################################
+    ######### CODE #########
+    # ~> STARCODER (263.775 GT)
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-00-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-00-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-01-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-02-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-03-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-03-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-04-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-04-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-05-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-05-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-06-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-06-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-07-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-07-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-08-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-08-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-09-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-09-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-10-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-10-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-11-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-11-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-12-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-12-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-13-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-13-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-14-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-14-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-15-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-15-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-16-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-16-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-17-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-17-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-18-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-18-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-19-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-19-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-20-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-20-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-21-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-21-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-22-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-22-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-23-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-23-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-24-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-24-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-25-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-25-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-26-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-26-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-27-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-27-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-28-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-29-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-30-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-30-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-31-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-31-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-32-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-32-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-33-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-33-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-34-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-34-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-35-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-35-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-36-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-36-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-37-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-37-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-38-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-38-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-39-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-39-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-40-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-40-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-41-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-41-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-42-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-42-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-43-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-43-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-44-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-44-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-45-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-46-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-46-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-47-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-47-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-48-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-48-00001.npy
+    ####################################
+    ######### WEB HIGH QUALITY #########
+    # ~> C4 (138.4 GT)
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-000-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-001-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-002-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-003-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-004-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-005-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-006-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-007-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-008-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-009-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-010-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-011-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-012-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-013-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-014-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-015-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-016-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-017-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-018-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-019-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-020-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-021-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-022-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-023-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-024-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-025-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-026-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-027-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-028-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-029-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-030-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-031-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-032-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-033-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-034-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-035-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-036-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-037-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-038-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-039-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-040-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-041-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-042-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-043-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-044-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-045-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-046-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-047-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-048-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-049-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-050-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-051-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-052-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-053-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-054-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-055-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-056-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-057-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-058-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-059-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-060-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-061-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-062-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-063-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-064-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-065-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-066-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-067-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-068-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-069-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-070-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-071-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-072-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-073-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-074-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-075-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-076-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-077-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-078-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-079-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-080-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-081-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-082-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-083-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-084-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-085-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-086-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-087-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-088-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-089-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-090-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-091-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-092-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-093-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-094-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-095-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-096-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-097-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-098-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-099-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-100-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-101-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-102-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-103-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-104-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-105-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-106-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-107-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-108-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-109-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-110-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-111-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-112-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-113-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-114-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-115-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-116-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-117-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-118-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-119-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-120-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-121-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-122-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-123-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-124-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-125-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-126-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-127-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-128-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-129-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-130-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-131-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-132-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-133-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-134-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-135-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-136-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-137-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-138-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-139-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-140-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-141-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-142-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-143-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-144-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-145-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-146-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-147-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-148-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-149-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-150-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-151-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-152-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-153-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-154-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-155-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-156-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-157-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-158-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-159-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-160-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-161-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-162-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-163-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-164-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-165-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-166-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-167-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-168-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-169-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-170-00000.npy
+    # ~> REDDIT (79.9 GT)
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-00-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-01-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-02-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-03-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-04-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-05-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-06-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-07-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-08-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-09-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-10-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-11-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-12-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-13-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-14-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-15-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-16-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-17-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-18-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-19-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-20-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-21-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-22-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-23-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-24-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-25-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-26-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-27-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-28-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-29-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-30-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-31-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-32-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-33-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-34-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-35-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-36-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-37-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-38-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-39-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-40-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-41-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-42-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-43-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-44-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-45-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-46-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-47-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-48-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-49-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-50-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-51-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-52-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-53-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-54-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-55-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-56-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-57-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-58-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-59-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-60-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-61-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-62-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-63-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-64-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-65-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-66-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-67-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-68-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-69-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-70-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-71-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-72-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-73-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-74-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-75-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-76-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-77-00000.npy
+    # ~> FALCON (547.341 GT)
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-000-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-001-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-002-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-003-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-004-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-005-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-006-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-007-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-008-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-009-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-010-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-011-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-012-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-013-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-014-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-015-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-016-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-017-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-018-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-019-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-020-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-021-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-022-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-023-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-024-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-025-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-026-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-027-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-028-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-029-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-030-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-031-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-032-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-033-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-034-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-035-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-036-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-037-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-038-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-039-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-040-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-041-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-042-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-043-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-044-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-045-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-046-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-047-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-048-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-049-00000.npy
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+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-151-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-152-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-153-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-154-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-155-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-156-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-157-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-158-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-159-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-160-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-161-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-162-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-163-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-164-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-165-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-166-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-167-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-168-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-169-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-170-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-171-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-172-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-173-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-174-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-175-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-176-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-177-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-178-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-179-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-180-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-181-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-182-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-183-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-184-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-185-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-186-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-187-00000.npy
+    ####################################
+    ######### WEB REST #########
+    # ~> DOLMA CC HEAD 50% (178.4 GT)
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-000-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-001-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-002-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-003-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-004-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-005-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-006-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-006-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-007-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-008-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-009-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-010-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-011-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-012-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-013-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-014-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-015-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-016-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-017-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-018-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-019-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-020-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-021-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-022-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-023-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-024-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-025-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-026-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-027-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-028-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-029-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-030-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-031-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-032-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-033-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-034-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-035-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-036-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-037-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-038-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-039-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-040-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-041-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-042-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-043-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-044-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-045-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-046-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-047-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-048-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-049-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-050-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-051-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-052-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-053-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-054-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-055-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-056-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-057-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-058-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-059-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-060-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-061-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-062-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-063-00000.npy
+    # ~> DOLMA CC MIDDLE 33% (242.05 GT)
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-000-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-001-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-002-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-003-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-004-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-005-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-006-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-007-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-008-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-009-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-010-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-011-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-012-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-013-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-014-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-015-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-016-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-017-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-018-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-019-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-020-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-021-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-022-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-023-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-024-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-025-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-026-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-027-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-028-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-029-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-030-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-031-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-032-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-033-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-034-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-035-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-036-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-037-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-038-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-039-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-040-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-041-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-042-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-043-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-044-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-045-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-046-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-047-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-048-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-049-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-050-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-051-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-052-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-053-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-054-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-055-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-056-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-057-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-058-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-059-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-060-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-061-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-062-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-063-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-064-00000.npy
+    # ~> DOLMA CC TAIL 33% (191.4 GT)
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-000-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-001-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-002-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-003-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-004-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-005-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-006-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-007-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-008-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-009-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-010-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-011-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-012-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-013-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-014-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-015-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-016-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-017-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-018-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-019-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-020-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-021-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-022-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-023-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-024-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-025-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-026-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-027-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-028-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-029-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-030-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-031-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-032-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-033-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-034-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-035-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-036-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-037-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-038-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-039-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-040-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-041-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-042-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-043-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-044-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-045-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-046-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-047-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-048-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-049-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-050-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-051-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-052-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-053-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-054-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-055-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-056-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-057-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-058-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-059-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-060-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-061-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-062-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-063-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-064-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-065-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-066-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-067-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-068-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-069-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-070-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-071-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-072-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-073-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-074-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-075-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-076-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-077-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-078-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-079-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-080-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-081-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-082-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-083-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-084-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-085-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-086-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-087-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-088-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-089-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-090-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-091-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-092-00000.npy
\ No newline at end of file

From f89437dab0e50d9c15bdbc67612e6a393365b6da Mon Sep 17 00:00:00 2001
From: Akshita Bhagia <akshita23bhagia@gmail.com>
Date: Wed, 12 Jun 2024 13:16:35 -0700
Subject: [PATCH 18/49] 1b with weka and shard_grad_op

---
 scripts/beaker/llamaish1-normal-launch.sh |  2 +-
 scripts/beaker/llamaish1-normal.sh        | 10 +++++-----
 2 files changed, 6 insertions(+), 6 deletions(-)

diff --git a/scripts/beaker/llamaish1-normal-launch.sh b/scripts/beaker/llamaish1-normal-launch.sh
index 86c33dd53..734ae667a 100755
--- a/scripts/beaker/llamaish1-normal-launch.sh
+++ b/scripts/beaker/llamaish1-normal-launch.sh
@@ -7,7 +7,7 @@ NUM_NODES=8
 gantry run \
   --workspace ai2/OLMo-training \
   --task-name llamaish1-normal \
-  --description "OLMo small - 1B - Llamaish Normal New" \
+  --description "OLMo small - 1B - Llamaish Normal Weka" \
   --priority urgent \
   --preemptible \
   --beaker-image petew/olmo-torch23-gantry \
diff --git a/scripts/beaker/llamaish1-normal.sh b/scripts/beaker/llamaish1-normal.sh
index a631eeefb..efaa93125 100755
--- a/scripts/beaker/llamaish1-normal.sh
+++ b/scripts/beaker/llamaish1-normal.sh
@@ -18,7 +18,7 @@ curl "https://storage.googleapis.com/dirkgr-public/huggingface_cache_v3.tar.gz"
 popd
 export HF_DATASETS_OFFLINE=1
 
-export EXPERIMENT=llamaish1-normal-new
+export EXPERIMENT=llamaish1-normal-shard
 
 torchrun \
   --nnodes ${NUM_NODES}:${NUM_NODES} \
@@ -35,8 +35,8 @@ torchrun \
     --wandb.group=$EXPERIMENT \
     --model.flash_attention=true \
     --fsdp.wrapping_strategy=by_block_and_size \
-    --fsdp.sharding_strategy=NO_SHARD \
-    --gen1_gc_interval=null \
+    --fsdp.sharding_strategy=SHARD_GRAD_OP \
+    --gen1_gc_interval=1 \
     --save_folder=runs/ \
     --activation_checkpointing=fine_grained \
     --fused_loss=false \
@@ -54,5 +54,5 @@ torchrun \
     --scheduler.warmup_min_lr=0 \
     --scheduler.grad_clip_warmup_steps=null \
     --scheduler.units=steps \
-    --scheduler.t_warmup=2000 \
-    '--load_path=${path.last_checkpoint:s3://ai2-llm/checkpoints/OLMo-small/llamaish1-normal-new/}'
+    --scheduler.t_warmup=2000
+    #'--load_path=${path.last_checkpoint:s3://ai2-llm/checkpoints/OLMo-small/llamaish1-normal-shard/}'

From 8083742afe26f18757d35cf036790ba766903d4c Mon Sep 17 00:00:00 2001
From: Akshita Bhagia <akshita23bhagia@gmail.com>
Date: Wed, 12 Jun 2024 13:35:25 -0700
Subject: [PATCH 19/49] oops, actually use weka with 1b

---
 scripts/beaker/llamaish1-normal.sh | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/scripts/beaker/llamaish1-normal.sh b/scripts/beaker/llamaish1-normal.sh
index efaa93125..97ff801d0 100755
--- a/scripts/beaker/llamaish1-normal.sh
+++ b/scripts/beaker/llamaish1-normal.sh
@@ -29,7 +29,7 @@ torchrun \
   --node_rank=$BEAKER_REPLICA_RANK \
   --rdzv_conf="read_timeout=420" \
   scripts/train.py \
-  configs/llamaish1-s3.yaml \
+  configs/llamaish1-weka.yaml \
     --run_name=$EXPERIMENT \
     --wandb.name=$EXPERIMENT \
     --wandb.group=$EXPERIMENT \

From 1e7a243cd92663f951cb4ab577be6f2bd1b9216d Mon Sep 17 00:00:00 2001
From: Akshita Bhagia <akshita23bhagia@gmail.com>
Date: Wed, 12 Jun 2024 13:38:28 -0700
Subject: [PATCH 20/49] 7b with weka and more nodes

---
 scripts/beaker/llamaish7-normal-launch.sh | 4 ++--
 scripts/beaker/llamaish7-normal.sh        | 2 +-
 2 files changed, 3 insertions(+), 3 deletions(-)

diff --git a/scripts/beaker/llamaish7-normal-launch.sh b/scripts/beaker/llamaish7-normal-launch.sh
index cf274038c..217f0b9a9 100755
--- a/scripts/beaker/llamaish7-normal-launch.sh
+++ b/scripts/beaker/llamaish7-normal-launch.sh
@@ -2,7 +2,7 @@
 
 set -ex
 
-NUM_NODES=32
+NUM_NODES=64
 
 gantry run \
   --workspace ai2/OLMo-training \
@@ -19,7 +19,7 @@ gantry run \
   --budget ai2/oe-training \
   --no-nfs \
   --propagate-failure \
-  --synchronized-start-timeout 15m \
+  --synchronized-start-timeout 60m \
   --env LOG_FILTER_TYPE=local_rank0_only \
   --env OMP_NUM_THREADS=8 \
   --env OLMO_TASK=model \
diff --git a/scripts/beaker/llamaish7-normal.sh b/scripts/beaker/llamaish7-normal.sh
index 0c0520ab8..92b1b490c 100755
--- a/scripts/beaker/llamaish7-normal.sh
+++ b/scripts/beaker/llamaish7-normal.sh
@@ -29,7 +29,7 @@ torchrun \
   --node_rank=$BEAKER_REPLICA_RANK \
   --rdzv_conf="read_timeout=420" \
   scripts/train.py \
-  configs/llamaish7-s3.yaml \
+  configs/llamaish7-weka.yaml \
     --run_name=$EXPERIMENT \
     --wandb.name=$EXPERIMENT \
     --wandb.group=$EXPERIMENT \

From 57cc3787916a6849421cf425feb9f5e7cbe53911 Mon Sep 17 00:00:00 2001
From: Akshita Bhagia <akshita23bhagia@gmail.com>
Date: Wed, 12 Jun 2024 14:07:50 -0700
Subject: [PATCH 21/49] weka credentials

---
 scripts/beaker/llamaish1-normal-launch.sh | 9 +++++++--
 scripts/beaker/llamaish1-normal.sh        | 6 ++++++
 2 files changed, 13 insertions(+), 2 deletions(-)

diff --git a/scripts/beaker/llamaish1-normal-launch.sh b/scripts/beaker/llamaish1-normal-launch.sh
index 734ae667a..bb9f0dc24 100755
--- a/scripts/beaker/llamaish1-normal-launch.sh
+++ b/scripts/beaker/llamaish1-normal-launch.sh
@@ -24,8 +24,13 @@ gantry run \
   --env OMP_NUM_THREADS=8 \
   --env OLMO_TASK=model \
   --env-secret WANDB_API_KEY=AKSHITAB_WANDB_API_KEY \
-  --env-secret AWS_ACCESS_KEY_ID=AKSHITAB_AWS_ACCESS_KEY_ID \
-  --env-secret AWS_SECRET_ACCESS_KEY=AKSHITAB_AWS_SECRET_ACCESS_KEY \
+  --env R2_PROFILE=R2 \
+  --env S3_PROFILE=S3 \
+  --env WEKA_PROFILE=WEKA \
+  --env-secret AWS_CONFIG=PETEW_AWS_CONFIG \
+  --env-secret AWS_CREDENTIALS=PETEW_AWS_CREDENTIALS \
+  --env-secret R2_ENDPOINT_URL=R2_ENDPOINT_URL \
+  --env-secret WEKA_ENDPOINT_URL=WEKA_ENDPOINT_URL \
   --shared-memory 10GiB \
   --venv base \
   --yes \
diff --git a/scripts/beaker/llamaish1-normal.sh b/scripts/beaker/llamaish1-normal.sh
index 97ff801d0..f75427001 100755
--- a/scripts/beaker/llamaish1-normal.sh
+++ b/scripts/beaker/llamaish1-normal.sh
@@ -18,6 +18,12 @@ curl "https://storage.googleapis.com/dirkgr-public/huggingface_cache_v3.tar.gz"
 popd
 export HF_DATASETS_OFFLINE=1
 
+# Move AWS credentials from env to relevant files
+mkdir -p ~/.aws
+printenv AWS_CONFIG > ~/.aws/config
+printenv AWS_CREDENTIALS > ~/.aws/credentials
+
+
 export EXPERIMENT=llamaish1-normal-shard
 
 torchrun \

From fe716ecc76398fa54b2e4ce5afa1b5953e07ffdc Mon Sep 17 00:00:00 2001
From: Akshita Bhagia <akshita23bhagia@gmail.com>
Date: Wed, 12 Jun 2024 14:13:23 -0700
Subject: [PATCH 22/49] use my creds for s3

---
 scripts/beaker/llamaish1-normal-launch.sh | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/scripts/beaker/llamaish1-normal-launch.sh b/scripts/beaker/llamaish1-normal-launch.sh
index bb9f0dc24..04e5822ef 100755
--- a/scripts/beaker/llamaish1-normal-launch.sh
+++ b/scripts/beaker/llamaish1-normal-launch.sh
@@ -24,6 +24,8 @@ gantry run \
   --env OMP_NUM_THREADS=8 \
   --env OLMO_TASK=model \
   --env-secret WANDB_API_KEY=AKSHITAB_WANDB_API_KEY \
+  --env-secret AWS_ACCESS_KEY_ID=AKSHITAB_AWS_ACCESS_KEY_ID \
+  --env-secret AWS_SECRET_ACCESS_KEY=AKSHITAB_AWS_SECRET_ACCESS_KEY \
   --env R2_PROFILE=R2 \
   --env S3_PROFILE=S3 \
   --env WEKA_PROFILE=WEKA \

From 910d25be3484158862cdbf0c6787b03956d7a6e9 Mon Sep 17 00:00:00 2001
From: Akshita Bhagia <akshita23bhagia@gmail.com>
Date: Wed, 12 Jun 2024 14:46:16 -0700
Subject: [PATCH 23/49] weka creds for 7b

---
 scripts/beaker/llamaish7-normal-launch.sh | 7 +++++++
 scripts/beaker/llamaish7-normal.sh        | 9 +++++++--
 2 files changed, 14 insertions(+), 2 deletions(-)

diff --git a/scripts/beaker/llamaish7-normal-launch.sh b/scripts/beaker/llamaish7-normal-launch.sh
index 217f0b9a9..d36d72be8 100755
--- a/scripts/beaker/llamaish7-normal-launch.sh
+++ b/scripts/beaker/llamaish7-normal-launch.sh
@@ -26,6 +26,13 @@ gantry run \
   --env-secret WANDB_API_KEY=AKSHITAB_WANDB_API_KEY \
   --env-secret AWS_ACCESS_KEY_ID=AKSHITAB_AWS_ACCESS_KEY_ID \
   --env-secret AWS_SECRET_ACCESS_KEY=AKSHITAB_AWS_SECRET_ACCESS_KEY \
+  --env R2_PROFILE=R2 \
+  --env S3_PROFILE=S3 \
+  --env WEKA_PROFILE=WEKA \
+  --env-secret AWS_CONFIG=PETEW_AWS_CONFIG \
+  --env-secret AWS_CREDENTIALS=PETEW_AWS_CREDENTIALS \
+  --env-secret R2_ENDPOINT_URL=R2_ENDPOINT_URL \
+  --env-secret WEKA_ENDPOINT_URL=WEKA_ENDPOINT_URL \
   --shared-memory 10GiB \
   --venv base \
   --yes \
diff --git a/scripts/beaker/llamaish7-normal.sh b/scripts/beaker/llamaish7-normal.sh
index 92b1b490c..89727c3df 100755
--- a/scripts/beaker/llamaish7-normal.sh
+++ b/scripts/beaker/llamaish7-normal.sh
@@ -18,6 +18,11 @@ curl "https://storage.googleapis.com/dirkgr-public/huggingface_cache_v3.tar.gz"
 popd
 export HF_DATASETS_OFFLINE=1
 
+# Move AWS credentials from env to relevant files
+mkdir -p ~/.aws
+printenv AWS_CONFIG > ~/.aws/config
+printenv AWS_CREDENTIALS > ~/.aws/credentials
+
 export EXPERIMENT=llamaish7-normal
 
 torchrun \
@@ -54,5 +59,5 @@ torchrun \
     --scheduler.grad_clip_warmup_steps=null \
     --scheduler.units=steps \
     --scheduler.t_warmup=2000 \
-    --data.num_workers=64
-    #'--load_path=${path.last_checkpoint:s3://ai2-llm/checkpoints/OLMo-medium/llamaish7-normal/}'
+    --data.num_workers=64 \
+    '--load_path=${path.last_checkpoint:s3://ai2-llm/checkpoints/OLMo-medium/llamaish7-normal/}'

From 8d273e25a3978787adc0a038c7f04b16cae32d7e Mon Sep 17 00:00:00 2001
From: Akshita Bhagia <akshita23bhagia@gmail.com>
Date: Wed, 12 Jun 2024 15:51:05 -0700
Subject: [PATCH 24/49] reduce num workers

---
 scripts/beaker/llamaish7-normal.sh | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/scripts/beaker/llamaish7-normal.sh b/scripts/beaker/llamaish7-normal.sh
index 89727c3df..8ab25cfb4 100755
--- a/scripts/beaker/llamaish7-normal.sh
+++ b/scripts/beaker/llamaish7-normal.sh
@@ -59,5 +59,5 @@ torchrun \
     --scheduler.grad_clip_warmup_steps=null \
     --scheduler.units=steps \
     --scheduler.t_warmup=2000 \
-    --data.num_workers=64 \
+    --data.num_workers=32 \
     '--load_path=${path.last_checkpoint:s3://ai2-llm/checkpoints/OLMo-medium/llamaish7-normal/}'

From ad14ba8a001cf18771eef1a290b4f562adb8d412 Mon Sep 17 00:00:00 2001
From: Akshita Bhagia <akshita23bhagia@gmail.com>
Date: Wed, 12 Jun 2024 15:55:52 -0700
Subject: [PATCH 25/49] fewer nodes again

---
 scripts/beaker/llamaish7-normal-launch.sh | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/scripts/beaker/llamaish7-normal-launch.sh b/scripts/beaker/llamaish7-normal-launch.sh
index d36d72be8..c8646527c 100755
--- a/scripts/beaker/llamaish7-normal-launch.sh
+++ b/scripts/beaker/llamaish7-normal-launch.sh
@@ -2,7 +2,7 @@
 
 set -ex
 
-NUM_NODES=64
+NUM_NODES=32
 
 gantry run \
   --workspace ai2/OLMo-training \

From c78454810eea3328f548403f2350f34ee44bcdb9 Mon Sep 17 00:00:00 2001
From: Akshita Bhagia <akshita23bhagia@gmail.com>
Date: Wed, 12 Jun 2024 16:00:12 -0700
Subject: [PATCH 26/49] go back to s3 with more nodes

---
 scripts/beaker/llamaish7-normal-launch.sh | 2 +-
 scripts/beaker/llamaish7-normal.sh        | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/scripts/beaker/llamaish7-normal-launch.sh b/scripts/beaker/llamaish7-normal-launch.sh
index c8646527c..d36d72be8 100755
--- a/scripts/beaker/llamaish7-normal-launch.sh
+++ b/scripts/beaker/llamaish7-normal-launch.sh
@@ -2,7 +2,7 @@
 
 set -ex
 
-NUM_NODES=32
+NUM_NODES=64
 
 gantry run \
   --workspace ai2/OLMo-training \
diff --git a/scripts/beaker/llamaish7-normal.sh b/scripts/beaker/llamaish7-normal.sh
index 8ab25cfb4..e2af80daf 100755
--- a/scripts/beaker/llamaish7-normal.sh
+++ b/scripts/beaker/llamaish7-normal.sh
@@ -34,7 +34,7 @@ torchrun \
   --node_rank=$BEAKER_REPLICA_RANK \
   --rdzv_conf="read_timeout=420" \
   scripts/train.py \
-  configs/llamaish7-weka.yaml \
+  configs/llamaish7-s3.yaml \
     --run_name=$EXPERIMENT \
     --wandb.name=$EXPERIMENT \
     --wandb.group=$EXPERIMENT \

From fa8ffa0d5e8281da3aeb9db15ae8fd6e8268a2d2 Mon Sep 17 00:00:00 2001
From: Akshita Bhagia <akshita23bhagia@gmail.com>
Date: Wed, 12 Jun 2024 16:10:25 -0700
Subject: [PATCH 27/49] more workers

---
 scripts/beaker/llamaish7-normal.sh | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/scripts/beaker/llamaish7-normal.sh b/scripts/beaker/llamaish7-normal.sh
index e2af80daf..bc1d71f58 100755
--- a/scripts/beaker/llamaish7-normal.sh
+++ b/scripts/beaker/llamaish7-normal.sh
@@ -59,5 +59,5 @@ torchrun \
     --scheduler.grad_clip_warmup_steps=null \
     --scheduler.units=steps \
     --scheduler.t_warmup=2000 \
-    --data.num_workers=32 \
+    --data.num_workers=64 \
     '--load_path=${path.last_checkpoint:s3://ai2-llm/checkpoints/OLMo-medium/llamaish7-normal/}'

From 1bbc892a41b244d34cb4a777c45440bdabaaa020 Mon Sep 17 00:00:00 2001
From: Akshita Bhagia <akshita23bhagia@gmail.com>
Date: Wed, 12 Jun 2024 16:41:45 -0700
Subject: [PATCH 28/49] back to 256

---
 scripts/beaker/llamaish7-normal-launch.sh | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/scripts/beaker/llamaish7-normal-launch.sh b/scripts/beaker/llamaish7-normal-launch.sh
index d36d72be8..c8646527c 100755
--- a/scripts/beaker/llamaish7-normal-launch.sh
+++ b/scripts/beaker/llamaish7-normal-launch.sh
@@ -2,7 +2,7 @@
 
 set -ex
 
-NUM_NODES=64
+NUM_NODES=32
 
 gantry run \
   --workspace ai2/OLMo-training \

From a7cbcd65d961f8f8661d4cf63886ca56ba52e323 Mon Sep 17 00:00:00 2001
From: Akshita Bhagia <akshita23bhagia@gmail.com>
Date: Wed, 12 Jun 2024 18:48:27 -0700
Subject: [PATCH 29/49] more nodes

---
 scripts/beaker/llamaish7-normal-launch.sh | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/scripts/beaker/llamaish7-normal-launch.sh b/scripts/beaker/llamaish7-normal-launch.sh
index c8646527c..d36d72be8 100755
--- a/scripts/beaker/llamaish7-normal-launch.sh
+++ b/scripts/beaker/llamaish7-normal-launch.sh
@@ -2,7 +2,7 @@
 
 set -ex
 
-NUM_NODES=32
+NUM_NODES=64
 
 gantry run \
   --workspace ai2/OLMo-training \

From db1151e4ed642456a4b8d7206ca3b890cd1e5292 Mon Sep 17 00:00:00 2001
From: Akshita Bhagia <akshita23bhagia@gmail.com>
Date: Wed, 12 Jun 2024 19:12:05 -0700
Subject: [PATCH 30/49] nope; 256 it is

---
 scripts/beaker/llamaish7-normal-launch.sh | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/scripts/beaker/llamaish7-normal-launch.sh b/scripts/beaker/llamaish7-normal-launch.sh
index d36d72be8..c8646527c 100755
--- a/scripts/beaker/llamaish7-normal-launch.sh
+++ b/scripts/beaker/llamaish7-normal-launch.sh
@@ -2,7 +2,7 @@
 
 set -ex
 
-NUM_NODES=64
+NUM_NODES=32
 
 gantry run \
   --workspace ai2/OLMo-training \

From 700cea946ed2191fb120c5ec41f0a6113b8a94c1 Mon Sep 17 00:00:00 2001
From: Akshita Bhagia <akshita23bhagia@gmail.com>
Date: Thu, 13 Jun 2024 12:07:55 -0700
Subject: [PATCH 31/49] fix the lr schedule :(

---
 scripts/beaker/llamaish1-normal.sh | 8 ++++----
 scripts/beaker/llamaish7-normal.sh | 8 ++++----
 2 files changed, 8 insertions(+), 8 deletions(-)

diff --git a/scripts/beaker/llamaish1-normal.sh b/scripts/beaker/llamaish1-normal.sh
index f75427001..6fd60772d 100755
--- a/scripts/beaker/llamaish1-normal.sh
+++ b/scripts/beaker/llamaish1-normal.sh
@@ -24,7 +24,7 @@ printenv AWS_CONFIG > ~/.aws/config
 printenv AWS_CREDENTIALS > ~/.aws/credentials
 
 
-export EXPERIMENT=llamaish1-normal-shard
+export EXPERIMENT=llamaish1-normal-final
 
 torchrun \
   --nnodes ${NUM_NODES}:${NUM_NODES} \
@@ -59,6 +59,6 @@ torchrun \
     --save_num_checkpoints_to_keep=3 \
     --scheduler.warmup_min_lr=0 \
     --scheduler.grad_clip_warmup_steps=null \
-    --scheduler.units=steps \
-    --scheduler.t_warmup=2000
-    #'--load_path=${path.last_checkpoint:s3://ai2-llm/checkpoints/OLMo-small/llamaish1-normal-shard/}'
+    --scheduler.units=tokens \
+    --scheduler.t_warmup=10485760000 \
+    --load_path=s3://ai2-llm/checkpoints/OLMo-small/llamaish1-normal-shard/step2000
diff --git a/scripts/beaker/llamaish7-normal.sh b/scripts/beaker/llamaish7-normal.sh
index bc1d71f58..c86964ba2 100755
--- a/scripts/beaker/llamaish7-normal.sh
+++ b/scripts/beaker/llamaish7-normal.sh
@@ -23,7 +23,7 @@ mkdir -p ~/.aws
 printenv AWS_CONFIG > ~/.aws/config
 printenv AWS_CREDENTIALS > ~/.aws/credentials
 
-export EXPERIMENT=llamaish7-normal
+export EXPERIMENT=llamaish7-normal-final
 
 torchrun \
   --nnodes ${NUM_NODES}:${NUM_NODES} \
@@ -57,7 +57,7 @@ torchrun \
     --save_num_checkpoints_to_keep=3 \
     --scheduler.warmup_min_lr=0 \
     --scheduler.grad_clip_warmup_steps=null \
-    --scheduler.units=steps \
-    --scheduler.t_warmup=2000 \
+    --scheduler.units=tokens \
+    --scheduler.t_warmup=8388608000 \
     --data.num_workers=64 \
-    '--load_path=${path.last_checkpoint:s3://ai2-llm/checkpoints/OLMo-medium/llamaish7-normal/}'
+    --load_path=s3://ai2-llm/checkpoints/OLMo-medium/llamaish7-normal/step2000

From faf5fb561a7ca153267d35a49584926b841591bf Mon Sep 17 00:00:00 2001
From: Akshita Bhagia <akshita23bhagia@gmail.com>
Date: Thu, 13 Jun 2024 12:13:06 -0700
Subject: [PATCH 32/49] fix

---
 scripts/beaker/llamaish1-normal.sh | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/scripts/beaker/llamaish1-normal.sh b/scripts/beaker/llamaish1-normal.sh
index 6fd60772d..39c5e2486 100755
--- a/scripts/beaker/llamaish1-normal.sh
+++ b/scripts/beaker/llamaish1-normal.sh
@@ -60,5 +60,5 @@ torchrun \
     --scheduler.warmup_min_lr=0 \
     --scheduler.grad_clip_warmup_steps=null \
     --scheduler.units=tokens \
-    --scheduler.t_warmup=10485760000 \
+    --scheduler.t_warmup=4194304000 \
     --load_path=s3://ai2-llm/checkpoints/OLMo-small/llamaish1-normal-shard/step2000

From d4e37161910149e944caf4f57799cf87a2c4b45b Mon Sep 17 00:00:00 2001
From: Akshita Bhagia <akshita23bhagia@gmail.com>
Date: Thu, 13 Jun 2024 14:02:09 -0700
Subject: [PATCH 33/49] baseline explicit configs

---
 configs/llamaish1-normal-s3.yaml   | 1302 ++++++++++++++++++++++++++++
 configs/llamaish1-normal-weka.yaml | 1302 ++++++++++++++++++++++++++++
 configs/llamaish7-normal-s3.yaml   | 1300 +++++++++++++++++++++++++++
 configs/llamaish7-normal-weka.yaml | 1300 +++++++++++++++++++++++++++
 4 files changed, 5204 insertions(+)
 create mode 100644 configs/llamaish1-normal-s3.yaml
 create mode 100644 configs/llamaish1-normal-weka.yaml
 create mode 100644 configs/llamaish7-normal-s3.yaml
 create mode 100644 configs/llamaish7-normal-weka.yaml

diff --git a/configs/llamaish1-normal-s3.yaml b/configs/llamaish1-normal-s3.yaml
new file mode 100644
index 000000000..90079cb37
--- /dev/null
+++ b/configs/llamaish1-normal-s3.yaml
@@ -0,0 +1,1302 @@
+run_name: llamaish1-normal
+seed: 6198
+dry_run: false
+
+wandb:
+  name: ${run_name}
+  project: olmo-small
+  group: llamaish1
+
+model:
+  d_model: 2048
+  n_heads: 16
+  n_layers: 16
+  mlp_ratio: 8
+  # mlp_hidden_size: 22016
+  weight_tying: false
+  alibi: false
+  rope: true
+  flash_attention: true
+  attention_dropout: 0.0
+  attention_layer_norm: false
+  clip_qkv: null
+  include_bias: false
+  block_type: sequential
+  layer_norm_type: default
+  layer_norm_with_affine: false
+  bias_for_layer_norm: false
+  attention_layer_norm_with_affine: false
+  activation_type: swiglu
+  residual_dropout: 0.0
+  embedding_dropout: 0.0
+  max_sequence_length: 4096
+  vocab_size: 50280
+  embedding_size: 50304
+  eos_token_id: 0
+  pad_token_id: 1
+  init_device: meta
+  init_fn: normal
+  init_std: 0.02
+  init_cutoff_factor: 3
+
+compile: null
+fused_loss: false
+activation_checkpointing: fine_grained
+
+optimizer:
+  name: adamw
+  learning_rate: 4.0e-4
+  weight_decay: 0.1
+  decay_norm_and_bias: true
+  decay_embeddings: false
+  betas:
+  - 0.9
+  - 0.95
+  metrics_log_interval: 10
+
+scheduler:
+  name: cosine_with_warmup
+  units: tokens
+  t_warmup: 4194304000
+  t_max: 3e12
+  alpha_f: 0.1
+  grad_clip_warmup_steps: null
+  grad_clip_warmup_factor: 5
+  warmup_min_lr: 0
+
+tokenizer:
+  identifier: tokenizers/allenai_gpt-neox-olmo-dolma-v1_5.json
+  truncate_direction: right
+
+save_folder: runs/${run_name}
+remote_save_folder: s3://ai2-llm/checkpoints/OLMo-small/${run_name}
+save_overwrite: false
+
+save_interval: 1000
+save_interval_ephemeral: null
+save_num_checkpoints_to_keep: -1
+sharded_checkpointer: olmo_core
+
+save_interval_unsharded: null
+save_num_unsharded_checkpoints_to_keep: -1
+
+load_path: null
+
+max_duration: 2ep
+global_train_batch_size: 512
+device_train_microbatch_size: 4
+
+precision: amp_bf16
+
+fsdp:
+  wrapping_strategy: by_block_and_size
+  sharding_strategy: SHARD_GRAD_OP
+  precision: mixed
+
+gen1_gc_interval: 1
+
+max_grad_norm: 1.0
+max_grad_norm_ratio: null
+
+speed_monitor:
+  window_size: 1
+
+eval_interval: 1000
+eval_subset_num_batches: -1
+device_eval_batch_size: ${device_train_microbatch_size}
+evaluators:
+  - label: all-small-ppl-validation
+    data:
+      num_workers: 0
+      drop_last: true
+      datasets:
+        c4_en-validation:
+          - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/c4_en/val/part-0-00000.npy
+        dolma_books-validation:
+          - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_books/val/part-0-00000.npy
+        dolma_common-crawl-validation:
+          - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_common-crawl/val/part-0-00000.npy
+        dolma_pes2o-validation:
+          - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_pes2o/val/part-0-00000.npy
+        dolma_reddit-validation:
+          - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_reddit/val/part-0-00000.npy
+        dolma_stack-validation:
+          - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_stack/val/part-0-00000.npy
+        dolma_wiki-validation:
+          - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_wiki/val/part-0-00000.npy
+        ice-validation:
+          - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/ice/val/part-0-00000.npy
+        m2d2_s2orc-validation:
+          - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/m2d2_s2orc/val/part-0-00000.npy
+        pile-validation:
+        - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/pile/val/part-0-00000.npy
+        wikitext_103-validation:
+          - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/wikitext_103/val/part-0-00000.npy
+
+  ##########################
+  # Downstream evaluations #
+  ##########################
+  - label: piqa
+    type: downstream
+
+  - label: hellaswag
+    type: downstream
+
+  - label: winogrande
+    type: downstream
+
+  - label: openbook_qa
+    type: downstream
+
+  - label: boolq
+    type: downstream
+ 
+  - label: sciq
+    type: downstream
+
+  - label: arc_easy
+    type: downstream
+
+  - label: arc_challenge
+    type: downstream
+
+  - label: copa
+    type: downstream
+
+  #- label: rte
+  #  type: downstream
+
+  #- label: commitment_bank
+  #  type: downstream
+
+  #- label: sst2
+  #  type: downstream
+
+  - label: commonsense_qa
+    type: downstream
+
+  - label: social_iqa
+    type: downstream
+
+  # Doesn't work from cache.
+  # - label: basic_arithmetic
+  #   type: downstream
+
+  - label: mmlu_stem_var
+    type: downstream
+
+  - label: mmlu_humanities_var
+    type: downstream
+
+  - label: mmlu_social_sciences_var
+    type: downstream
+
+  - label: mmlu_other_var
+    type: downstream
+
+  - label: mmlu_stem_mc_5shot
+    type: downstream
+
+  - label: mmlu_humanities_mc_5shot
+    type: downstream
+
+  - label: mmlu_social_sciences_mc_5shot
+    type: downstream
+
+  - label: mmlu_other_mc_5shot
+    type: downstream
+
+  - label: mmlu_stem_mc_5shot_test
+    type: downstream
+
+  - label: mmlu_humanities_mc_5shot_test
+    type: downstream
+
+  - label: mmlu_social_sciences_mc_5shot_test
+    type: downstream
+
+  - label: mmlu_other_mc_5shot_test
+    type: downstream
+
+  # - label: basic_arithmetic
+  #   type: downstream
+
+  # - label: trivia_qa_wiki_ppl
+  #   type: downstream
+
+  # - label: natural_qs_open_ppl
+  #   type: downstream
+
+  # - label: arc_easy_ppl
+  #   type: downstream
+
+data:
+  pad_direction: right
+  num_workers: 32
+  drop_last: true
+  pin_memory: true
+  prefetch_factor: 8
+  persistent_workers: true
+  timeout: 0
+  instance_filter:
+    repetition_max_period: 13
+    repetition_min_period: 1
+    repetition_max_count: 32
+  paths:
+    ######### NON WEB DATA #########
+    # ~> GUTENBERG BOOKS (5.256 GT)
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/books/gpt-neox-olmo-dolma-v1_5/part-0-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/books/gpt-neox-olmo-dolma-v1_5/part-1-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/books/gpt-neox-olmo-dolma-v1_5/part-2-00000.npy
+    # ~> PES2O STEM PAPERS (57.21 GT)
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-00-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-01-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-02-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-03-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-04-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-05-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-06-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-07-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-08-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-09-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-10-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-11-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-12-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-13-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-14-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-15-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-16-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-17-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-18-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-19-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-20-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-21-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-22-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-23-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-24-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-25-00000.npy
+    # ~> WIKIPEDIA & WIKIBOOKS (3.689 GT), repeated twice to up-sample
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/wiki/gpt-neox-olmo-dolma-v1_5/part-0-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/wiki/gpt-neox-olmo-dolma-v1_5/part-1-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/wiki/gpt-neox-olmo-dolma-v1_5/part-0-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/wiki/gpt-neox-olmo-dolma-v1_5/part-1-00000.npy
+    # MEGAWIKA v1 (4.6 GT)
+    - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-00-00000.npy
+    - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-01-00000.npy
+    - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-01-00001.npy
+    - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-02-00000.npy
+    - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-02-00001.npy
+    - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-03-00000.npy
+    - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-03-00001.npy
+    - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-04-00000.npy
+    - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-04-00001.npy
+    - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-05-00000.npy
+    - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-05-00001.npy
+    - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-06-00000.npy
+    - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-06-00001.npy
+    - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-07-00000.npy
+    - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-07-00001.npy
+    - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-08-00000.npy
+    - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-08-00001.npy
+    - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-09-00000.npy
+    - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-09-00001.npy
+    - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-10-00000.npy
+    - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-10-00001.npy
+    - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-11-00000.npy
+    - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-11-00001.npy
+    - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-12-00000.npy
+    - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-12-00001.npy
+    - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-13-00000.npy
+    - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-13-00001.npy
+    - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-14-00000.npy
+    - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-14-00001.npy
+    - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-15-00000.npy
+    - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-16-00000.npy
+    - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-16-00001.npy
+    - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-17-00000.npy
+    - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-17-00001.npy
+    - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-18-00000.npy
+    - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-18-00001.npy
+    - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-19-00000.npy
+    - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-19-00001.npy
+    - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-20-00000.npy
+    - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-20-00001.npy
+    - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-21-00000.npy
+    - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-21-00001.npy
+    - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-22-00000.npy
+    - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-22-00001.npy
+    - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-23-00000.npy
+    - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-23-00001.npy
+    - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-23-00002.npy
+    - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-24-00000.npy
+    - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-24-00001.npy
+    - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-25-00000.npy
+    - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-25-00001.npy
+    - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-26-00000.npy
+    - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-26-00001.npy
+    - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-27-00000.npy
+    - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-27-00001.npy
+    - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-28-00000.npy
+    - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-29-00000.npy
+    - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-30-00000.npy
+    - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-30-00001.npy
+    - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-31-00000.npy
+    - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-31-00001.npy
+    # ~> REDPAJAMA STACK-EXCHANGE (19.63 GT)
+    - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-00-00000.npy
+    - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-01-00000.npy
+    - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-02-00000.npy
+    - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-03-00000.npy
+    - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-04-00000.npy
+    - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-05-00000.npy
+    - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-06-00000.npy
+    - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-07-00000.npy
+    - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-08-00000.npy
+    - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-09-00000.npy
+    - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-10-00000.npy
+    - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-11-00000.npy
+    - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-12-00000.npy
+    - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-13-00000.npy
+    - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-14-00000.npy
+    - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-15-00000.npy
+    - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-16-00000.npy
+    - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-17-00000.npy
+    - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-18-00000.npy
+    - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-19-00000.npy
+    - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-20-00000.npy
+    - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-21-00000.npy
+    - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-22-00000.npy
+    - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-23-00000.npy
+    - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-24-00000.npy
+    - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-25-00000.npy
+    # ~> REDPAJAMA ARXIV (27.97 GT)
+    - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-00-00000.npy
+    - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-01-00000.npy
+    - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-02-00000.npy
+    - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-03-00000.npy
+    - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-04-00000.npy
+    - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-05-00000.npy
+    - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-06-00000.npy
+    - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-07-00000.npy
+    - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-08-00000.npy
+    - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-09-00000.npy
+    - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-10-00000.npy
+    - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-11-00000.npy
+    - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-12-00000.npy
+    - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-13-00000.npy
+    - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-14-00000.npy
+    - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-15-00000.npy
+    - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-16-00000.npy
+    - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-17-00000.npy
+    - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-18-00000.npy
+    - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-19-00000.npy
+    - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-20-00000.npy
+    - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-21-00000.npy
+    - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-22-00000.npy
+    - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-23-00000.npy
+    - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-24-00000.npy
+    - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-25-00000.npy
+    - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-26-00000.npy
+    - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-27-00000.npy
+    - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-28-00000.npy
+    - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-29-00000.npy
+    - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-30-00000.npy
+    - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-31-00000.npy
+    # ~> PROOFPILE2 ALGEBRAIC STACK (12.623 GT)
+    - s3://ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/gpt-neox-olmo-dolma-v1_5/part-00-00000.npy
+    - s3://ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/gpt-neox-olmo-dolma-v1_5/part-01-00000.npy
+    - s3://ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/gpt-neox-olmo-dolma-v1_5/part-02-00000.npy
+    - s3://ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/gpt-neox-olmo-dolma-v1_5/part-03-00000.npy
+    - s3://ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/gpt-neox-olmo-dolma-v1_5/part-04-00000.npy
+    - s3://ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/gpt-neox-olmo-dolma-v1_5/part-05-00000.npy
+    - s3://ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/gpt-neox-olmo-dolma-v1_5/part-06-00000.npy
+    - s3://ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/gpt-neox-olmo-dolma-v1_5/part-07-00000.npy
+    - s3://ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/gpt-neox-olmo-dolma-v1_5/part-08-00000.npy
+    - s3://ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/gpt-neox-olmo-dolma-v1_5/part-09-00000.npy
+    - s3://ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/gpt-neox-olmo-dolma-v1_5/part-10-00000.npy
+    - s3://ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/gpt-neox-olmo-dolma-v1_5/part-11-00000.npy
+    - s3://ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/gpt-neox-olmo-dolma-v1_5/part-12-00000.npy
+    - s3://ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/gpt-neox-olmo-dolma-v1_5/part-13-00000.npy
+    - s3://ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/gpt-neox-olmo-dolma-v1_5/part-14-00000.npy
+    - s3://ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/gpt-neox-olmo-dolma-v1_5/part-15-00000.npy
+    # ~> PROOFPILE2 OPENWEBMATH (12.734 GT)
+    - s3://ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/open-web-math/train/gpt-neox-olmo-dolma-v1_5/part-00-00000.npy
+    - s3://ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/open-web-math/train/gpt-neox-olmo-dolma-v1_5/part-01-00000.npy
+    - s3://ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/open-web-math/train/gpt-neox-olmo-dolma-v1_5/part-02-00000.npy
+    - s3://ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/open-web-math/train/gpt-neox-olmo-dolma-v1_5/part-03-00000.npy
+    - s3://ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/open-web-math/train/gpt-neox-olmo-dolma-v1_5/part-04-00000.npy
+    - s3://ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/open-web-math/train/gpt-neox-olmo-dolma-v1_5/part-05-00000.npy
+    - s3://ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/open-web-math/train/gpt-neox-olmo-dolma-v1_5/part-06-00000.npy
+    - s3://ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/open-web-math/train/gpt-neox-olmo-dolma-v1_5/part-07-00000.npy
+    - s3://ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/open-web-math/train/gpt-neox-olmo-dolma-v1_5/part-08-00000.npy
+    - s3://ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/open-web-math/train/gpt-neox-olmo-dolma-v1_5/part-09-00000.npy
+    - s3://ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/open-web-math/train/gpt-neox-olmo-dolma-v1_5/part-10-00000.npy
+    - s3://ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/open-web-math/train/gpt-neox-olmo-dolma-v1_5/part-11-00000.npy
+    - s3://ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/open-web-math/train/gpt-neox-olmo-dolma-v1_5/part-12-00000.npy
+    # ~> TULU FLAN V1 (16.5 G v2-decontaminated-60M-shots_all-upweight_1-dialog_true-sep_newline)
+    - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-00-00000.npy
+    - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-01-00000.npy
+    - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-02-00000.npy
+    - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-03-00000.npy
+    - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-04-00000.npy
+    - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-05-00000.npy
+    - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-06-00000.npy
+    - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-07-00000.npy
+    - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-08-00000.npy
+    - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-09-00000.npy
+    - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-10-00000.npy
+    - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-11-00000.npy
+    - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-12-00000.npy
+    - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-13-00000.npy
+    - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-14-00000.npy
+    - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-15-00000.npy
+    - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-16-00000.npy
+    - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-17-00000.npy
+    - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-18-00000.npy
+    - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-19-00000.npy
+    - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-20-00000.npy
+    - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-21-00000.npy
+    - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-22-00000.npy
+    - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-23-00000.npy
+    - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-24-00000.npy
+    - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-25-00000.npy
+    - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-26-00000.npy
+    - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-27-00000.npy
+    - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-28-00000.npy
+    - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-29-00000.npy
+    - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-30-00000.npy
+    - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-31-00000.npy
+    - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-32-00000.npy
+    - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-33-00000.npy
+    - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-34-00000.npy
+    - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-35-00000.npy
+    - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-36-00000.npy
+    - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-37-00000.npy
+    - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-38-00000.npy
+    - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-39-00000.npy
+    - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-40-00000.npy
+    - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-41-00000.npy
+    - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-42-00000.npy
+    - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-43-00000.npy
+    - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-44-00000.npy
+    - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-45-00000.npy
+    - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-46-00000.npy
+    - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-47-00000.npy
+    - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-48-00000.npy
+    - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-49-00000.npy
+    - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-50-00000.npy
+    - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-51-00000.npy
+    - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-52-00000.npy
+    - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-53-00000.npy
+    - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-54-00000.npy
+    - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-55-00000.npy
+    - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-56-00000.npy
+    - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-57-00000.npy
+    - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-58-00000.npy
+    - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-59-00000.npy
+    - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-60-00000.npy
+    - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-61-00000.npy
+    - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-62-00000.npy
+    - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-63-00000.npy
+    - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-64-00000.npy
+    - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-65-00000.npy
+    # ~> CC NEWS (14.3 GT)
+    - s3://ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-0-00000.npy
+    - s3://ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-0-00001.npy
+    - s3://ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-0-00002.npy
+    - s3://ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-0-00003.npy
+    - s3://ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-1-00000.npy
+    - s3://ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-1-00001.npy
+    - s3://ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-1-00002.npy
+    - s3://ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-1-00003.npy
+    - s3://ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-2-00000.npy
+    - s3://ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-2-00001.npy
+    - s3://ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-2-00002.npy
+    - s3://ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-2-00003.npy
+    - s3://ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-3-00000.npy
+    - s3://ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-3-00001.npy
+    - s3://ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-3-00002.npy
+    - s3://ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-3-00003.npy
+    - s3://ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-4-00000.npy
+    - s3://ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-4-00001.npy
+    - s3://ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-4-00002.npy
+    - s3://ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-4-00003.npy
+    - s3://ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-5-00000.npy
+    - s3://ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-5-00001.npy
+    - s3://ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-6-00000.npy
+    - s3://ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-6-00001.npy
+    - s3://ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-6-00002.npy
+    - s3://ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-6-00003.npy
+    - s3://ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-7-00000.npy
+    - s3://ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-7-00001.npy
+    - s3://ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-7-00002.npy
+    - s3://ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-7-00003.npy
+    - s3://ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-8-00000.npy
+    - s3://ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-8-00001.npy
+    - s3://ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-8-00002.npy
+    ####################################
+    ######### CODE #########
+    # ~> STARCODER (263.775 GT)
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-00-00000.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-00-00001.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-01-00000.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-02-00000.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-03-00000.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-03-00001.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-04-00000.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-04-00001.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-05-00000.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-05-00001.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-06-00000.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-06-00001.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-07-00000.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-07-00001.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-08-00000.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-08-00001.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-09-00000.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-09-00001.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-10-00000.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-10-00001.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-11-00000.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-11-00001.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-12-00000.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-12-00001.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-13-00000.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-13-00001.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-14-00000.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-14-00001.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-15-00000.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-15-00001.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-16-00000.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-16-00001.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-17-00000.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-17-00001.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-18-00000.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-18-00001.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-19-00000.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-19-00001.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-20-00000.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-20-00001.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-21-00000.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-21-00001.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-22-00000.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-22-00001.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-23-00000.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-23-00001.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-24-00000.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-24-00001.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-25-00000.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-25-00001.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-26-00000.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-26-00001.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-27-00000.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-27-00001.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-28-00000.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-29-00000.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-30-00000.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-30-00001.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-31-00000.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-31-00001.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-32-00000.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-32-00001.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-33-00000.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-33-00001.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-34-00000.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-34-00001.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-35-00000.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-35-00001.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-36-00000.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-36-00001.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-37-00000.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-37-00001.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-38-00000.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-38-00001.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-39-00000.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-39-00001.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-40-00000.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-40-00001.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-41-00000.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-41-00001.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-42-00000.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-42-00001.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-43-00000.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-43-00001.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-44-00000.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-44-00001.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-45-00000.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-46-00000.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-46-00001.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-47-00000.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-47-00001.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-48-00000.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-48-00001.npy
+    ####################################
+    ######### WEB HIGH QUALITY #########
+    # ~> C4 (138.4 GT)
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-000-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-001-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-002-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-003-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-004-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-005-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-006-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-007-00000.npy
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+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-121-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-122-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-123-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-124-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-125-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-126-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-127-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-128-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-129-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-130-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-131-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-132-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-133-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-134-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-135-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-136-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-137-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-138-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-139-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-140-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-141-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-142-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-143-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-144-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-145-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-146-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-147-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-148-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-149-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-150-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-151-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-152-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-153-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-154-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-155-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-156-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-157-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-158-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-159-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-160-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-161-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-162-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-163-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-164-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-165-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-166-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-167-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-168-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-169-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-170-00000.npy
+    # ~> REDDIT (79.9 GT)
+    - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-00-00000.npy
+    - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-01-00000.npy
+    - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-02-00000.npy
+    - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-03-00000.npy
+    - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-04-00000.npy
+    - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-05-00000.npy
+    - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-06-00000.npy
+    - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-07-00000.npy
+    - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-08-00000.npy
+    - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-09-00000.npy
+    - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-10-00000.npy
+    - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-11-00000.npy
+    - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-12-00000.npy
+    - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-13-00000.npy
+    - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-14-00000.npy
+    - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-15-00000.npy
+    - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-16-00000.npy
+    - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-17-00000.npy
+    - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-18-00000.npy
+    - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-19-00000.npy
+    - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-20-00000.npy
+    - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-21-00000.npy
+    - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-22-00000.npy
+    - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-23-00000.npy
+    - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-24-00000.npy
+    - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-25-00000.npy
+    - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-26-00000.npy
+    - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-27-00000.npy
+    - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-28-00000.npy
+    - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-29-00000.npy
+    - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-30-00000.npy
+    - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-31-00000.npy
+    - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-32-00000.npy
+    - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-33-00000.npy
+    - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-34-00000.npy
+    - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-35-00000.npy
+    - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-36-00000.npy
+    - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-37-00000.npy
+    - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-38-00000.npy
+    - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-39-00000.npy
+    - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-40-00000.npy
+    - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-41-00000.npy
+    - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-42-00000.npy
+    - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-43-00000.npy
+    - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-44-00000.npy
+    - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-45-00000.npy
+    - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-46-00000.npy
+    - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-47-00000.npy
+    - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-48-00000.npy
+    - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-49-00000.npy
+    - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-50-00000.npy
+    - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-51-00000.npy
+    - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-52-00000.npy
+    - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-53-00000.npy
+    - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-54-00000.npy
+    - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-55-00000.npy
+    - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-56-00000.npy
+    - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-57-00000.npy
+    - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-58-00000.npy
+    - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-59-00000.npy
+    - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-60-00000.npy
+    - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-61-00000.npy
+    - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-62-00000.npy
+    - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-63-00000.npy
+    - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-64-00000.npy
+    - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-65-00000.npy
+    - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-66-00000.npy
+    - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-67-00000.npy
+    - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-68-00000.npy
+    - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-69-00000.npy
+    - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-70-00000.npy
+    - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-71-00000.npy
+    - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-72-00000.npy
+    - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-73-00000.npy
+    - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-74-00000.npy
+    - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-75-00000.npy
+    - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-76-00000.npy
+    - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-77-00000.npy
+    # ~> FALCON (547.341 GT)
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-000-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-001-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-002-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-003-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-004-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-005-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-006-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-007-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-008-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-009-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-010-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-011-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-012-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-013-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-014-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-015-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-016-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-017-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-018-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-019-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-020-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-021-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-022-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-023-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-024-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-025-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-026-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-027-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-028-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-029-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-030-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-031-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-032-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-033-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-034-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-035-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-036-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-037-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-038-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-039-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-040-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-041-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-042-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-043-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-044-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-045-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-046-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-047-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-048-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-049-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-050-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-051-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-052-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-053-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-054-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-055-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-056-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-057-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-058-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-059-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-060-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-061-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-062-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-063-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-064-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-065-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-066-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-067-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-068-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-069-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-070-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-071-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-072-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-073-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-074-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-075-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-076-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-077-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-078-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-079-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-080-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-081-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-082-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-083-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-084-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-085-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-086-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-087-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-088-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-089-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-090-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-091-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-092-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-093-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-094-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-095-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-096-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-097-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-098-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-099-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-100-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-101-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-102-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-103-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-104-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-105-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-106-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-107-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-108-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-109-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-110-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-111-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-112-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-113-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-114-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-115-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-116-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-117-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-118-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-119-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-120-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-121-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-122-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-123-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-124-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-125-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-126-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-127-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-128-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-129-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-130-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-131-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-132-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-133-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-134-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-135-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-136-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-137-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-138-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-139-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-140-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-141-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-142-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-143-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-144-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-145-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-146-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-147-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-148-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-149-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-150-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-151-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-152-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-153-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-154-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-155-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-156-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-157-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-158-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-159-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-160-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-161-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-162-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-163-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-164-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-165-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-166-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-167-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-168-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-169-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-170-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-171-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-172-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-173-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-174-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-175-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-176-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-177-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-178-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-179-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-180-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-181-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-182-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-183-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-184-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-185-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-186-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-187-00000.npy
+    ####################################
+    ######### WEB REST #########
+    # ~> DOLMA CC HEAD 50% (178.4 GT)
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-000-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-001-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-002-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-003-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-004-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-005-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-006-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-006-00001.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-007-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-008-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-009-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-010-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-011-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-012-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-013-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-014-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-015-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-016-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-017-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-018-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-019-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-020-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-021-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-022-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-023-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-024-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-025-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-026-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-027-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-028-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-029-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-030-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-031-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-032-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-033-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-034-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-035-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-036-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-037-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-038-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-039-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-040-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-041-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-042-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-043-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-044-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-045-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-046-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-047-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-048-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-049-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-050-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-051-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-052-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-053-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-054-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-055-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-056-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-057-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-058-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-059-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-060-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-061-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-062-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-063-00000.npy
+    # ~> DOLMA CC MIDDLE 33% (242.05 GT)
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-000-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-001-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-002-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-003-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-004-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-005-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-006-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-007-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-008-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-009-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-010-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-011-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-012-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-013-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-014-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-015-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-016-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-017-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-018-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-019-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-020-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-021-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-022-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-023-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-024-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-025-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-026-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-027-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-028-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-029-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-030-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-031-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-032-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-033-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-034-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-035-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-036-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-037-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-038-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-039-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-040-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-041-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-042-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-043-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-044-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-045-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-046-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-047-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-048-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-049-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-050-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-051-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-052-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-053-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-054-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-055-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-056-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-057-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-058-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-059-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-060-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-061-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-062-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-063-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-064-00000.npy
+    # ~> DOLMA CC TAIL 33% (191.4 GT)
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-000-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-001-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-002-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-003-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-004-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-005-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-006-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-007-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-008-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-009-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-010-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-011-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-012-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-013-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-014-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-015-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-016-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-017-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-018-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-019-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-020-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-021-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-022-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-023-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-024-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-025-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-026-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-027-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-028-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-029-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-030-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-031-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-032-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-033-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-034-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-035-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-036-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-037-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-038-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-039-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-040-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-041-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-042-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-043-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-044-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-045-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-046-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-047-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-048-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-049-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-050-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-051-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-052-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-053-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-054-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-055-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-056-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-057-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-058-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-059-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-060-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-061-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-062-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-063-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-064-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-065-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-066-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-067-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-068-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-069-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-070-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-071-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-072-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-073-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-074-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-075-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-076-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-077-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-078-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-079-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-080-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-081-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-082-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-083-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-084-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-085-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-086-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-087-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-088-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-089-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-090-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-091-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-092-00000.npy
diff --git a/configs/llamaish1-normal-weka.yaml b/configs/llamaish1-normal-weka.yaml
new file mode 100644
index 000000000..a7636afa2
--- /dev/null
+++ b/configs/llamaish1-normal-weka.yaml
@@ -0,0 +1,1302 @@
+run_name: llamaish1-normal
+seed: 6198
+dry_run: false
+
+wandb:
+  name: ${run_name}
+  project: olmo-small
+  group: llamaish1
+
+model:
+  d_model: 2048
+  n_heads: 16
+  n_layers: 16
+  mlp_ratio: 8
+  # mlp_hidden_size: 22016
+  weight_tying: false
+  alibi: false
+  rope: true
+  flash_attention: true
+  attention_dropout: 0.0
+  attention_layer_norm: false
+  clip_qkv: null
+  include_bias: false
+  block_type: sequential
+  layer_norm_type: default
+  layer_norm_with_affine: false
+  bias_for_layer_norm: false
+  attention_layer_norm_with_affine: false
+  activation_type: swiglu
+  residual_dropout: 0.0
+  embedding_dropout: 0.0
+  max_sequence_length: 4096
+  vocab_size: 50280
+  embedding_size: 50304
+  eos_token_id: 0
+  pad_token_id: 1
+  init_device: meta
+  init_fn: normal
+  init_std: 0.02
+  init_cutoff_factor: 3
+
+compile: null
+fused_loss: false
+activation_checkpointing: fine_grained
+
+optimizer:
+  name: adamw
+  learning_rate: 4.0e-4
+  weight_decay: 0.1
+  decay_norm_and_bias: true
+  decay_embeddings: false
+  betas:
+  - 0.9
+  - 0.95
+  metrics_log_interval: 10
+
+scheduler:
+  name: cosine_with_warmup
+  units: tokens
+  t_warmup: 4194304000
+  t_max: 3e12
+  alpha_f: 0.1
+  grad_clip_warmup_steps: null
+  grad_clip_warmup_factor: 5
+  warmup_min_lr: 0
+
+tokenizer:
+  identifier: tokenizers/allenai_gpt-neox-olmo-dolma-v1_5.json
+  truncate_direction: right
+
+save_folder: runs/${run_name}
+remote_save_folder: s3://ai2-llm/checkpoints/OLMo-small/${run_name}
+save_overwrite: false
+
+save_interval: 1000
+save_interval_ephemeral: null
+save_num_checkpoints_to_keep: -1
+sharded_checkpointer: olmo_core
+
+save_interval_unsharded: null
+save_num_unsharded_checkpoints_to_keep: -1
+
+load_path: null
+
+max_duration: 2ep
+global_train_batch_size: 512
+device_train_microbatch_size: 4
+
+precision: amp_bf16
+
+fsdp:
+  wrapping_strategy: by_block_and_size
+  sharding_strategy: SHARD_GRAD_OP
+  precision: mixed
+
+gen1_gc_interval: 1
+
+max_grad_norm: 1.0
+max_grad_norm_ratio: null
+
+speed_monitor:
+  window_size: 1
+
+eval_interval: 1000
+eval_subset_num_batches: -1
+device_eval_batch_size: ${device_train_microbatch_size}
+evaluators:
+  - label: all-small-ppl-validation
+    data:
+      num_workers: 0
+      drop_last: true
+      datasets:
+        c4_en-validation:
+          - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/c4_en/val/part-0-00000.npy
+        dolma_books-validation:
+          - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_books/val/part-0-00000.npy
+        dolma_common-crawl-validation:
+          - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_common-crawl/val/part-0-00000.npy
+        dolma_pes2o-validation:
+          - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_pes2o/val/part-0-00000.npy
+        dolma_reddit-validation:
+          - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_reddit/val/part-0-00000.npy
+        dolma_stack-validation:
+          - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_stack/val/part-0-00000.npy
+        dolma_wiki-validation:
+          - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_wiki/val/part-0-00000.npy
+        ice-validation:
+          - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/ice/val/part-0-00000.npy
+        m2d2_s2orc-validation:
+          - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/m2d2_s2orc/val/part-0-00000.npy
+        pile-validation:
+        - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/pile/val/part-0-00000.npy
+        wikitext_103-validation:
+          - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/wikitext_103/val/part-0-00000.npy
+
+  ##########################
+  # Downstream evaluations #
+  ##########################
+  - label: piqa
+    type: downstream
+
+  - label: hellaswag
+    type: downstream
+
+  - label: winogrande
+    type: downstream
+
+  - label: openbook_qa
+    type: downstream
+
+  - label: boolq
+    type: downstream
+ 
+  - label: sciq
+    type: downstream
+
+  - label: arc_easy
+    type: downstream
+
+  - label: arc_challenge
+    type: downstream
+
+  - label: copa
+    type: downstream
+
+  #- label: rte
+  #  type: downstream
+
+  #- label: commitment_bank
+  #  type: downstream
+
+  #- label: sst2
+  #  type: downstream
+
+  - label: commonsense_qa
+    type: downstream
+
+  - label: social_iqa
+    type: downstream
+
+  # Doesn't work from cache.
+  # - label: basic_arithmetic
+  #   type: downstream
+
+  - label: mmlu_stem_var
+    type: downstream
+
+  - label: mmlu_humanities_var
+    type: downstream
+
+  - label: mmlu_social_sciences_var
+    type: downstream
+
+  - label: mmlu_other_var
+    type: downstream
+
+  - label: mmlu_stem_mc_5shot
+    type: downstream
+
+  - label: mmlu_humanities_mc_5shot
+    type: downstream
+
+  - label: mmlu_social_sciences_mc_5shot
+    type: downstream
+
+  - label: mmlu_other_mc_5shot
+    type: downstream
+
+  - label: mmlu_stem_mc_5shot_test
+    type: downstream
+
+  - label: mmlu_humanities_mc_5shot_test
+    type: downstream
+
+  - label: mmlu_social_sciences_mc_5shot_test
+    type: downstream
+
+  - label: mmlu_other_mc_5shot_test
+    type: downstream
+
+  # - label: basic_arithmetic
+  #   type: downstream
+
+  # - label: trivia_qa_wiki_ppl
+  #   type: downstream
+
+  # - label: natural_qs_open_ppl
+  #   type: downstream
+
+  # - label: arc_easy_ppl
+  #   type: downstream
+
+data:
+  pad_direction: right
+  num_workers: 32
+  drop_last: true
+  pin_memory: true
+  prefetch_factor: 8
+  persistent_workers: true
+  timeout: 0
+  instance_filter:
+    repetition_max_period: 13
+    repetition_min_period: 1
+    repetition_max_count: 32
+  paths:
+    ######### NON WEB DATA #########
+    # ~> GUTENBERG BOOKS (5.256 GT)
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/books/gpt-neox-olmo-dolma-v1_5/part-0-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/books/gpt-neox-olmo-dolma-v1_5/part-1-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/books/gpt-neox-olmo-dolma-v1_5/part-2-00000.npy
+    # ~> PES2O STEM PAPERS (57.21 GT)
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-00-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-01-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-02-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-03-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-04-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-05-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-06-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-07-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-08-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-09-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-10-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-11-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-12-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-13-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-14-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-15-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-16-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-17-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-18-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-19-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-20-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-21-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-22-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-23-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-24-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-25-00000.npy
+    # ~> WIKIPEDIA & WIKIBOOKS (3.689 GT), repeated twice to up-sample
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/wiki/gpt-neox-olmo-dolma-v1_5/part-0-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/wiki/gpt-neox-olmo-dolma-v1_5/part-1-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/wiki/gpt-neox-olmo-dolma-v1_5/part-0-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/wiki/gpt-neox-olmo-dolma-v1_5/part-1-00000.npy
+    # MEGAWIKA v1 (4.6 GT)
+    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-00-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-01-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-01-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-02-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-02-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-03-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-03-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-04-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-04-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-05-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-05-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-06-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-06-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-07-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-07-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-08-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-08-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-09-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-09-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-10-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-10-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-11-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-11-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-12-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-12-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-13-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-13-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-14-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-14-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-15-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-16-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-16-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-17-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-17-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-18-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-18-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-19-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-19-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-20-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-20-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-21-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-21-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-22-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-22-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-23-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-23-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-23-00002.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-24-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-24-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-25-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-25-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-26-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-26-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-27-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-27-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-28-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-29-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-30-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-30-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-31-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-31-00001.npy
+    # ~> REDPAJAMA STACK-EXCHANGE (19.63 GT)
+    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-00-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-01-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-02-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-03-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-04-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-05-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-06-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-07-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-08-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-09-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-10-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-11-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-12-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-13-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-14-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-15-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-16-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-17-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-18-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-19-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-20-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-21-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-22-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-23-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-24-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-25-00000.npy
+    # ~> REDPAJAMA ARXIV (27.97 GT)
+    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-00-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-01-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-02-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-03-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-04-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-05-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-06-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-07-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-08-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-09-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-10-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-11-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-12-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-13-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-14-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-15-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-16-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-17-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-18-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-19-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-20-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-21-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-22-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-23-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-24-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-25-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-26-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-27-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-28-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-29-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-30-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-31-00000.npy
+    # ~> PROOFPILE2 ALGEBRAIC STACK (12.623 GT)
+    - weka://oe-training-default/ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/gpt-neox-olmo-dolma-v1_5/part-00-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/gpt-neox-olmo-dolma-v1_5/part-01-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/gpt-neox-olmo-dolma-v1_5/part-02-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/gpt-neox-olmo-dolma-v1_5/part-03-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/gpt-neox-olmo-dolma-v1_5/part-04-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/gpt-neox-olmo-dolma-v1_5/part-05-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/gpt-neox-olmo-dolma-v1_5/part-06-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/gpt-neox-olmo-dolma-v1_5/part-07-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/gpt-neox-olmo-dolma-v1_5/part-08-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/gpt-neox-olmo-dolma-v1_5/part-09-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/gpt-neox-olmo-dolma-v1_5/part-10-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/gpt-neox-olmo-dolma-v1_5/part-11-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/gpt-neox-olmo-dolma-v1_5/part-12-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/gpt-neox-olmo-dolma-v1_5/part-13-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/gpt-neox-olmo-dolma-v1_5/part-14-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/gpt-neox-olmo-dolma-v1_5/part-15-00000.npy
+    # ~> PROOFPILE2 OPENWEBMATH (12.734 GT)
+    - weka://oe-training-default/ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/open-web-math/train/gpt-neox-olmo-dolma-v1_5/part-00-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/open-web-math/train/gpt-neox-olmo-dolma-v1_5/part-01-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/open-web-math/train/gpt-neox-olmo-dolma-v1_5/part-02-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/open-web-math/train/gpt-neox-olmo-dolma-v1_5/part-03-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/open-web-math/train/gpt-neox-olmo-dolma-v1_5/part-04-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/open-web-math/train/gpt-neox-olmo-dolma-v1_5/part-05-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/open-web-math/train/gpt-neox-olmo-dolma-v1_5/part-06-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/open-web-math/train/gpt-neox-olmo-dolma-v1_5/part-07-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/open-web-math/train/gpt-neox-olmo-dolma-v1_5/part-08-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/open-web-math/train/gpt-neox-olmo-dolma-v1_5/part-09-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/open-web-math/train/gpt-neox-olmo-dolma-v1_5/part-10-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/open-web-math/train/gpt-neox-olmo-dolma-v1_5/part-11-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/open-web-math/train/gpt-neox-olmo-dolma-v1_5/part-12-00000.npy
+    # ~> TULU FLAN V1 (16.5 G v2-decontaminated-60M-shots_all-upweight_1-dialog_true-sep_newline)
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-00-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-01-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-02-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-03-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-04-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-05-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-06-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-07-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-08-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-09-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-10-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-11-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-12-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-13-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-14-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-15-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-16-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-17-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-18-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-19-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-20-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-21-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-22-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-23-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-24-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-25-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-26-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-27-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-28-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-29-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-30-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-31-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-32-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-33-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-34-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-35-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-36-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-37-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-38-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-39-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-40-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-41-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-42-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-43-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-44-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-45-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-46-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-47-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-48-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-49-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-50-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-51-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-52-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-53-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-54-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-55-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-56-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-57-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-58-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-59-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-60-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-61-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-62-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-63-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-64-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-65-00000.npy
+    # ~> CC NEWS (14.3 GT)
+    - weka://oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-0-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-0-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-0-00002.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-0-00003.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-1-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-1-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-1-00002.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-1-00003.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-2-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-2-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-2-00002.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-2-00003.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-3-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-3-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-3-00002.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-3-00003.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-4-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-4-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-4-00002.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-4-00003.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-5-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-5-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-6-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-6-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-6-00002.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-6-00003.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-7-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-7-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-7-00002.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-7-00003.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-8-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-8-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-8-00002.npy
+    ####################################
+    ######### CODE #########
+    # ~> STARCODER (263.775 GT)
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-00-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-00-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-01-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-02-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-03-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-03-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-04-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-04-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-05-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-05-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-06-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-06-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-07-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-07-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-08-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-08-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-09-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-09-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-10-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-10-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-11-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-11-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-12-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-12-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-13-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-13-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-14-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-14-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-15-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-15-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-16-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-16-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-17-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-17-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-18-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-18-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-19-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-19-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-20-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-20-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-21-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-21-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-22-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-22-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-23-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-23-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-24-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-24-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-25-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-25-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-26-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-26-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-27-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-27-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-28-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-29-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-30-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-30-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-31-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-31-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-32-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-32-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-33-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-33-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-34-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-34-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-35-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-35-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-36-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-36-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-37-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-37-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-38-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-38-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-39-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-39-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-40-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-40-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-41-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-41-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-42-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-42-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-43-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-43-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-44-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-44-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-45-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-46-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-46-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-47-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-47-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-48-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-48-00001.npy
+    ####################################
+    ######### WEB HIGH QUALITY #########
+    # ~> C4 (138.4 GT)
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-000-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-001-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-002-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-003-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-004-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-005-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-006-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-007-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-008-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-009-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-010-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-011-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-012-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-013-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-014-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-015-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-016-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-017-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-018-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-019-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-020-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-021-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-022-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-023-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-024-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-025-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-026-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-027-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-028-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-029-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-030-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-031-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-032-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-033-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-034-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-035-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-036-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-037-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-038-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-039-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-040-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-041-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-042-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-043-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-044-00000.npy
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+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-148-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-149-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-150-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-151-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-152-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-153-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-154-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-155-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-156-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-157-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-158-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-159-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-160-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-161-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-162-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-163-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-164-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-165-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-166-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-167-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-168-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-169-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-170-00000.npy
+    # ~> REDDIT (79.9 GT)
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-00-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-01-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-02-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-03-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-04-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-05-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-06-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-07-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-08-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-09-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-10-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-11-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-12-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-13-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-14-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-15-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-16-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-17-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-18-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-19-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-20-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-21-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-22-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-23-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-24-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-25-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-26-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-27-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-28-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-29-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-30-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-31-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-32-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-33-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-34-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-35-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-36-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-37-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-38-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-39-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-40-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-41-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-42-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-43-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-44-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-45-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-46-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-47-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-48-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-49-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-50-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-51-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-52-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-53-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-54-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-55-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-56-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-57-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-58-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-59-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-60-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-61-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-62-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-63-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-64-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-65-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-66-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-67-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-68-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-69-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-70-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-71-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-72-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-73-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-74-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-75-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-76-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-77-00000.npy
+    # ~> FALCON (547.341 GT)
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-000-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-001-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-002-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-003-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-004-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-005-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-006-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-007-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-008-00000.npy
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+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-108-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-109-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-110-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-111-00000.npy
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+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-113-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-114-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-115-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-116-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-117-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-118-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-119-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-120-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-121-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-122-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-123-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-124-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-125-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-126-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-127-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-128-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-129-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-130-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-131-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-132-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-133-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-134-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-135-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-136-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-137-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-138-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-139-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-140-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-141-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-142-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-143-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-144-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-145-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-146-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-147-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-148-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-149-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-150-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-151-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-152-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-153-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-154-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-155-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-156-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-157-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-158-00000.npy
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+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-162-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-163-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-164-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-165-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-166-00000.npy
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+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-178-00000.npy
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+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-180-00000.npy
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+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-184-00000.npy
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+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-187-00000.npy
+    ####################################
+    ######### WEB REST #########
+    # ~> DOLMA CC HEAD 50% (178.4 GT)
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-000-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-001-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-002-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-003-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-004-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-005-00000.npy
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+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-007-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-008-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-009-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-010-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-011-00000.npy
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+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-013-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-014-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-015-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-016-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-017-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-018-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-019-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-020-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-021-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-022-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-023-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-024-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-025-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-026-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-027-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-028-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-029-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-030-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-031-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-032-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-033-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-034-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-035-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-036-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-037-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-038-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-039-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-040-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-041-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-042-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-043-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-044-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-045-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-046-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-047-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-048-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-049-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-050-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-051-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-052-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-053-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-054-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-055-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-056-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-057-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-058-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-059-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-060-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-061-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-062-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-063-00000.npy
+    # ~> DOLMA CC MIDDLE 33% (242.05 GT)
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-000-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-001-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-002-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-003-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-004-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-005-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-006-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-007-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-008-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-009-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-010-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-011-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-012-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-013-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-014-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-015-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-016-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-017-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-018-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-019-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-020-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-021-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-022-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-023-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-024-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-025-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-026-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-027-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-028-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-029-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-030-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-031-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-032-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-033-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-034-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-035-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-036-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-037-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-038-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-039-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-040-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-041-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-042-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-043-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-044-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-045-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-046-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-047-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-048-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-049-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-050-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-051-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-052-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-053-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-054-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-055-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-056-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-057-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-058-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-059-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-060-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-061-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-062-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-063-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-064-00000.npy
+    # ~> DOLMA CC TAIL 33% (191.4 GT)
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-000-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-001-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-002-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-003-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-004-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-005-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-006-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-007-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-008-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-009-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-010-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-011-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-012-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-013-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-014-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-015-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-016-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-017-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-018-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-019-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-020-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-021-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-022-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-023-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-024-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-025-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-026-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-027-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-028-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-029-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-030-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-031-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-032-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-033-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-034-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-035-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-036-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-037-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-038-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-039-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-040-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-041-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-042-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-043-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-044-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-045-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-046-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-047-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-048-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-049-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-050-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-051-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-052-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-053-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-054-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-055-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-056-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-057-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-058-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-059-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-060-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-061-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-062-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-063-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-064-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-065-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-066-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-067-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-068-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-069-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-070-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-071-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-072-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-073-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-074-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-075-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-076-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-077-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-078-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-079-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-080-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-081-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-082-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-083-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-084-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-085-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-086-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-087-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-088-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-089-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-090-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-091-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-092-00000.npy
\ No newline at end of file
diff --git a/configs/llamaish7-normal-s3.yaml b/configs/llamaish7-normal-s3.yaml
new file mode 100644
index 000000000..b25c45233
--- /dev/null
+++ b/configs/llamaish7-normal-s3.yaml
@@ -0,0 +1,1300 @@
+run_name: llamaish7-normal
+seed: 6198
+dry_run: false
+
+wandb:
+  name: ${run_name}
+  project: olmo-medium
+  group: llamaish7
+
+model:
+  d_model: 4096
+  n_heads: 32
+  n_layers: 32
+  # mlp_ratio: 6
+  mlp_hidden_size: 22016
+  weight_tying: false
+  alibi: false
+  rope: true
+  flash_attention: true
+  attention_dropout: 0.0
+  attention_layer_norm: false
+  clip_qkv: null
+  include_bias: false
+  block_type: sequential
+  layer_norm_type: default
+  layer_norm_with_affine: false
+  bias_for_layer_norm: false
+  attention_layer_norm_with_affine: false
+  activation_type: swiglu
+  residual_dropout: 0.0
+  embedding_dropout: 0.0
+  max_sequence_length: 4096
+  vocab_size: 50280
+  embedding_size: 50304
+  eos_token_id: 0
+  pad_token_id: 1
+  init_device: meta
+  init_fn: normal
+  init_std: 0.02
+  init_cutoff_factor: 3
+
+compile: null
+fused_loss: false
+activation_checkpointing: fine_grained
+
+optimizer:
+  name: adamw
+  learning_rate: 3.0e-4
+  weight_decay: 0.1
+  decay_norm_and_bias: true
+  decay_embeddings: false
+  betas:
+  - 0.9
+  - 0.95
+  metrics_log_interval: 10
+
+scheduler:
+  name: cosine_with_warmup
+  units: tokens
+  t_warmup: 8388608000
+  t_max: 3e12
+  alpha_f: 0.1
+  grad_clip_warmup_steps: null
+  grad_clip_warmup_factor: 5
+  warmup_min_lr: 0
+
+tokenizer:
+  identifier: tokenizers/allenai_gpt-neox-olmo-dolma-v1_5.json
+  truncate_direction: right
+
+save_folder: runs/${run_name}
+remote_save_folder: s3://ai2-llm/checkpoints/OLMo-medium/${run_name}
+save_overwrite: false
+
+save_interval: 1000
+save_interval_ephemeral: null
+save_num_checkpoints_to_keep: -1
+sharded_checkpointer: olmo_core
+
+save_interval_unsharded: null
+save_num_unsharded_checkpoints_to_keep: -1
+
+load_path: null
+
+max_duration: 2ep
+global_train_batch_size: 1024
+device_train_microbatch_size: 2
+
+precision: amp_bf16
+
+fsdp:
+  wrapping_strategy: by_block_and_size
+  sharding_strategy: SHARD_GRAD_OP
+  precision: mixed
+
+max_grad_norm: 1.0
+max_grad_norm_ratio: null
+
+speed_monitor:
+  window_size: 1
+
+eval_interval: 1000
+eval_subset_num_batches: -1
+device_eval_batch_size: ${device_train_microbatch_size}
+evaluators:
+  - label: all-small-ppl-validation
+    data:
+      num_workers: 0
+      drop_last: true
+      datasets:
+        c4_en-validation:
+          - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/c4_en/val/part-0-00000.npy
+        dolma_books-validation:
+          - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_books/val/part-0-00000.npy
+        dolma_common-crawl-validation:
+          - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_common-crawl/val/part-0-00000.npy
+        dolma_pes2o-validation:
+          - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_pes2o/val/part-0-00000.npy
+        dolma_reddit-validation:
+          - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_reddit/val/part-0-00000.npy
+        dolma_stack-validation:
+          - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_stack/val/part-0-00000.npy
+        dolma_wiki-validation:
+          - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_wiki/val/part-0-00000.npy
+        ice-validation:
+          - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/ice/val/part-0-00000.npy
+        m2d2_s2orc-validation:
+          - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/m2d2_s2orc/val/part-0-00000.npy
+        pile-validation:
+        - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/pile/val/part-0-00000.npy
+        wikitext_103-validation:
+          - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/wikitext_103/val/part-0-00000.npy
+
+  ##########################
+  # Downstream evaluations #
+  ##########################
+  - label: piqa
+    type: downstream
+
+  - label: hellaswag
+    type: downstream
+
+  - label: winogrande
+    type: downstream
+
+  - label: openbook_qa
+    type: downstream
+
+  - label: boolq
+    type: downstream
+ 
+  - label: sciq
+    type: downstream
+
+  - label: arc_easy
+    type: downstream
+
+  - label: arc_challenge
+    type: downstream
+
+  - label: copa
+    type: downstream
+
+  #- label: rte
+  #  type: downstream
+
+  #- label: commitment_bank
+  #  type: downstream
+
+  #- label: sst2
+  #  type: downstream
+
+  - label: commonsense_qa
+    type: downstream
+
+  - label: social_iqa
+    type: downstream
+
+  # Doesn't work from cache.
+  # - label: basic_arithmetic
+  #   type: downstream
+
+  - label: mmlu_stem_var
+    type: downstream
+
+  - label: mmlu_humanities_var
+    type: downstream
+
+  - label: mmlu_social_sciences_var
+    type: downstream
+
+  - label: mmlu_other_var
+    type: downstream
+
+  - label: mmlu_stem_mc_5shot
+    type: downstream
+
+  - label: mmlu_humanities_mc_5shot
+    type: downstream
+
+  - label: mmlu_social_sciences_mc_5shot
+    type: downstream
+
+  - label: mmlu_other_mc_5shot
+    type: downstream
+
+  - label: mmlu_stem_mc_5shot_test
+    type: downstream
+
+  - label: mmlu_humanities_mc_5shot_test
+    type: downstream
+
+  - label: mmlu_social_sciences_mc_5shot_test
+    type: downstream
+
+  - label: mmlu_other_mc_5shot_test
+    type: downstream
+
+  # - label: basic_arithmetic
+  #   type: downstream
+
+  # - label: trivia_qa_wiki_ppl
+  #   type: downstream
+
+  # - label: natural_qs_open_ppl
+  #   type: downstream
+
+  # - label: arc_easy_ppl
+  #   type: downstream
+
+data:
+  pad_direction: right
+  num_workers: 32
+  drop_last: true
+  pin_memory: true
+  prefetch_factor: 8
+  persistent_workers: true
+  timeout: 0
+  instance_filter:
+    repetition_max_period: 13
+    repetition_min_period: 1
+    repetition_max_count: 32
+  paths:
+    ######### NON WEB DATA #########
+    # ~> GUTENBERG BOOKS (5.256 GT)
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/books/gpt-neox-olmo-dolma-v1_5/part-0-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/books/gpt-neox-olmo-dolma-v1_5/part-1-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/books/gpt-neox-olmo-dolma-v1_5/part-2-00000.npy
+    # ~> PES2O STEM PAPERS (57.21 GT)
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-00-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-01-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-02-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-03-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-04-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-05-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-06-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-07-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-08-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-09-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-10-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-11-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-12-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-13-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-14-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-15-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-16-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-17-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-18-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-19-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-20-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-21-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-22-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-23-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-24-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-25-00000.npy
+    # ~> WIKIPEDIA & WIKIBOOKS (3.689 GT), repeated twice to up-sample
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/wiki/gpt-neox-olmo-dolma-v1_5/part-0-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/wiki/gpt-neox-olmo-dolma-v1_5/part-1-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/wiki/gpt-neox-olmo-dolma-v1_5/part-0-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/wiki/gpt-neox-olmo-dolma-v1_5/part-1-00000.npy
+    # MEGAWIKA v1 (4.6 GT)
+    - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-00-00000.npy
+    - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-01-00000.npy
+    - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-01-00001.npy
+    - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-02-00000.npy
+    - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-02-00001.npy
+    - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-03-00000.npy
+    - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-03-00001.npy
+    - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-04-00000.npy
+    - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-04-00001.npy
+    - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-05-00000.npy
+    - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-05-00001.npy
+    - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-06-00000.npy
+    - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-06-00001.npy
+    - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-07-00000.npy
+    - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-07-00001.npy
+    - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-08-00000.npy
+    - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-08-00001.npy
+    - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-09-00000.npy
+    - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-09-00001.npy
+    - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-10-00000.npy
+    - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-10-00001.npy
+    - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-11-00000.npy
+    - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-11-00001.npy
+    - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-12-00000.npy
+    - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-12-00001.npy
+    - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-13-00000.npy
+    - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-13-00001.npy
+    - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-14-00000.npy
+    - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-14-00001.npy
+    - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-15-00000.npy
+    - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-16-00000.npy
+    - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-16-00001.npy
+    - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-17-00000.npy
+    - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-17-00001.npy
+    - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-18-00000.npy
+    - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-18-00001.npy
+    - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-19-00000.npy
+    - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-19-00001.npy
+    - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-20-00000.npy
+    - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-20-00001.npy
+    - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-21-00000.npy
+    - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-21-00001.npy
+    - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-22-00000.npy
+    - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-22-00001.npy
+    - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-23-00000.npy
+    - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-23-00001.npy
+    - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-23-00002.npy
+    - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-24-00000.npy
+    - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-24-00001.npy
+    - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-25-00000.npy
+    - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-25-00001.npy
+    - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-26-00000.npy
+    - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-26-00001.npy
+    - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-27-00000.npy
+    - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-27-00001.npy
+    - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-28-00000.npy
+    - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-29-00000.npy
+    - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-30-00000.npy
+    - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-30-00001.npy
+    - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-31-00000.npy
+    - s3://ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-31-00001.npy
+    # ~> REDPAJAMA STACK-EXCHANGE (19.63 GT)
+    - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-00-00000.npy
+    - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-01-00000.npy
+    - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-02-00000.npy
+    - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-03-00000.npy
+    - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-04-00000.npy
+    - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-05-00000.npy
+    - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-06-00000.npy
+    - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-07-00000.npy
+    - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-08-00000.npy
+    - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-09-00000.npy
+    - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-10-00000.npy
+    - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-11-00000.npy
+    - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-12-00000.npy
+    - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-13-00000.npy
+    - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-14-00000.npy
+    - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-15-00000.npy
+    - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-16-00000.npy
+    - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-17-00000.npy
+    - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-18-00000.npy
+    - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-19-00000.npy
+    - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-20-00000.npy
+    - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-21-00000.npy
+    - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-22-00000.npy
+    - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-23-00000.npy
+    - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-24-00000.npy
+    - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-25-00000.npy
+    # ~> REDPAJAMA ARXIV (27.97 GT)
+    - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-00-00000.npy
+    - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-01-00000.npy
+    - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-02-00000.npy
+    - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-03-00000.npy
+    - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-04-00000.npy
+    - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-05-00000.npy
+    - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-06-00000.npy
+    - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-07-00000.npy
+    - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-08-00000.npy
+    - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-09-00000.npy
+    - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-10-00000.npy
+    - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-11-00000.npy
+    - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-12-00000.npy
+    - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-13-00000.npy
+    - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-14-00000.npy
+    - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-15-00000.npy
+    - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-16-00000.npy
+    - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-17-00000.npy
+    - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-18-00000.npy
+    - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-19-00000.npy
+    - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-20-00000.npy
+    - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-21-00000.npy
+    - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-22-00000.npy
+    - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-23-00000.npy
+    - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-24-00000.npy
+    - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-25-00000.npy
+    - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-26-00000.npy
+    - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-27-00000.npy
+    - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-28-00000.npy
+    - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-29-00000.npy
+    - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-30-00000.npy
+    - s3://ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-31-00000.npy
+    # ~> PROOFPILE2 ALGEBRAIC STACK (12.623 GT)
+    - s3://ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/gpt-neox-olmo-dolma-v1_5/part-00-00000.npy
+    - s3://ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/gpt-neox-olmo-dolma-v1_5/part-01-00000.npy
+    - s3://ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/gpt-neox-olmo-dolma-v1_5/part-02-00000.npy
+    - s3://ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/gpt-neox-olmo-dolma-v1_5/part-03-00000.npy
+    - s3://ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/gpt-neox-olmo-dolma-v1_5/part-04-00000.npy
+    - s3://ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/gpt-neox-olmo-dolma-v1_5/part-05-00000.npy
+    - s3://ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/gpt-neox-olmo-dolma-v1_5/part-06-00000.npy
+    - s3://ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/gpt-neox-olmo-dolma-v1_5/part-07-00000.npy
+    - s3://ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/gpt-neox-olmo-dolma-v1_5/part-08-00000.npy
+    - s3://ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/gpt-neox-olmo-dolma-v1_5/part-09-00000.npy
+    - s3://ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/gpt-neox-olmo-dolma-v1_5/part-10-00000.npy
+    - s3://ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/gpt-neox-olmo-dolma-v1_5/part-11-00000.npy
+    - s3://ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/gpt-neox-olmo-dolma-v1_5/part-12-00000.npy
+    - s3://ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/gpt-neox-olmo-dolma-v1_5/part-13-00000.npy
+    - s3://ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/gpt-neox-olmo-dolma-v1_5/part-14-00000.npy
+    - s3://ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/gpt-neox-olmo-dolma-v1_5/part-15-00000.npy
+    # ~> PROOFPILE2 OPENWEBMATH (12.734 GT)
+    - s3://ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/open-web-math/train/gpt-neox-olmo-dolma-v1_5/part-00-00000.npy
+    - s3://ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/open-web-math/train/gpt-neox-olmo-dolma-v1_5/part-01-00000.npy
+    - s3://ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/open-web-math/train/gpt-neox-olmo-dolma-v1_5/part-02-00000.npy
+    - s3://ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/open-web-math/train/gpt-neox-olmo-dolma-v1_5/part-03-00000.npy
+    - s3://ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/open-web-math/train/gpt-neox-olmo-dolma-v1_5/part-04-00000.npy
+    - s3://ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/open-web-math/train/gpt-neox-olmo-dolma-v1_5/part-05-00000.npy
+    - s3://ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/open-web-math/train/gpt-neox-olmo-dolma-v1_5/part-06-00000.npy
+    - s3://ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/open-web-math/train/gpt-neox-olmo-dolma-v1_5/part-07-00000.npy
+    - s3://ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/open-web-math/train/gpt-neox-olmo-dolma-v1_5/part-08-00000.npy
+    - s3://ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/open-web-math/train/gpt-neox-olmo-dolma-v1_5/part-09-00000.npy
+    - s3://ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/open-web-math/train/gpt-neox-olmo-dolma-v1_5/part-10-00000.npy
+    - s3://ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/open-web-math/train/gpt-neox-olmo-dolma-v1_5/part-11-00000.npy
+    - s3://ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/open-web-math/train/gpt-neox-olmo-dolma-v1_5/part-12-00000.npy
+    # ~> TULU FLAN V1 (16.5 G v2-decontaminated-60M-shots_all-upweight_1-dialog_true-sep_newline)
+    - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-00-00000.npy
+    - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-01-00000.npy
+    - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-02-00000.npy
+    - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-03-00000.npy
+    - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-04-00000.npy
+    - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-05-00000.npy
+    - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-06-00000.npy
+    - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-07-00000.npy
+    - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-08-00000.npy
+    - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-09-00000.npy
+    - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-10-00000.npy
+    - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-11-00000.npy
+    - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-12-00000.npy
+    - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-13-00000.npy
+    - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-14-00000.npy
+    - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-15-00000.npy
+    - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-16-00000.npy
+    - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-17-00000.npy
+    - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-18-00000.npy
+    - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-19-00000.npy
+    - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-20-00000.npy
+    - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-21-00000.npy
+    - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-22-00000.npy
+    - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-23-00000.npy
+    - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-24-00000.npy
+    - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-25-00000.npy
+    - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-26-00000.npy
+    - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-27-00000.npy
+    - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-28-00000.npy
+    - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-29-00000.npy
+    - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-30-00000.npy
+    - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-31-00000.npy
+    - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-32-00000.npy
+    - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-33-00000.npy
+    - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-34-00000.npy
+    - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-35-00000.npy
+    - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-36-00000.npy
+    - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-37-00000.npy
+    - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-38-00000.npy
+    - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-39-00000.npy
+    - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-40-00000.npy
+    - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-41-00000.npy
+    - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-42-00000.npy
+    - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-43-00000.npy
+    - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-44-00000.npy
+    - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-45-00000.npy
+    - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-46-00000.npy
+    - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-47-00000.npy
+    - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-48-00000.npy
+    - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-49-00000.npy
+    - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-50-00000.npy
+    - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-51-00000.npy
+    - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-52-00000.npy
+    - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-53-00000.npy
+    - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-54-00000.npy
+    - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-55-00000.npy
+    - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-56-00000.npy
+    - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-57-00000.npy
+    - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-58-00000.npy
+    - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-59-00000.npy
+    - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-60-00000.npy
+    - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-61-00000.npy
+    - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-62-00000.npy
+    - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-63-00000.npy
+    - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-64-00000.npy
+    - s3://ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-65-00000.npy
+    # ~> CC NEWS (14.3 GT)
+    - s3://ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-0-00000.npy
+    - s3://ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-0-00001.npy
+    - s3://ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-0-00002.npy
+    - s3://ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-0-00003.npy
+    - s3://ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-1-00000.npy
+    - s3://ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-1-00001.npy
+    - s3://ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-1-00002.npy
+    - s3://ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-1-00003.npy
+    - s3://ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-2-00000.npy
+    - s3://ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-2-00001.npy
+    - s3://ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-2-00002.npy
+    - s3://ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-2-00003.npy
+    - s3://ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-3-00000.npy
+    - s3://ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-3-00001.npy
+    - s3://ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-3-00002.npy
+    - s3://ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-3-00003.npy
+    - s3://ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-4-00000.npy
+    - s3://ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-4-00001.npy
+    - s3://ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-4-00002.npy
+    - s3://ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-4-00003.npy
+    - s3://ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-5-00000.npy
+    - s3://ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-5-00001.npy
+    - s3://ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-6-00000.npy
+    - s3://ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-6-00001.npy
+    - s3://ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-6-00002.npy
+    - s3://ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-6-00003.npy
+    - s3://ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-7-00000.npy
+    - s3://ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-7-00001.npy
+    - s3://ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-7-00002.npy
+    - s3://ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-7-00003.npy
+    - s3://ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-8-00000.npy
+    - s3://ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-8-00001.npy
+    - s3://ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-8-00002.npy
+    ####################################
+    ######### CODE #########
+    # ~> STARCODER (263.775 GT)
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-00-00000.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-00-00001.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-01-00000.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-02-00000.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-03-00000.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-03-00001.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-04-00000.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-04-00001.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-05-00000.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-05-00001.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-06-00000.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-06-00001.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-07-00000.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-07-00001.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-08-00000.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-08-00001.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-09-00000.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-09-00001.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-10-00000.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-10-00001.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-11-00000.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-11-00001.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-12-00000.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-12-00001.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-13-00000.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-13-00001.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-14-00000.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-14-00001.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-15-00000.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-15-00001.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-16-00000.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-16-00001.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-17-00000.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-17-00001.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-18-00000.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-18-00001.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-19-00000.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-19-00001.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-20-00000.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-20-00001.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-21-00000.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-21-00001.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-22-00000.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-22-00001.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-23-00000.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-23-00001.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-24-00000.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-24-00001.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-25-00000.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-25-00001.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-26-00000.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-26-00001.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-27-00000.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-27-00001.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-28-00000.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-29-00000.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-30-00000.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-30-00001.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-31-00000.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-31-00001.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-32-00000.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-32-00001.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-33-00000.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-33-00001.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-34-00000.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-34-00001.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-35-00000.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-35-00001.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-36-00000.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-36-00001.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-37-00000.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-37-00001.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-38-00000.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-38-00001.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-39-00000.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-39-00001.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-40-00000.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-40-00001.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-41-00000.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-41-00001.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-42-00000.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-42-00001.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-43-00000.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-43-00001.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-44-00000.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-44-00001.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-45-00000.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-46-00000.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-46-00001.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-47-00000.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-47-00001.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-48-00000.npy
+    - s3://ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-48-00001.npy
+    ####################################
+    ######### WEB HIGH QUALITY #########
+    # ~> C4 (138.4 GT)
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-000-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-001-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-002-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-003-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-004-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-005-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-006-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-007-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-008-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-009-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-010-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-011-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-012-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-013-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-014-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-015-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-016-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-017-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-018-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-019-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-020-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-021-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-022-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-023-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-024-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-025-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-026-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-027-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-028-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-029-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-030-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-031-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-032-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-033-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-034-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-035-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-036-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-037-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-038-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-039-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-040-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-041-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-042-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-043-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-044-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-045-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-046-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-047-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-048-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-049-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-050-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-051-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-052-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-053-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-054-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-055-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-056-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-057-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-058-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-059-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-060-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-061-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-062-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-063-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-064-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-065-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-066-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-067-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-068-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-069-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-070-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-071-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-072-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-073-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-074-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-075-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-076-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-077-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-078-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-079-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-080-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-081-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-082-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-083-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-084-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-085-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-086-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-087-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-088-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-089-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-090-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-091-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-092-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-093-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-094-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-095-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-096-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-097-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-098-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-099-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-100-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-101-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-102-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-103-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-104-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-105-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-106-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-107-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-108-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-109-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-110-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-111-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-112-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-113-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-114-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-115-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-116-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-117-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-118-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-119-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-120-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-121-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-122-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-123-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-124-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-125-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-126-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-127-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-128-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-129-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-130-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-131-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-132-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-133-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-134-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-135-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-136-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-137-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-138-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-139-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-140-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-141-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-142-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-143-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-144-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-145-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-146-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-147-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-148-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-149-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-150-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-151-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-152-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-153-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-154-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-155-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-156-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-157-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-158-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-159-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-160-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-161-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-162-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-163-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-164-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-165-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-166-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-167-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-168-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-169-00000.npy
+    - s3://ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-170-00000.npy
+    # ~> REDDIT (79.9 GT)
+    - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-00-00000.npy
+    - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-01-00000.npy
+    - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-02-00000.npy
+    - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-03-00000.npy
+    - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-04-00000.npy
+    - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-05-00000.npy
+    - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-06-00000.npy
+    - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-07-00000.npy
+    - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-08-00000.npy
+    - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-09-00000.npy
+    - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-10-00000.npy
+    - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-11-00000.npy
+    - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-12-00000.npy
+    - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-13-00000.npy
+    - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-14-00000.npy
+    - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-15-00000.npy
+    - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-16-00000.npy
+    - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-17-00000.npy
+    - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-18-00000.npy
+    - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-19-00000.npy
+    - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-20-00000.npy
+    - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-21-00000.npy
+    - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-22-00000.npy
+    - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-23-00000.npy
+    - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-24-00000.npy
+    - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-25-00000.npy
+    - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-26-00000.npy
+    - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-27-00000.npy
+    - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-28-00000.npy
+    - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-29-00000.npy
+    - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-30-00000.npy
+    - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-31-00000.npy
+    - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-32-00000.npy
+    - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-33-00000.npy
+    - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-34-00000.npy
+    - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-35-00000.npy
+    - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-36-00000.npy
+    - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-37-00000.npy
+    - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-38-00000.npy
+    - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-39-00000.npy
+    - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-40-00000.npy
+    - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-41-00000.npy
+    - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-42-00000.npy
+    - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-43-00000.npy
+    - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-44-00000.npy
+    - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-45-00000.npy
+    - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-46-00000.npy
+    - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-47-00000.npy
+    - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-48-00000.npy
+    - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-49-00000.npy
+    - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-50-00000.npy
+    - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-51-00000.npy
+    - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-52-00000.npy
+    - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-53-00000.npy
+    - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-54-00000.npy
+    - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-55-00000.npy
+    - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-56-00000.npy
+    - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-57-00000.npy
+    - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-58-00000.npy
+    - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-59-00000.npy
+    - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-60-00000.npy
+    - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-61-00000.npy
+    - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-62-00000.npy
+    - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-63-00000.npy
+    - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-64-00000.npy
+    - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-65-00000.npy
+    - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-66-00000.npy
+    - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-67-00000.npy
+    - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-68-00000.npy
+    - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-69-00000.npy
+    - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-70-00000.npy
+    - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-71-00000.npy
+    - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-72-00000.npy
+    - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-73-00000.npy
+    - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-74-00000.npy
+    - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-75-00000.npy
+    - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-76-00000.npy
+    - s3://ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-77-00000.npy
+    # ~> FALCON (547.341 GT)
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-000-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-001-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-002-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-003-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-004-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-005-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-006-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-007-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-008-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-009-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-010-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-011-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-012-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-013-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-014-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-015-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-016-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-017-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-018-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-019-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-020-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-021-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-022-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-023-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-024-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-025-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-026-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-027-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-028-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-029-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-030-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-031-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-032-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-033-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-034-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-035-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-036-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-037-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-038-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-039-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-040-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-041-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-042-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-043-00000.npy
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+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-153-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-154-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-155-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-156-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-157-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-158-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-159-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-160-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-161-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-162-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-163-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-164-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-165-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-166-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-167-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-168-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-169-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-170-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-171-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-172-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-173-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-174-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-175-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-176-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-177-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-178-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-179-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-180-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-181-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-182-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-183-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-184-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-185-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-186-00000.npy
+    - s3://ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-187-00000.npy
+    ####################################
+    ######### WEB REST #########
+    # ~> DOLMA CC HEAD 50% (178.4 GT)
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-000-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-001-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-002-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-003-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-004-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-005-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-006-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-006-00001.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-007-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-008-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-009-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-010-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-011-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-012-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-013-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-014-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-015-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-016-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-017-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-018-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-019-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-020-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-021-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-022-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-023-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-024-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-025-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-026-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-027-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-028-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-029-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-030-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-031-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-032-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-033-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-034-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-035-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-036-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-037-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-038-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-039-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-040-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-041-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-042-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-043-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-044-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-045-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-046-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-047-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-048-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-049-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-050-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-051-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-052-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-053-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-054-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-055-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-056-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-057-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-058-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-059-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-060-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-061-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-062-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-063-00000.npy
+    # ~> DOLMA CC MIDDLE 33% (242.05 GT)
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-000-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-001-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-002-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-003-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-004-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-005-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-006-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-007-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-008-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-009-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-010-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-011-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-012-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-013-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-014-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-015-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-016-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-017-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-018-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-019-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-020-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-021-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-022-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-023-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-024-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-025-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-026-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-027-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-028-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-029-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-030-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-031-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-032-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-033-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-034-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-035-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-036-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-037-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-038-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-039-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-040-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-041-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-042-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-043-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-044-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-045-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-046-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-047-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-048-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-049-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-050-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-051-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-052-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-053-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-054-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-055-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-056-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-057-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-058-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-059-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-060-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-061-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-062-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-063-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-064-00000.npy
+    # ~> DOLMA CC TAIL 33% (191.4 GT)
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-000-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-001-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-002-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-003-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-004-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-005-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-006-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-007-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-008-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-009-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-010-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-011-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-012-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-013-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-014-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-015-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-016-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-017-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-018-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-019-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-020-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-021-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-022-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-023-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-024-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-025-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-026-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-027-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-028-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-029-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-030-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-031-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-032-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-033-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-034-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-035-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-036-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-037-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-038-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-039-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-040-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-041-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-042-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-043-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-044-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-045-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-046-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-047-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-048-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-049-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-050-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-051-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-052-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-053-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-054-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-055-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-056-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-057-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-058-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-059-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-060-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-061-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-062-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-063-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-064-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-065-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-066-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-067-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-068-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-069-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-070-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-071-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-072-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-073-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-074-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-075-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-076-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-077-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-078-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-079-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-080-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-081-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-082-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-083-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-084-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-085-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-086-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-087-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-088-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-089-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-090-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-091-00000.npy
+    - s3://ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-092-00000.npy
diff --git a/configs/llamaish7-normal-weka.yaml b/configs/llamaish7-normal-weka.yaml
new file mode 100644
index 000000000..8cab367a4
--- /dev/null
+++ b/configs/llamaish7-normal-weka.yaml
@@ -0,0 +1,1300 @@
+run_name: llamaish7-normal
+seed: 6198
+dry_run: false
+
+wandb:
+  name: ${run_name}
+  project: olmo-medium
+  group: llamaish7
+
+model:
+  d_model: 4096
+  n_heads: 32
+  n_layers: 32
+  # mlp_ratio: 6
+  mlp_hidden_size: 22016
+  weight_tying: false
+  alibi: false
+  rope: true
+  flash_attention: true
+  attention_dropout: 0.0
+  attention_layer_norm: false
+  clip_qkv: null
+  include_bias: false
+  block_type: sequential
+  layer_norm_type: default
+  layer_norm_with_affine: false
+  bias_for_layer_norm: false
+  attention_layer_norm_with_affine: false
+  activation_type: swiglu
+  residual_dropout: 0.0
+  embedding_dropout: 0.0
+  max_sequence_length: 4096
+  vocab_size: 50280
+  embedding_size: 50304
+  eos_token_id: 0
+  pad_token_id: 1
+  init_device: meta
+  init_fn: normal
+  init_std: 0.02
+  init_cutoff_factor: 3
+
+compile: null
+fused_loss: false
+activation_checkpointing: fine_grained
+
+optimizer:
+  name: adamw
+  learning_rate: 3.0e-4
+  weight_decay: 0.1
+  decay_norm_and_bias: true
+  decay_embeddings: false
+  betas:
+  - 0.9
+  - 0.95
+  metrics_log_interval: 10
+
+scheduler:
+  name: cosine_with_warmup
+  units: tokens
+  t_warmup: 8388608000
+  t_max: 3e12
+  alpha_f: 0.1
+  grad_clip_warmup_steps: null
+  grad_clip_warmup_factor: 5
+  warmup_min_lr: 0
+
+tokenizer:
+  identifier: tokenizers/allenai_gpt-neox-olmo-dolma-v1_5.json
+  truncate_direction: right
+
+save_folder: runs/${run_name}
+remote_save_folder: s3://ai2-llm/checkpoints/OLMo-medium/${run_name}
+save_overwrite: false
+
+save_interval: 1000
+save_interval_ephemeral: null
+save_num_checkpoints_to_keep: -1
+sharded_checkpointer: olmo_core
+
+save_interval_unsharded: null
+save_num_unsharded_checkpoints_to_keep: -1
+
+load_path: null
+
+max_duration: 2ep
+global_train_batch_size: 1024
+device_train_microbatch_size: 2
+
+precision: amp_bf16
+
+fsdp:
+  wrapping_strategy: by_block_and_size
+  sharding_strategy: SHARD_GRAD_OP
+  precision: mixed
+
+max_grad_norm: 1.0
+max_grad_norm_ratio: null
+
+speed_monitor:
+  window_size: 1
+
+eval_interval: 1000
+eval_subset_num_batches: -1
+device_eval_batch_size: ${device_train_microbatch_size}
+evaluators:
+  - label: all-small-ppl-validation
+    data:
+      num_workers: 0
+      drop_last: true
+      datasets:
+        c4_en-validation:
+          - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/c4_en/val/part-0-00000.npy
+        dolma_books-validation:
+          - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_books/val/part-0-00000.npy
+        dolma_common-crawl-validation:
+          - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_common-crawl/val/part-0-00000.npy
+        dolma_pes2o-validation:
+          - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_pes2o/val/part-0-00000.npy
+        dolma_reddit-validation:
+          - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_reddit/val/part-0-00000.npy
+        dolma_stack-validation:
+          - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_stack/val/part-0-00000.npy
+        dolma_wiki-validation:
+          - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_wiki/val/part-0-00000.npy
+        ice-validation:
+          - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/ice/val/part-0-00000.npy
+        m2d2_s2orc-validation:
+          - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/m2d2_s2orc/val/part-0-00000.npy
+        pile-validation:
+        - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/pile/val/part-0-00000.npy
+        wikitext_103-validation:
+          - s3://ai2-llm/eval-data/perplexity/v3_small_gptneox20b/wikitext_103/val/part-0-00000.npy
+
+  ##########################
+  # Downstream evaluations #
+  ##########################
+  - label: piqa
+    type: downstream
+
+  - label: hellaswag
+    type: downstream
+
+  - label: winogrande
+    type: downstream
+
+  - label: openbook_qa
+    type: downstream
+
+  - label: boolq
+    type: downstream
+ 
+  - label: sciq
+    type: downstream
+
+  - label: arc_easy
+    type: downstream
+
+  - label: arc_challenge
+    type: downstream
+
+  - label: copa
+    type: downstream
+
+  #- label: rte
+  #  type: downstream
+
+  #- label: commitment_bank
+  #  type: downstream
+
+  #- label: sst2
+  #  type: downstream
+
+  - label: commonsense_qa
+    type: downstream
+
+  - label: social_iqa
+    type: downstream
+
+  # Doesn't work from cache.
+  # - label: basic_arithmetic
+  #   type: downstream
+
+  - label: mmlu_stem_var
+    type: downstream
+
+  - label: mmlu_humanities_var
+    type: downstream
+
+  - label: mmlu_social_sciences_var
+    type: downstream
+
+  - label: mmlu_other_var
+    type: downstream
+
+  - label: mmlu_stem_mc_5shot
+    type: downstream
+
+  - label: mmlu_humanities_mc_5shot
+    type: downstream
+
+  - label: mmlu_social_sciences_mc_5shot
+    type: downstream
+
+  - label: mmlu_other_mc_5shot
+    type: downstream
+
+  - label: mmlu_stem_mc_5shot_test
+    type: downstream
+
+  - label: mmlu_humanities_mc_5shot_test
+    type: downstream
+
+  - label: mmlu_social_sciences_mc_5shot_test
+    type: downstream
+
+  - label: mmlu_other_mc_5shot_test
+    type: downstream
+
+  # - label: basic_arithmetic
+  #   type: downstream
+
+  # - label: trivia_qa_wiki_ppl
+  #   type: downstream
+
+  # - label: natural_qs_open_ppl
+  #   type: downstream
+
+  # - label: arc_easy_ppl
+  #   type: downstream
+
+data:
+  pad_direction: right
+  num_workers: 32
+  drop_last: true
+  pin_memory: true
+  prefetch_factor: 8
+  persistent_workers: true
+  timeout: 0
+  instance_filter:
+    repetition_max_period: 13
+    repetition_min_period: 1
+    repetition_max_count: 32
+  paths:
+    ######### NON WEB DATA #########
+    # ~> GUTENBERG BOOKS (5.256 GT)
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/books/gpt-neox-olmo-dolma-v1_5/part-0-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/books/gpt-neox-olmo-dolma-v1_5/part-1-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/books/gpt-neox-olmo-dolma-v1_5/part-2-00000.npy
+    # ~> PES2O STEM PAPERS (57.21 GT)
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-00-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-01-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-02-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-03-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-04-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-05-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-06-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-07-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-08-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-09-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-10-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-11-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-12-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-13-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-14-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-15-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-16-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-17-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-18-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-19-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-20-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-21-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-22-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-23-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-24-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-25-00000.npy
+    # ~> WIKIPEDIA & WIKIBOOKS (3.689 GT), repeated twice to up-sample
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/wiki/gpt-neox-olmo-dolma-v1_5/part-0-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/wiki/gpt-neox-olmo-dolma-v1_5/part-1-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/wiki/gpt-neox-olmo-dolma-v1_5/part-0-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/wiki/gpt-neox-olmo-dolma-v1_5/part-1-00000.npy
+    # MEGAWIKA v1 (4.6 GT)
+    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-00-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-01-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-01-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-02-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-02-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-03-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-03-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-04-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-04-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-05-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-05-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-06-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-06-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-07-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-07-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-08-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-08-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-09-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-09-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-10-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-10-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-11-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-11-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-12-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-12-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-13-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-13-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-14-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-14-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-15-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-16-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-16-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-17-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-17-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-18-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-18-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-19-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-19-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-20-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-20-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-21-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-21-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-22-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-22-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-23-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-23-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-23-00002.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-24-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-24-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-25-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-25-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-26-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-26-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-27-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-27-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-28-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-29-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-30-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-30-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-31-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-31-00001.npy
+    # ~> REDPAJAMA STACK-EXCHANGE (19.63 GT)
+    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-00-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-01-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-02-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-03-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-04-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-05-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-06-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-07-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-08-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-09-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-10-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-11-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-12-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-13-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-14-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-15-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-16-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-17-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-18-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-19-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-20-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-21-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-22-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-23-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-24-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-25-00000.npy
+    # ~> REDPAJAMA ARXIV (27.97 GT)
+    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-00-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-01-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-02-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-03-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-04-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-05-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-06-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-07-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-08-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-09-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-10-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-11-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-12-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-13-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-14-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-15-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-16-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-17-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-18-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-19-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-20-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-21-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-22-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-23-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-24-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-25-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-26-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-27-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-28-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-29-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-30-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-31-00000.npy
+    # ~> PROOFPILE2 ALGEBRAIC STACK (12.623 GT)
+    - weka://oe-training-default/ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/gpt-neox-olmo-dolma-v1_5/part-00-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/gpt-neox-olmo-dolma-v1_5/part-01-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/gpt-neox-olmo-dolma-v1_5/part-02-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/gpt-neox-olmo-dolma-v1_5/part-03-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/gpt-neox-olmo-dolma-v1_5/part-04-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/gpt-neox-olmo-dolma-v1_5/part-05-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/gpt-neox-olmo-dolma-v1_5/part-06-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/gpt-neox-olmo-dolma-v1_5/part-07-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/gpt-neox-olmo-dolma-v1_5/part-08-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/gpt-neox-olmo-dolma-v1_5/part-09-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/gpt-neox-olmo-dolma-v1_5/part-10-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/gpt-neox-olmo-dolma-v1_5/part-11-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/gpt-neox-olmo-dolma-v1_5/part-12-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/gpt-neox-olmo-dolma-v1_5/part-13-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/gpt-neox-olmo-dolma-v1_5/part-14-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/gpt-neox-olmo-dolma-v1_5/part-15-00000.npy
+    # ~> PROOFPILE2 OPENWEBMATH (12.734 GT)
+    - weka://oe-training-default/ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/open-web-math/train/gpt-neox-olmo-dolma-v1_5/part-00-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/open-web-math/train/gpt-neox-olmo-dolma-v1_5/part-01-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/open-web-math/train/gpt-neox-olmo-dolma-v1_5/part-02-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/open-web-math/train/gpt-neox-olmo-dolma-v1_5/part-03-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/open-web-math/train/gpt-neox-olmo-dolma-v1_5/part-04-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/open-web-math/train/gpt-neox-olmo-dolma-v1_5/part-05-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/open-web-math/train/gpt-neox-olmo-dolma-v1_5/part-06-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/open-web-math/train/gpt-neox-olmo-dolma-v1_5/part-07-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/open-web-math/train/gpt-neox-olmo-dolma-v1_5/part-08-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/open-web-math/train/gpt-neox-olmo-dolma-v1_5/part-09-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/open-web-math/train/gpt-neox-olmo-dolma-v1_5/part-10-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/open-web-math/train/gpt-neox-olmo-dolma-v1_5/part-11-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/open-web-math/train/gpt-neox-olmo-dolma-v1_5/part-12-00000.npy
+    # ~> TULU FLAN V1 (16.5 G v2-decontaminated-60M-shots_all-upweight_1-dialog_true-sep_newline)
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-00-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-01-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-02-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-03-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-04-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-05-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-06-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-07-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-08-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-09-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-10-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-11-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-12-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-13-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-14-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-15-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-16-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-17-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-18-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-19-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-20-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-21-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-22-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-23-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-24-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-25-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-26-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-27-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-28-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-29-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-30-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-31-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-32-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-33-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-34-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-35-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-36-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-37-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-38-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-39-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-40-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-41-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-42-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-43-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-44-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-45-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-46-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-47-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-48-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-49-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-50-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-51-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-52-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-53-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-54-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-55-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-56-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-57-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-58-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-59-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-60-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-61-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-62-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-63-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-64-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-65-00000.npy
+    # ~> CC NEWS (14.3 GT)
+    - weka://oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-0-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-0-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-0-00002.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-0-00003.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-1-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-1-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-1-00002.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-1-00003.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-2-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-2-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-2-00002.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-2-00003.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-3-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-3-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-3-00002.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-3-00003.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-4-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-4-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-4-00002.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-4-00003.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-5-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-5-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-6-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-6-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-6-00002.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-6-00003.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-7-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-7-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-7-00002.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-7-00003.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-8-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-8-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-8-00002.npy
+    ####################################
+    ######### CODE #########
+    # ~> STARCODER (263.775 GT)
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-00-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-00-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-01-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-02-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-03-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-03-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-04-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-04-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-05-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-05-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-06-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-06-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-07-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-07-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-08-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-08-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-09-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-09-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-10-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-10-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-11-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-11-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-12-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-12-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-13-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-13-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-14-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-14-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-15-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-15-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-16-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-16-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-17-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-17-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-18-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-18-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-19-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-19-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-20-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-20-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-21-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-21-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-22-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-22-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-23-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-23-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-24-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-24-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-25-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-25-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-26-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-26-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-27-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-27-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-28-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-29-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-30-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-30-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-31-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-31-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-32-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-32-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-33-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-33-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-34-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-34-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-35-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-35-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-36-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-36-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-37-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-37-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-38-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-38-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-39-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-39-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-40-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-40-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-41-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-41-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-42-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-42-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-43-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-43-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-44-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-44-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-45-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-46-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-46-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-47-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-47-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-48-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-48-00001.npy
+    ####################################
+    ######### WEB HIGH QUALITY #########
+    # ~> C4 (138.4 GT)
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-000-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-001-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-002-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-003-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-004-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-005-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-006-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-007-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-008-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-009-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-010-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-011-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-012-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-013-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-014-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-015-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-016-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-017-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-018-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-019-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-020-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-021-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-022-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-023-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-024-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-025-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-026-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-027-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-028-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-029-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-030-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-031-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-032-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-033-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-034-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-035-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-036-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-037-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-038-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-039-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-040-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-041-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-042-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-043-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-044-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-045-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-046-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-047-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-048-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-049-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-050-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-051-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-052-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-053-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-054-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-055-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-056-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-057-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-058-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-059-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-060-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-061-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-062-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-063-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-064-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-065-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-066-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-067-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-068-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-069-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-070-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-071-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-072-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-073-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-074-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-075-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-076-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-077-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-078-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-079-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-080-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-081-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-082-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-083-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-084-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-085-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-086-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-087-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-088-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-089-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-090-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-091-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-092-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-093-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-094-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-095-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-096-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-097-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-098-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-099-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-100-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-101-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-102-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-103-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-104-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-105-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-106-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-107-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-108-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-109-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-110-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-111-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-112-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-113-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-114-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-115-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-116-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-117-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-118-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-119-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-120-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-121-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-122-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-123-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-124-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-125-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-126-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-127-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-128-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-129-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-130-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-131-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-132-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-133-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-134-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-135-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-136-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-137-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-138-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-139-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-140-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-141-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-142-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-143-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-144-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-145-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-146-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-147-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-148-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-149-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-150-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-151-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-152-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-153-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-154-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-155-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-156-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-157-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-158-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-159-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-160-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-161-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-162-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-163-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-164-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-165-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-166-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-167-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-168-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-169-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-170-00000.npy
+    # ~> REDDIT (79.9 GT)
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-00-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-01-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-02-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-03-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-04-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-05-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-06-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-07-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-08-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-09-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-10-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-11-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-12-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-13-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-14-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-15-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-16-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-17-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-18-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-19-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-20-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-21-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-22-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-23-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-24-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-25-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-26-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-27-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-28-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-29-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-30-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-31-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-32-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-33-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-34-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-35-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-36-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-37-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-38-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-39-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-40-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-41-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-42-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-43-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-44-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-45-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-46-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-47-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-48-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-49-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-50-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-51-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-52-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-53-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-54-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-55-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-56-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-57-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-58-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-59-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-60-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-61-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-62-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-63-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-64-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-65-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-66-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-67-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-68-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-69-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-70-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-71-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-72-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-73-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-74-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-75-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-76-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-77-00000.npy
+    # ~> FALCON (547.341 GT)
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-000-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-001-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-002-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-003-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-004-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-005-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-006-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-007-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-008-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-009-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-010-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-011-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-012-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-013-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-014-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-015-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-016-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-017-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-018-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-019-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-020-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-021-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-022-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-023-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-024-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-025-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-026-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-027-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-028-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-029-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-030-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-031-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-032-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-033-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-034-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-035-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-036-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-037-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-038-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-039-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-040-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-041-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-042-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-043-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-044-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-045-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-046-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-047-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-048-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-049-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-050-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-051-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-052-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-053-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-054-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-055-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-056-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-057-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-058-00000.npy
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+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-160-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-161-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-162-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-163-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-164-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-165-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-166-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-167-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-168-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-169-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-170-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-171-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-172-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-173-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-174-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-175-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-176-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-177-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-178-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-179-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-180-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-181-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-182-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-183-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-184-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-185-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-186-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-187-00000.npy
+    ####################################
+    ######### WEB REST #########
+    # ~> DOLMA CC HEAD 50% (178.4 GT)
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-000-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-001-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-002-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-003-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-004-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-005-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-006-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-006-00001.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-007-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-008-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-009-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-010-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-011-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-012-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-013-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-014-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-015-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-016-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-017-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-018-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-019-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-020-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-021-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-022-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-023-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-024-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-025-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-026-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-027-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-028-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-029-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-030-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-031-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-032-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-033-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-034-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-035-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-036-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-037-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-038-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-039-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-040-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-041-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-042-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-043-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-044-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-045-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-046-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-047-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-048-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-049-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-050-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-051-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-052-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-053-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-054-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-055-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-056-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-057-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-058-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-059-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-060-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-061-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-062-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-063-00000.npy
+    # ~> DOLMA CC MIDDLE 33% (242.05 GT)
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-000-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-001-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-002-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-003-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-004-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-005-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-006-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-007-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-008-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-009-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-010-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-011-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-012-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-013-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-014-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-015-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-016-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-017-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-018-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-019-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-020-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-021-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-022-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-023-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-024-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-025-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-026-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-027-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-028-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-029-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-030-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-031-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-032-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-033-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-034-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-035-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-036-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-037-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-038-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-039-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-040-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-041-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-042-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-043-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-044-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-045-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-046-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-047-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-048-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-049-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-050-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-051-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-052-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-053-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-054-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-055-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-056-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-057-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-058-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-059-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-060-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-061-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-062-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-063-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-064-00000.npy
+    # ~> DOLMA CC TAIL 33% (191.4 GT)
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-000-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-001-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-002-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-003-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-004-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-005-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-006-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-007-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-008-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-009-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-010-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-011-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-012-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-013-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-014-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-015-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-016-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-017-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-018-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-019-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-020-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-021-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-022-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-023-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-024-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-025-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-026-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-027-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-028-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-029-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-030-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-031-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-032-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-033-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-034-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-035-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-036-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-037-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-038-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-039-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-040-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-041-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-042-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-043-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-044-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-045-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-046-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-047-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-048-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-049-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-050-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-051-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-052-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-053-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-054-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-055-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-056-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-057-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-058-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-059-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-060-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-061-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-062-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-063-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-064-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-065-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-066-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-067-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-068-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-069-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-070-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-071-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-072-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-073-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-074-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-075-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-076-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-077-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-078-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-079-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-080-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-081-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-082-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-083-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-084-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-085-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-086-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-087-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-088-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-089-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-090-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-091-00000.npy
+    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-092-00000.npy
\ No newline at end of file

From 2c3e1e629a5803b97067a9990f90fef27b445112 Mon Sep 17 00:00:00 2001
From: Akshita Bhagia <akshita23bhagia@gmail.com>
Date: Thu, 13 Jun 2024 14:03:16 -0700
Subject: [PATCH 34/49] use newer configs

---
 scripts/beaker/llamaish1-normal.sh | 16 ++--------------
 scripts/beaker/llamaish7-normal.sh | 14 ++------------
 2 files changed, 4 insertions(+), 26 deletions(-)

diff --git a/scripts/beaker/llamaish1-normal.sh b/scripts/beaker/llamaish1-normal.sh
index 39c5e2486..7d9171d0f 100755
--- a/scripts/beaker/llamaish1-normal.sh
+++ b/scripts/beaker/llamaish1-normal.sh
@@ -14,7 +14,7 @@ shift
 # Warm HF cache
 mkdir -p /root/.cache
 pushd /root/.cache
-curl "https://storage.googleapis.com/dirkgr-public/huggingface_cache_v3.tar.gz" | tar --keep-newer-files -xzf -
+curl "https://storage.googleapis.com/hf-cache/huggingface_cache_v4.tar.gz" | tar --keep-newer-files -xzf -
 popd
 export HF_DATASETS_OFFLINE=1
 
@@ -35,30 +35,18 @@ torchrun \
   --node_rank=$BEAKER_REPLICA_RANK \
   --rdzv_conf="read_timeout=420" \
   scripts/train.py \
-  configs/llamaish1-weka.yaml \
+  configs/llamaish1-normal-weka.yaml \
     --run_name=$EXPERIMENT \
     --wandb.name=$EXPERIMENT \
     --wandb.group=$EXPERIMENT \
-    --model.flash_attention=true \
     --fsdp.wrapping_strategy=by_block_and_size \
     --fsdp.sharding_strategy=SHARD_GRAD_OP \
-    --gen1_gc_interval=1 \
     --save_folder=runs/ \
-    --activation_checkpointing=fine_grained \
-    --fused_loss=false \
     --device_train_microbatch_size=4 \
     --global_train_batch_size=512 \
     --save_interval=250 \
     --eval_interval=250 \
     --optimizer.metrics_log_interval=1 \
     --save_overwrite \
-    --model.init_fn=normal \
-    --model.init_std=0.02 \
-    --model.init_cutoff_factor=3 \
-    --model.clip_qkv=null \
     --save_num_checkpoints_to_keep=3 \
-    --scheduler.warmup_min_lr=0 \
-    --scheduler.grad_clip_warmup_steps=null \
-    --scheduler.units=tokens \
-    --scheduler.t_warmup=4194304000 \
     --load_path=s3://ai2-llm/checkpoints/OLMo-small/llamaish1-normal-shard/step2000
diff --git a/scripts/beaker/llamaish7-normal.sh b/scripts/beaker/llamaish7-normal.sh
index c86964ba2..19aea2e5e 100755
--- a/scripts/beaker/llamaish7-normal.sh
+++ b/scripts/beaker/llamaish7-normal.sh
@@ -14,7 +14,7 @@ shift
 # Warm HF cache
 mkdir -p /root/.cache
 pushd /root/.cache
-curl "https://storage.googleapis.com/dirkgr-public/huggingface_cache_v3.tar.gz" | tar --keep-newer-files -xzf -
+curl "https://storage.googleapis.com/hf-cache/huggingface_cache_v4.tar.gz" | tar --keep-newer-files -xzf -
 popd
 export HF_DATASETS_OFFLINE=1
 
@@ -34,30 +34,20 @@ torchrun \
   --node_rank=$BEAKER_REPLICA_RANK \
   --rdzv_conf="read_timeout=420" \
   scripts/train.py \
-  configs/llamaish7-s3.yaml \
+  configs/llamaish7-normal-s3.yaml \
     --run_name=$EXPERIMENT \
     --wandb.name=$EXPERIMENT \
     --wandb.group=$EXPERIMENT \
-    --model.flash_attention=true \
     --fsdp.wrapping_strategy=by_block_and_size \
     --fsdp.sharding_strategy=SHARD_GRAD_OP \
     --save_folder=runs/ \
     --activation_checkpointing=fine_grained \
-    --fused_loss=false \
     --device_train_microbatch_size=2 \
     --global_train_batch_size=1024 \
     --save_interval=250 \
     --eval_interval=250 \
     --optimizer.metrics_log_interval=1 \
     --save_overwrite \
-    --model.init_fn=normal \
-    --model.init_std=0.02 \
-    --model.init_cutoff_factor=3 \
-    --model.clip_qkv=null \
     --save_num_checkpoints_to_keep=3 \
-    --scheduler.warmup_min_lr=0 \
-    --scheduler.grad_clip_warmup_steps=null \
-    --scheduler.units=tokens \
-    --scheduler.t_warmup=8388608000 \
     --data.num_workers=64 \
     --load_path=s3://ai2-llm/checkpoints/OLMo-medium/llamaish7-normal/step2000

From fd3ff9305938a2431093824b07381987be3d0993 Mon Sep 17 00:00:00 2001
From: Akshita Bhagia <akshita23bhagia@gmail.com>
Date: Thu, 13 Jun 2024 14:05:09 -0700
Subject: [PATCH 35/49] add back the new evals

---
 configs/llamaish1-normal-s3.yaml   | 16 ++++++++--------
 configs/llamaish1-normal-weka.yaml | 16 ++++++++--------
 configs/llamaish7-normal-s3.yaml   | 16 ++++++++--------
 configs/llamaish7-normal-weka.yaml | 16 ++++++++--------
 4 files changed, 32 insertions(+), 32 deletions(-)

diff --git a/configs/llamaish1-normal-s3.yaml b/configs/llamaish1-normal-s3.yaml
index 90079cb37..3150b640b 100644
--- a/configs/llamaish1-normal-s3.yaml
+++ b/configs/llamaish1-normal-s3.yaml
@@ -218,17 +218,17 @@ evaluators:
   - label: mmlu_other_mc_5shot_test
     type: downstream
 
-  # - label: basic_arithmetic
-  #   type: downstream
+  - label: basic_arithmetic
+    type: downstream
 
-  # - label: trivia_qa_wiki_ppl
-  #   type: downstream
+  - label: trivia_qa_wiki_ppl
+    type: downstream
 
-  # - label: natural_qs_open_ppl
-  #   type: downstream
+  - label: natural_qs_open_ppl
+    type: downstream
 
-  # - label: arc_easy_ppl
-  #   type: downstream
+  - label: arc_easy_ppl
+    type: downstream
 
 data:
   pad_direction: right
diff --git a/configs/llamaish1-normal-weka.yaml b/configs/llamaish1-normal-weka.yaml
index a7636afa2..44325476e 100644
--- a/configs/llamaish1-normal-weka.yaml
+++ b/configs/llamaish1-normal-weka.yaml
@@ -218,17 +218,17 @@ evaluators:
   - label: mmlu_other_mc_5shot_test
     type: downstream
 
-  # - label: basic_arithmetic
-  #   type: downstream
+  - label: basic_arithmetic
+    type: downstream
 
-  # - label: trivia_qa_wiki_ppl
-  #   type: downstream
+  - label: trivia_qa_wiki_ppl
+    type: downstream
 
-  # - label: natural_qs_open_ppl
-  #   type: downstream
+  - label: natural_qs_open_ppl
+    type: downstream
 
-  # - label: arc_easy_ppl
-  #   type: downstream
+  - label: arc_easy_ppl
+    type: downstream
 
 data:
   pad_direction: right
diff --git a/configs/llamaish7-normal-s3.yaml b/configs/llamaish7-normal-s3.yaml
index b25c45233..b4222342c 100644
--- a/configs/llamaish7-normal-s3.yaml
+++ b/configs/llamaish7-normal-s3.yaml
@@ -216,17 +216,17 @@ evaluators:
   - label: mmlu_other_mc_5shot_test
     type: downstream
 
-  # - label: basic_arithmetic
-  #   type: downstream
+  - label: basic_arithmetic
+    type: downstream
 
-  # - label: trivia_qa_wiki_ppl
-  #   type: downstream
+  - label: trivia_qa_wiki_ppl
+    type: downstream
 
-  # - label: natural_qs_open_ppl
-  #   type: downstream
+  - label: natural_qs_open_ppl
+    type: downstream
 
-  # - label: arc_easy_ppl
-  #   type: downstream
+  - label: arc_easy_ppl
+    type: downstream
 
 data:
   pad_direction: right
diff --git a/configs/llamaish7-normal-weka.yaml b/configs/llamaish7-normal-weka.yaml
index 8cab367a4..50bdb534c 100644
--- a/configs/llamaish7-normal-weka.yaml
+++ b/configs/llamaish7-normal-weka.yaml
@@ -216,17 +216,17 @@ evaluators:
   - label: mmlu_other_mc_5shot_test
     type: downstream
 
-  # - label: basic_arithmetic
-  #   type: downstream
+  - label: basic_arithmetic
+    type: downstream
 
-  # - label: trivia_qa_wiki_ppl
-  #   type: downstream
+  - label: trivia_qa_wiki_ppl
+    type: downstream
 
-  # - label: natural_qs_open_ppl
-  #   type: downstream
+  - label: natural_qs_open_ppl
+    type: downstream
 
-  # - label: arc_easy_ppl
-  #   type: downstream
+  - label: arc_easy_ppl
+    type: downstream
 
 data:
   pad_direction: right

From 96c338c9ae1e673954cb94ce1fe16fc9cfbc6287 Mon Sep 17 00:00:00 2001
From: Akshita Bhagia <akshita23bhagia@gmail.com>
Date: Fri, 14 Jun 2024 11:50:30 -0700
Subject: [PATCH 36/49] weka fs

---
 configs/llamaish1-normal-weka.yaml        | 2066 ++++++++++-----------
 scripts/beaker/llamaish1-normal-launch.sh |    1 +
 scripts/beaker/llamaish1-normal.sh        |    3 +-
 3 files changed, 1036 insertions(+), 1034 deletions(-)

diff --git a/configs/llamaish1-normal-weka.yaml b/configs/llamaish1-normal-weka.yaml
index 44325476e..a763a8c43 100644
--- a/configs/llamaish1-normal-weka.yaml
+++ b/configs/llamaish1-normal-weka.yaml
@@ -245,1058 +245,1058 @@ data:
   paths:
     ######### NON WEB DATA #########
     # ~> GUTENBERG BOOKS (5.256 GT)
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/books/gpt-neox-olmo-dolma-v1_5/part-0-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/books/gpt-neox-olmo-dolma-v1_5/part-1-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/books/gpt-neox-olmo-dolma-v1_5/part-2-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/books/gpt-neox-olmo-dolma-v1_5/part-0-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/books/gpt-neox-olmo-dolma-v1_5/part-1-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/books/gpt-neox-olmo-dolma-v1_5/part-2-00000.npy
     # ~> PES2O STEM PAPERS (57.21 GT)
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-00-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-01-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-02-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-03-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-04-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-05-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-06-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-07-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-08-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-09-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-10-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-11-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-12-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-13-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-14-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-15-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-16-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-17-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-18-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-19-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-20-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-21-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-22-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-23-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-24-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-25-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-00-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-01-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-02-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-03-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-04-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-05-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-06-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-07-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-08-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-09-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-10-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-11-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-12-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-13-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-14-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-15-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-16-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-17-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-18-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-19-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-20-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-21-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-22-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-23-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-24-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-25-00000.npy
     # ~> WIKIPEDIA & WIKIBOOKS (3.689 GT), repeated twice to up-sample
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/wiki/gpt-neox-olmo-dolma-v1_5/part-0-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/wiki/gpt-neox-olmo-dolma-v1_5/part-1-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/wiki/gpt-neox-olmo-dolma-v1_5/part-0-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/wiki/gpt-neox-olmo-dolma-v1_5/part-1-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/wiki/gpt-neox-olmo-dolma-v1_5/part-0-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/wiki/gpt-neox-olmo-dolma-v1_5/part-1-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/wiki/gpt-neox-olmo-dolma-v1_5/part-0-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/wiki/gpt-neox-olmo-dolma-v1_5/part-1-00000.npy
     # MEGAWIKA v1 (4.6 GT)
-    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-00-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-01-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-01-00001.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-02-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-02-00001.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-03-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-03-00001.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-04-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-04-00001.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-05-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-05-00001.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-06-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-06-00001.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-07-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-07-00001.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-08-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-08-00001.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-09-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-09-00001.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-10-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-10-00001.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-11-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-11-00001.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-12-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-12-00001.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-13-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-13-00001.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-14-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-14-00001.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-15-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-16-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-16-00001.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-17-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-17-00001.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-18-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-18-00001.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-19-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-19-00001.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-20-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-20-00001.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-21-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-21-00001.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-22-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-22-00001.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-23-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-23-00001.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-23-00002.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-24-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-24-00001.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-25-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-25-00001.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-26-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-26-00001.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-27-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-27-00001.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-28-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-29-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-30-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-30-00001.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-31-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-31-00001.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-00-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-01-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-01-00001.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-02-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-02-00001.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-03-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-03-00001.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-04-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-04-00001.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-05-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-05-00001.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-06-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-06-00001.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-07-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-07-00001.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-08-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-08-00001.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-09-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-09-00001.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-10-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-10-00001.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-11-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-11-00001.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-12-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-12-00001.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-13-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-13-00001.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-14-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-14-00001.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-15-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-16-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-16-00001.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-17-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-17-00001.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-18-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-18-00001.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-19-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-19-00001.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-20-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-20-00001.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-21-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-21-00001.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-22-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-22-00001.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-23-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-23-00001.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-23-00002.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-24-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-24-00001.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-25-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-25-00001.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-26-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-26-00001.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-27-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-27-00001.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-28-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-29-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-30-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-30-00001.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-31-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-31-00001.npy
     # ~> REDPAJAMA STACK-EXCHANGE (19.63 GT)
-    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-00-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-01-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-02-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-03-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-04-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-05-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-06-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-07-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-08-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-09-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-10-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-11-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-12-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-13-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-14-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-15-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-16-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-17-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-18-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-19-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-20-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-21-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-22-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-23-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-24-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-25-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-00-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-01-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-02-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-03-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-04-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-05-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-06-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-07-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-08-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-09-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-10-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-11-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-12-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-13-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-14-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-15-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-16-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-17-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-18-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-19-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-20-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-21-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-22-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-23-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-24-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-25-00000.npy
     # ~> REDPAJAMA ARXIV (27.97 GT)
-    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-00-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-01-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-02-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-03-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-04-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-05-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-06-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-07-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-08-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-09-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-10-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-11-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-12-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-13-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-14-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-15-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-16-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-17-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-18-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-19-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-20-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-21-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-22-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-23-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-24-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-25-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-26-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-27-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-28-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-29-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-30-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-31-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-00-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-01-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-02-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-03-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-04-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-05-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-06-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-07-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-08-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-09-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-10-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-11-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-12-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-13-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-14-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-15-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-16-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-17-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-18-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-19-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-20-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-21-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-22-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-23-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-24-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-25-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-26-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-27-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-28-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-29-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-30-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-31-00000.npy
     # ~> PROOFPILE2 ALGEBRAIC STACK (12.623 GT)
-    - weka://oe-training-default/ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/gpt-neox-olmo-dolma-v1_5/part-00-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/gpt-neox-olmo-dolma-v1_5/part-01-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/gpt-neox-olmo-dolma-v1_5/part-02-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/gpt-neox-olmo-dolma-v1_5/part-03-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/gpt-neox-olmo-dolma-v1_5/part-04-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/gpt-neox-olmo-dolma-v1_5/part-05-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/gpt-neox-olmo-dolma-v1_5/part-06-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/gpt-neox-olmo-dolma-v1_5/part-07-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/gpt-neox-olmo-dolma-v1_5/part-08-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/gpt-neox-olmo-dolma-v1_5/part-09-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/gpt-neox-olmo-dolma-v1_5/part-10-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/gpt-neox-olmo-dolma-v1_5/part-11-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/gpt-neox-olmo-dolma-v1_5/part-12-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/gpt-neox-olmo-dolma-v1_5/part-13-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/gpt-neox-olmo-dolma-v1_5/part-14-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/gpt-neox-olmo-dolma-v1_5/part-15-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/gpt-neox-olmo-dolma-v1_5/part-00-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/gpt-neox-olmo-dolma-v1_5/part-01-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/gpt-neox-olmo-dolma-v1_5/part-02-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/gpt-neox-olmo-dolma-v1_5/part-03-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/gpt-neox-olmo-dolma-v1_5/part-04-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/gpt-neox-olmo-dolma-v1_5/part-05-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/gpt-neox-olmo-dolma-v1_5/part-06-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/gpt-neox-olmo-dolma-v1_5/part-07-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/gpt-neox-olmo-dolma-v1_5/part-08-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/gpt-neox-olmo-dolma-v1_5/part-09-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/gpt-neox-olmo-dolma-v1_5/part-10-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/gpt-neox-olmo-dolma-v1_5/part-11-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/gpt-neox-olmo-dolma-v1_5/part-12-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/gpt-neox-olmo-dolma-v1_5/part-13-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/gpt-neox-olmo-dolma-v1_5/part-14-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/gpt-neox-olmo-dolma-v1_5/part-15-00000.npy
     # ~> PROOFPILE2 OPENWEBMATH (12.734 GT)
-    - weka://oe-training-default/ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/open-web-math/train/gpt-neox-olmo-dolma-v1_5/part-00-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/open-web-math/train/gpt-neox-olmo-dolma-v1_5/part-01-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/open-web-math/train/gpt-neox-olmo-dolma-v1_5/part-02-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/open-web-math/train/gpt-neox-olmo-dolma-v1_5/part-03-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/open-web-math/train/gpt-neox-olmo-dolma-v1_5/part-04-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/open-web-math/train/gpt-neox-olmo-dolma-v1_5/part-05-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/open-web-math/train/gpt-neox-olmo-dolma-v1_5/part-06-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/open-web-math/train/gpt-neox-olmo-dolma-v1_5/part-07-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/open-web-math/train/gpt-neox-olmo-dolma-v1_5/part-08-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/open-web-math/train/gpt-neox-olmo-dolma-v1_5/part-09-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/open-web-math/train/gpt-neox-olmo-dolma-v1_5/part-10-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/open-web-math/train/gpt-neox-olmo-dolma-v1_5/part-11-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/open-web-math/train/gpt-neox-olmo-dolma-v1_5/part-12-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/open-web-math/train/gpt-neox-olmo-dolma-v1_5/part-00-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/open-web-math/train/gpt-neox-olmo-dolma-v1_5/part-01-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/open-web-math/train/gpt-neox-olmo-dolma-v1_5/part-02-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/open-web-math/train/gpt-neox-olmo-dolma-v1_5/part-03-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/open-web-math/train/gpt-neox-olmo-dolma-v1_5/part-04-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/open-web-math/train/gpt-neox-olmo-dolma-v1_5/part-05-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/open-web-math/train/gpt-neox-olmo-dolma-v1_5/part-06-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/open-web-math/train/gpt-neox-olmo-dolma-v1_5/part-07-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/open-web-math/train/gpt-neox-olmo-dolma-v1_5/part-08-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/open-web-math/train/gpt-neox-olmo-dolma-v1_5/part-09-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/open-web-math/train/gpt-neox-olmo-dolma-v1_5/part-10-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/open-web-math/train/gpt-neox-olmo-dolma-v1_5/part-11-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/open-web-math/train/gpt-neox-olmo-dolma-v1_5/part-12-00000.npy
     # ~> TULU FLAN V1 (16.5 G v2-decontaminated-60M-shots_all-upweight_1-dialog_true-sep_newline)
-    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-00-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-01-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-02-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-03-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-04-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-05-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-06-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-07-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-08-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-09-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-10-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-11-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-12-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-13-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-14-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-15-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-16-00000.npy
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+    - /weka/oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-31-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-32-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-33-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-34-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-35-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-36-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-37-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-38-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-39-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-40-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-41-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-42-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-43-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-44-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-45-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-46-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-47-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-48-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-49-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-50-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-51-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-52-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-53-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-54-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-55-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-56-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-57-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-58-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-59-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-60-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-61-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-62-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-63-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-64-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-65-00000.npy
     # ~> CC NEWS (14.3 GT)
-    - weka://oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-0-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-0-00001.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-0-00002.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-0-00003.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-1-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-1-00001.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-1-00002.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-1-00003.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-2-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-2-00001.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-2-00002.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-2-00003.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-3-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-3-00001.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-3-00002.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-3-00003.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-4-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-4-00001.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-4-00002.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-4-00003.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-5-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-5-00001.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-6-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-6-00001.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-6-00002.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-6-00003.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-7-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-7-00001.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-7-00002.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-7-00003.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-8-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-8-00001.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-8-00002.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-0-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-0-00001.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-0-00002.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-0-00003.npy
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+    - /weka/oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-1-00001.npy
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+    - /weka/oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-2-00000.npy
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+    - /weka/oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-2-00003.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-3-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-3-00001.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-3-00002.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-3-00003.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-4-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-4-00001.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-4-00002.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-4-00003.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-5-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-5-00001.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-6-00000.npy
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+    - /weka/oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-8-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-8-00001.npy
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     ####################################
     ######### CODE #########
     # ~> STARCODER (263.775 GT)
-    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-00-00000.npy
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-    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-01-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-02-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-03-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-03-00001.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-04-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-04-00001.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-05-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-05-00001.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-06-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-06-00001.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-07-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-07-00001.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-08-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-08-00001.npy
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     ####################################
     ######### WEB HIGH QUALITY #########
     # ~> C4 (138.4 GT)
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-    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-063-00000.npy
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+    - /weka/oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-100-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-101-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-102-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-103-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-104-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-105-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-106-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-107-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-108-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-109-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-110-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-111-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-112-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-113-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-114-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-115-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-116-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-117-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-118-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-119-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-120-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-121-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-122-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-123-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-124-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-125-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-126-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-127-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-128-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-129-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-130-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-131-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-132-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-133-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-134-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-135-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-136-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-137-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-138-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-139-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-140-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-141-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-142-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-143-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-144-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-145-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-146-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-147-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-148-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-149-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-150-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-151-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-152-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-153-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-154-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-155-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-156-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-157-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-158-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-159-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-160-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-161-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-162-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-163-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-164-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-165-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-166-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-167-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-168-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-169-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-170-00000.npy
     # ~> REDDIT (79.9 GT)
-    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-00-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-01-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-02-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-03-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-04-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-05-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-06-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-07-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-08-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-09-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-10-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-11-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-12-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-13-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-14-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-15-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-16-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-17-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-18-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-19-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-20-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-21-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-22-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-23-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-24-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-25-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-26-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-27-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-28-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-29-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-30-00000.npy
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+    - /weka/oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-65-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-66-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-67-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-68-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-69-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-70-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-71-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-72-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-73-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-74-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-75-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-76-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-77-00000.npy
     # ~> FALCON (547.341 GT)
-    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-000-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-001-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-002-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-003-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-004-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-005-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-006-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-007-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-008-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-009-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-010-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-011-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-012-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-013-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-014-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-015-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-016-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-017-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-018-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-019-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-020-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-021-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-022-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-023-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-024-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-025-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-026-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-027-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-028-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-029-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-030-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-031-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-032-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-033-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-034-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-035-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-036-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-037-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-038-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-039-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-040-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-041-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-042-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-043-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-044-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-045-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-046-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-047-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-048-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-049-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-050-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-051-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-052-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-053-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-054-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-055-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-056-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-057-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-058-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-059-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-060-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-061-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-062-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-063-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-064-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-065-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-066-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-067-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-068-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-069-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-070-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-071-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-072-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-073-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-074-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-075-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-076-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-077-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-078-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-079-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-080-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-081-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-082-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-083-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-084-00000.npy
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     ######### WEB REST #########
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+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-033-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-034-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-035-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-036-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-037-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-038-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-039-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-040-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-041-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-042-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-043-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-044-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-045-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-046-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-047-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-048-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-049-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-050-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-051-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-052-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-053-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-054-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-055-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-056-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-057-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-058-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-059-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-060-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-061-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-062-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-063-00000.npy
     # ~> DOLMA CC MIDDLE 33% (242.05 GT)
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-000-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-001-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-002-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-003-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-004-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-005-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-006-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-007-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-008-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-009-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-010-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-011-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-012-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-013-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-014-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-015-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-016-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-017-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-018-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-019-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-020-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-021-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-022-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-023-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-024-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-025-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-026-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-027-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-028-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-029-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-030-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-031-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-032-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-033-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-034-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-035-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-036-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-037-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-038-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-039-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-040-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-041-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-042-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-043-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-044-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-045-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-046-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-047-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-048-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-049-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-050-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-051-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-052-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-053-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-054-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-055-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-056-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-057-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-058-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-059-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-060-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-061-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-062-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-063-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-064-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-000-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-001-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-002-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-003-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-004-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-005-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-006-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-007-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-008-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-009-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-010-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-011-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-012-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-013-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-014-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-015-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-016-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-017-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-018-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-019-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-020-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-021-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-022-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-023-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-024-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-025-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-026-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-027-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-028-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-029-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-030-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-031-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-032-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-033-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-034-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-035-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-036-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-037-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-038-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-039-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-040-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-041-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-042-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-043-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-044-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-045-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-046-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-047-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-048-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-049-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-050-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-051-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-052-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-053-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-054-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-055-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-056-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-057-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-058-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-059-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-060-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-061-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-062-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-063-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-064-00000.npy
     # ~> DOLMA CC TAIL 33% (191.4 GT)
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-000-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-001-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-002-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-003-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-004-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-005-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-006-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-007-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-008-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-009-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-010-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-011-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-012-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-013-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-014-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-015-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-016-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-017-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-018-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-019-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-020-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-021-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-022-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-023-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-024-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-025-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-026-00000.npy
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+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-027-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-028-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-029-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-030-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-031-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-032-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-033-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-034-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-035-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-036-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-037-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-038-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-039-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-040-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-041-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-042-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-043-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-044-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-045-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-046-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-047-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-048-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-049-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-050-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-051-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-052-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-053-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-054-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-055-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-056-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-057-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-058-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-059-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-060-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-061-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-062-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-063-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-064-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-065-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-066-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-067-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-068-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-069-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-070-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-071-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-072-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-073-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-074-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-075-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-076-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-077-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-078-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-079-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-080-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-081-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-082-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-083-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-084-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-085-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-086-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-087-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-088-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-089-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-090-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-091-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-092-00000.npy
\ No newline at end of file
diff --git a/scripts/beaker/llamaish1-normal-launch.sh b/scripts/beaker/llamaish1-normal-launch.sh
index 04e5822ef..5388d34cd 100755
--- a/scripts/beaker/llamaish1-normal-launch.sh
+++ b/scripts/beaker/llamaish1-normal-launch.sh
@@ -18,6 +18,7 @@ gantry run \
   --host-networking \
   --budget ai2/oe-training \
   --no-nfs \
+  --weka oe-training-default:/weka/oe-training-default \
   --propagate-failure \
   --synchronized-start-timeout 20m \
   --env LOG_FILTER_TYPE=local_rank0_only \
diff --git a/scripts/beaker/llamaish1-normal.sh b/scripts/beaker/llamaish1-normal.sh
index 7d9171d0f..15d00a3b7 100755
--- a/scripts/beaker/llamaish1-normal.sh
+++ b/scripts/beaker/llamaish1-normal.sh
@@ -49,4 +49,5 @@ torchrun \
     --optimizer.metrics_log_interval=1 \
     --save_overwrite \
     --save_num_checkpoints_to_keep=3 \
-    --load_path=s3://ai2-llm/checkpoints/OLMo-small/llamaish1-normal-shard/step2000
+    '--load_path=${path.last_checkpoint:s3://ai2-llm/checkpoints/OLMo-small/llamaish1-normal-final/}'
+    #--load_path=s3://ai2-llm/checkpoints/OLMo-small/llamaish1-normal-shard/step2000

From 35b51ceb6db3c01f8fa27186f0b860416336b6ed Mon Sep 17 00:00:00 2001
From: Akshita Bhagia <akshita23bhagia@gmail.com>
Date: Fri, 14 Jun 2024 14:25:10 -0700
Subject: [PATCH 37/49] 7b with wekafs

---
 configs/llamaish7-normal-weka.yaml        | 2066 ++++++++++-----------
 scripts/beaker/llamaish7-normal-launch.sh |    1 +
 scripts/beaker/llamaish7-normal.sh        |    5 +-
 3 files changed, 1037 insertions(+), 1035 deletions(-)

diff --git a/configs/llamaish7-normal-weka.yaml b/configs/llamaish7-normal-weka.yaml
index 50bdb534c..a0bba0852 100644
--- a/configs/llamaish7-normal-weka.yaml
+++ b/configs/llamaish7-normal-weka.yaml
@@ -243,1058 +243,1058 @@ data:
   paths:
     ######### NON WEB DATA #########
     # ~> GUTENBERG BOOKS (5.256 GT)
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/books/gpt-neox-olmo-dolma-v1_5/part-0-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/books/gpt-neox-olmo-dolma-v1_5/part-1-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/books/gpt-neox-olmo-dolma-v1_5/part-2-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/books/gpt-neox-olmo-dolma-v1_5/part-0-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/books/gpt-neox-olmo-dolma-v1_5/part-1-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/books/gpt-neox-olmo-dolma-v1_5/part-2-00000.npy
     # ~> PES2O STEM PAPERS (57.21 GT)
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-00-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-01-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-02-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-03-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-04-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-05-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-06-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-07-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-08-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-09-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-10-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-11-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-12-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-13-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-14-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-15-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-16-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-17-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-18-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-19-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-20-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-21-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-22-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-23-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-24-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-25-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-00-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-01-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-02-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-03-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-04-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-05-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-06-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-07-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-08-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-09-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-10-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-11-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-12-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-13-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-14-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-15-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-16-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-17-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-18-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-19-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-20-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-21-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-22-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-23-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-24-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/pes2o/gpt-neox-olmo-dolma-v1_5/part-25-00000.npy
     # ~> WIKIPEDIA & WIKIBOOKS (3.689 GT), repeated twice to up-sample
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/wiki/gpt-neox-olmo-dolma-v1_5/part-0-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/wiki/gpt-neox-olmo-dolma-v1_5/part-1-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/wiki/gpt-neox-olmo-dolma-v1_5/part-0-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/wiki/gpt-neox-olmo-dolma-v1_5/part-1-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/wiki/gpt-neox-olmo-dolma-v1_5/part-0-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/wiki/gpt-neox-olmo-dolma-v1_5/part-1-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/wiki/gpt-neox-olmo-dolma-v1_5/part-0-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_6-decontaminated/wiki/gpt-neox-olmo-dolma-v1_5/part-1-00000.npy
     # MEGAWIKA v1 (4.6 GT)
-    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-00-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-01-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-01-00001.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-02-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-02-00001.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-03-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-03-00001.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-04-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-04-00001.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-05-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-05-00001.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-06-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-06-00001.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-07-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-07-00001.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-08-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-08-00001.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-09-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-09-00001.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-10-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-10-00001.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-11-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-11-00001.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-12-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-12-00001.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-13-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-13-00001.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-14-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-14-00001.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-15-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-16-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-16-00001.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-17-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-17-00001.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-18-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-18-00001.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-19-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-19-00001.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-20-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-20-00001.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-21-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-21-00001.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-22-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-22-00001.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-23-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-23-00001.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-23-00002.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-24-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-24-00001.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-25-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-25-00001.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-26-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-26-00001.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-27-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-27-00001.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-28-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-29-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-30-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-30-00001.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-31-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-31-00001.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-00-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-01-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-01-00001.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-02-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-02-00001.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-03-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-03-00001.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-04-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-04-00001.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-05-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-05-00001.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-06-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-06-00001.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-07-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-07-00001.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-08-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-08-00001.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-09-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-09-00001.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-10-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-10-00001.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-11-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-11-00001.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-12-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-12-00001.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-13-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-13-00001.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-14-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-14-00001.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-15-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-16-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-16-00001.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-17-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-17-00001.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-18-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-18-00001.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-19-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-19-00001.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-20-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-20-00001.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-21-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-21-00001.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-22-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-22-00001.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-23-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-23-00001.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-23-00002.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-24-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-24-00001.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-25-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-25-00001.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-26-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-26-00001.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-27-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-27-00001.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-28-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-29-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-30-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-30-00001.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-31-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/megawika/v1/gpt-neox-olmo-dolma-v1_5/part-31-00001.npy
     # ~> REDPAJAMA STACK-EXCHANGE (19.63 GT)
-    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-00-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-01-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-02-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-03-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-04-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-05-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-06-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-07-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-08-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-09-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-10-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-11-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-12-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-13-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-14-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-15-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-16-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-17-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-18-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-19-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-20-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-21-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-22-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-23-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-24-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-25-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-00-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-01-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-02-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-03-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-04-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-05-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-06-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-07-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-08-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-09-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-10-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-11-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-12-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-13-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-14-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-15-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-16-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-17-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-18-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-19-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-20-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-21-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-22-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-23-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-24-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/stackexchange/gpt-neox-olmo-dolma-v1_5/part-25-00000.npy
     # ~> REDPAJAMA ARXIV (27.97 GT)
-    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-00-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-01-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-02-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-03-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-04-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-05-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-06-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-07-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-08-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-09-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-10-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-11-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-12-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-13-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-14-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-15-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-16-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-17-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-18-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-19-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-20-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-21-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-22-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-23-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-24-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-25-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-26-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-27-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-28-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-29-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-30-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-31-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-00-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-01-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-02-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-03-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-04-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-05-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-06-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-07-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-08-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-09-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-10-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-11-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-12-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-13-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-14-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-15-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-16-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-17-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-18-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-19-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-20-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-21-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-22-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-23-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-24-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-25-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-26-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-27-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-28-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-29-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-30-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/redpajama_v1_decon_fix/arxiv/gpt-neox-olmo-dolma-v1_5/part-31-00000.npy
     # ~> PROOFPILE2 ALGEBRAIC STACK (12.623 GT)
-    - weka://oe-training-default/ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/gpt-neox-olmo-dolma-v1_5/part-00-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/gpt-neox-olmo-dolma-v1_5/part-01-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/gpt-neox-olmo-dolma-v1_5/part-02-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/gpt-neox-olmo-dolma-v1_5/part-03-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/gpt-neox-olmo-dolma-v1_5/part-04-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/gpt-neox-olmo-dolma-v1_5/part-05-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/gpt-neox-olmo-dolma-v1_5/part-06-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/gpt-neox-olmo-dolma-v1_5/part-07-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/gpt-neox-olmo-dolma-v1_5/part-08-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/gpt-neox-olmo-dolma-v1_5/part-09-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/gpt-neox-olmo-dolma-v1_5/part-10-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/gpt-neox-olmo-dolma-v1_5/part-11-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/gpt-neox-olmo-dolma-v1_5/part-12-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/gpt-neox-olmo-dolma-v1_5/part-13-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/gpt-neox-olmo-dolma-v1_5/part-14-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/gpt-neox-olmo-dolma-v1_5/part-15-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/gpt-neox-olmo-dolma-v1_5/part-00-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/gpt-neox-olmo-dolma-v1_5/part-01-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/gpt-neox-olmo-dolma-v1_5/part-02-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/gpt-neox-olmo-dolma-v1_5/part-03-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/gpt-neox-olmo-dolma-v1_5/part-04-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/gpt-neox-olmo-dolma-v1_5/part-05-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/gpt-neox-olmo-dolma-v1_5/part-06-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/gpt-neox-olmo-dolma-v1_5/part-07-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/gpt-neox-olmo-dolma-v1_5/part-08-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/gpt-neox-olmo-dolma-v1_5/part-09-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/gpt-neox-olmo-dolma-v1_5/part-10-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/gpt-neox-olmo-dolma-v1_5/part-11-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/gpt-neox-olmo-dolma-v1_5/part-12-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/gpt-neox-olmo-dolma-v1_5/part-13-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/gpt-neox-olmo-dolma-v1_5/part-14-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/gpt-neox-olmo-dolma-v1_5/part-15-00000.npy
     # ~> PROOFPILE2 OPENWEBMATH (12.734 GT)
-    - weka://oe-training-default/ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/open-web-math/train/gpt-neox-olmo-dolma-v1_5/part-00-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/open-web-math/train/gpt-neox-olmo-dolma-v1_5/part-01-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/open-web-math/train/gpt-neox-olmo-dolma-v1_5/part-02-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/open-web-math/train/gpt-neox-olmo-dolma-v1_5/part-03-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/open-web-math/train/gpt-neox-olmo-dolma-v1_5/part-04-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/open-web-math/train/gpt-neox-olmo-dolma-v1_5/part-05-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/open-web-math/train/gpt-neox-olmo-dolma-v1_5/part-06-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/open-web-math/train/gpt-neox-olmo-dolma-v1_5/part-07-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/open-web-math/train/gpt-neox-olmo-dolma-v1_5/part-08-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/open-web-math/train/gpt-neox-olmo-dolma-v1_5/part-09-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/open-web-math/train/gpt-neox-olmo-dolma-v1_5/part-10-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/open-web-math/train/gpt-neox-olmo-dolma-v1_5/part-11-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/open-web-math/train/gpt-neox-olmo-dolma-v1_5/part-12-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/open-web-math/train/gpt-neox-olmo-dolma-v1_5/part-00-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/open-web-math/train/gpt-neox-olmo-dolma-v1_5/part-01-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/open-web-math/train/gpt-neox-olmo-dolma-v1_5/part-02-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/open-web-math/train/gpt-neox-olmo-dolma-v1_5/part-03-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/open-web-math/train/gpt-neox-olmo-dolma-v1_5/part-04-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/open-web-math/train/gpt-neox-olmo-dolma-v1_5/part-05-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/open-web-math/train/gpt-neox-olmo-dolma-v1_5/part-06-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/open-web-math/train/gpt-neox-olmo-dolma-v1_5/part-07-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/open-web-math/train/gpt-neox-olmo-dolma-v1_5/part-08-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/open-web-math/train/gpt-neox-olmo-dolma-v1_5/part-09-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/open-web-math/train/gpt-neox-olmo-dolma-v1_5/part-10-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/open-web-math/train/gpt-neox-olmo-dolma-v1_5/part-11-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/proof-pile-2/v0_decontaminated/open-web-math/train/gpt-neox-olmo-dolma-v1_5/part-12-00000.npy
     # ~> TULU FLAN V1 (16.5 G v2-decontaminated-60M-shots_all-upweight_1-dialog_true-sep_newline)
-    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-00-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-01-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-02-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-03-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-04-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-05-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-06-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-07-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-08-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-09-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-10-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-11-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-12-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-13-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-14-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-15-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-16-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-17-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-18-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-19-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-20-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-21-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-22-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-23-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-24-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-25-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-26-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-27-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-28-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-29-00000.npy
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+    - /weka/oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-57-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-58-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-59-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-60-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-61-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-62-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-63-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-64-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/tulu_flan/v2-decontaminated-60M-shots_all-upweight_1-dialog_false-sep_newline/train/gpt-neox-olmo-dolma-v1_5/part-65-00000.npy
     # ~> CC NEWS (14.3 GT)
-    - weka://oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-0-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-0-00001.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-0-00002.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-0-00003.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-1-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-1-00001.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-1-00002.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-1-00003.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-2-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-2-00001.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-2-00002.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-2-00003.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-3-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-3-00001.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-3-00002.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-3-00003.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-4-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-4-00001.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-4-00002.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-4-00003.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-5-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-5-00001.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-6-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-6-00001.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-6-00002.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-6-00003.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-7-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-7-00001.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-7-00002.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-7-00003.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-8-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-8-00001.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-8-00002.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-0-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-0-00001.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-0-00002.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-0-00003.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-1-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-1-00001.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-1-00002.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-1-00003.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-2-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-2-00001.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-2-00002.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-2-00003.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-3-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-3-00001.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-3-00002.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-3-00003.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-4-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-4-00001.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-4-00002.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-4-00003.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-5-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-5-00001.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-6-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-6-00001.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-6-00002.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-6-00003.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-7-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-7-00001.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-7-00002.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-7-00003.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-8-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-8-00001.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/cc-news/v3/gpt-neox-olmo-dolma-v1_5/part-8-00002.npy
     ####################################
     ######### CODE #########
     # ~> STARCODER (263.775 GT)
-    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-00-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-00-00001.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-01-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-02-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-03-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-03-00001.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-04-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-04-00001.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-05-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-05-00001.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-06-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-06-00001.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-07-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-07-00001.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-08-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-08-00001.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-09-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-09-00001.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-10-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-10-00001.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-11-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-11-00001.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-12-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-12-00001.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-13-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-13-00001.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-14-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-14-00001.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-15-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-15-00001.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-16-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-16-00001.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-17-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-17-00001.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-18-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-18-00001.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-19-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-19-00001.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-20-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-20-00001.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-21-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-21-00001.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-22-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-22-00001.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-23-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-23-00001.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-24-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-24-00001.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-25-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-25-00001.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-26-00000.npy
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+    - /weka/oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-44-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-44-00001.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-45-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-46-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-46-00001.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-47-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-47-00001.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-48-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/starcoder/v0_decontaminated_doc_only/gpt-neox-olmo-dolma-v1_5/part-48-00001.npy
     ####################################
     ######### WEB HIGH QUALITY #########
     # ~> C4 (138.4 GT)
-    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-000-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-001-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-002-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-003-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-004-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-005-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-006-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-007-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-008-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-009-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-010-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-011-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-012-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-013-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-014-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-015-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-016-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-017-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-018-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-019-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-020-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-021-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-022-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-023-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-024-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-025-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-026-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-027-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-028-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-029-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-030-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-031-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-032-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-033-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-034-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-035-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-036-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-037-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-038-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-039-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-040-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-041-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-042-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-043-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-044-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-045-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-046-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-047-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-048-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-049-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-050-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-051-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-052-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-053-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-054-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-055-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-056-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-057-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-058-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-059-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-060-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-061-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-062-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-063-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-064-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-065-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-066-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-067-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-068-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-069-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-070-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-071-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-072-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-073-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-074-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-075-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-076-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-077-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-078-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-079-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-080-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-081-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-082-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-083-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-084-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-085-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-086-00000.npy
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-    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-088-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-089-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-090-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-091-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-092-00000.npy
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+    - /weka/oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-127-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-128-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-129-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-130-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-131-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-132-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-133-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-134-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-135-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-136-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-137-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-138-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-139-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-140-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-141-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-142-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-143-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-144-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-145-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-146-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-147-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-148-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-149-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-150-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-151-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-152-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-153-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-154-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-155-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-156-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-157-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-158-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-159-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-160-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-161-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-162-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-163-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-164-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-165-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-166-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-167-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-168-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-169-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/c4/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001-fix/gpt-neox-olmo-dolma-v1_5/part-170-00000.npy
     # ~> REDDIT (79.9 GT)
-    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-00-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-01-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-02-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-03-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-04-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-05-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-06-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-07-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-08-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-09-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-10-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-11-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-12-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-13-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-14-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-15-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-16-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-17-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-18-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-19-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-20-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-21-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-22-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-23-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-24-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-25-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-26-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-27-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-28-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-29-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-30-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-31-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-32-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-33-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-34-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-35-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-36-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-37-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-38-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-39-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-40-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-41-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-42-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-43-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-44-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-45-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-46-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-47-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-48-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-49-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-50-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-51-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-52-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-53-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-54-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-55-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-56-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-57-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-58-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-59-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-60-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-61-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-62-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-63-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-64-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-65-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-66-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-67-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-68-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-69-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-70-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-71-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-72-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-73-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-74-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-75-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-76-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-77-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-00-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-01-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-02-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-03-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-04-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-05-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-06-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-07-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-08-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-09-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-10-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-11-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-12-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-13-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-14-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-15-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-16-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-17-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-18-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-19-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-20-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-21-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-22-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-23-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-24-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-25-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-26-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-27-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-28-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-29-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-30-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-31-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-32-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-33-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-34-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-35-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-36-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-37-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-38-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-39-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-40-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-41-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-42-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-43-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-44-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-45-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-46-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-47-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-48-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-49-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-50-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-51-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-52-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-53-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-54-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-55-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-56-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-57-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-58-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-59-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-60-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-61-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-62-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-63-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-64-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-65-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-66-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-67-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-68-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-69-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-70-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-71-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-72-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-73-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-74-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-75-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-76-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/reddit/v5-dedupe-pii-nsfw-toxic-fuzzydd-length/gpt-neox-olmo-dolma-v1_5/part-77-00000.npy
     # ~> FALCON (547.341 GT)
-    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-000-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-001-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-002-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-003-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-004-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-005-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-006-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-007-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-008-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-009-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-010-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-011-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-012-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-013-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/falcon-refinedweb/v2-frac_005_100-qc_cc_multi_bin-paloma-rep-pii/gpt-neox-olmo-dolma-v1_5/part-014-00000.npy
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     ####################################
     ######### WEB REST #########
     # ~> DOLMA CC HEAD 50% (178.4 GT)
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+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-057-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-058-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-059-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-060-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-061-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-062-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_head/gpt-neox-olmo-dolma-v1_5/part-063-00000.npy
     # ~> DOLMA CC MIDDLE 33% (242.05 GT)
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-000-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-001-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-002-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-003-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-004-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-005-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-006-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-007-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-008-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-009-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-010-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-011-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-012-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-013-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-014-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-015-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-016-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-017-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-018-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-019-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-020-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-021-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-022-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-023-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-024-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-025-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-026-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-027-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-028-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-029-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-030-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-031-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-032-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-033-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-034-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-035-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-036-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-037-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-038-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-039-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-040-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-041-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-042-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-043-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-044-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-045-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-046-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-047-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-048-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-049-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-050-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-051-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-052-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-053-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-054-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-055-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-056-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-057-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-058-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-059-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-060-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-061-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-062-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-063-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-064-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-000-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-001-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-002-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-003-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-004-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-005-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-006-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-007-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-008-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-009-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-010-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-011-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-012-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-013-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-014-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-015-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-016-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-017-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-018-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-019-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-020-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-021-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-022-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-023-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-024-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-025-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-026-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-027-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-028-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-029-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-030-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-031-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-032-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-033-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-034-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-035-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-036-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-037-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-038-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-039-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-040-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-041-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-042-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-043-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-044-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-045-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-046-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-047-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-048-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-049-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-050-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-051-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-052-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-053-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-054-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-055-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-056-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-057-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-058-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-059-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-060-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-061-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-062-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-063-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_middle/gpt-neox-olmo-dolma-v1_5/part-064-00000.npy
     # ~> DOLMA CC TAIL 33% (191.4 GT)
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-000-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-001-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-002-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-003-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-004-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-005-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-006-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-007-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-008-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-009-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-010-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-011-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-012-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-013-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-014-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-015-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-016-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-017-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-018-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-019-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-020-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-021-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-022-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-023-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-024-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-025-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-026-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-027-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-028-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-029-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-030-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-031-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-032-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-033-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-034-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-035-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-036-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-037-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-038-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-039-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-040-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-041-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-042-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-043-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-044-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-045-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-046-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-047-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-048-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-049-00000.npy
-    - weka://oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-050-00000.npy
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+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-050-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-051-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-052-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-053-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-054-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-055-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-056-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-057-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-058-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-059-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-060-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-061-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-062-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-063-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-064-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-065-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-066-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-067-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-068-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-069-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-070-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-071-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-072-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-073-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-074-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-075-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-076-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-077-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-078-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-079-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-080-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-081-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-082-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-083-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-084-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-085-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-086-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-087-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-088-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-089-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-090-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-091-00000.npy
+    - /weka/oe-training-default/ai2-llm/preprocessed/olmo-mix/v1_7-dd_ngram_dp_030-qc_cc_en_bin_001/cc_en_tail/gpt-neox-olmo-dolma-v1_5/part-092-00000.npy
\ No newline at end of file
diff --git a/scripts/beaker/llamaish7-normal-launch.sh b/scripts/beaker/llamaish7-normal-launch.sh
index c8646527c..e97ed5e18 100755
--- a/scripts/beaker/llamaish7-normal-launch.sh
+++ b/scripts/beaker/llamaish7-normal-launch.sh
@@ -18,6 +18,7 @@ gantry run \
   --host-networking \
   --budget ai2/oe-training \
   --no-nfs \
+  --weka oe-training-default:/weka/oe-training-default \
   --propagate-failure \
   --synchronized-start-timeout 60m \
   --env LOG_FILTER_TYPE=local_rank0_only \
diff --git a/scripts/beaker/llamaish7-normal.sh b/scripts/beaker/llamaish7-normal.sh
index 19aea2e5e..874a1dd92 100755
--- a/scripts/beaker/llamaish7-normal.sh
+++ b/scripts/beaker/llamaish7-normal.sh
@@ -34,7 +34,7 @@ torchrun \
   --node_rank=$BEAKER_REPLICA_RANK \
   --rdzv_conf="read_timeout=420" \
   scripts/train.py \
-  configs/llamaish7-normal-s3.yaml \
+  configs/llamaish7-normal-weka.yaml \
     --run_name=$EXPERIMENT \
     --wandb.name=$EXPERIMENT \
     --wandb.group=$EXPERIMENT \
@@ -50,4 +50,5 @@ torchrun \
     --save_overwrite \
     --save_num_checkpoints_to_keep=3 \
     --data.num_workers=64 \
-    --load_path=s3://ai2-llm/checkpoints/OLMo-medium/llamaish7-normal/step2000
+    '--load_path=${path.last_checkpoint:s3://ai2-llm/checkpoints/OLMo-medium/llamaish7-normal-final/}'
+    #--load_path=s3://ai2-llm/checkpoints/OLMo-medium/llamaish7-normal/step2000

From 02b42f7af034aec4a642de30622abeb7564a6908 Mon Sep 17 00:00:00 2001
From: epwalsh <petew@allenai.org>
Date: Fri, 14 Jun 2024 14:02:41 -0700
Subject: [PATCH 38/49] Make olmo-core checkpointer more robust on weka

---
 olmo/checkpoint.py | 11 +++++++----
 1 file changed, 7 insertions(+), 4 deletions(-)

diff --git a/olmo/checkpoint.py b/olmo/checkpoint.py
index 1303e151b..a8f2266ad 100644
--- a/olmo/checkpoint.py
+++ b/olmo/checkpoint.py
@@ -565,6 +565,12 @@ def _temporary_wd(self, dir: PathOrStr) -> Generator[Path, None, None]:
             shutil.rmtree(checkpoint_dir_tmp, ignore_errors=True)
             checkpoint_dir_tmp.mkdir(exist_ok=True, parents=True)
 
+        # In the cases where we're using a shared NFS drive between ranks to save checkpoints,
+        # creating the temp directory from rank 0 might not be immediately
+        # realized in the file systems of the other ranks.
+        # So we wait here across all ranks until that tmp checkpoint directory is visible.
+        wait_for(lambda: checkpoint_dir_tmp.exists(), "Waiting for checkpoint directory", timeout=10.0)
+
         barrier()
 
         # Yield temporary directory for `.save_checkpoint()` to use.
@@ -1838,9 +1844,7 @@ def save_checkpoint(
 
         with self._temporary_wd(dir) as checkpoint_dir:
             log.info("Saving model and optim state...")
-            local_files_created = save_model_and_optim_state(
-                checkpoint_dir, fsdp_model, optim, save_overwrite=self.cfg.save_overwrite
-            )
+            local_files_created = save_model_and_optim_state(checkpoint_dir, fsdp_model, optim)
             if upload_to is not None:
                 for path in local_files_created:
                     path = Path(path)
@@ -1853,7 +1857,6 @@ def save_checkpoint(
                 checkpoint_dir,
                 f"train/rank{get_global_rank()}.pt",
                 trainer_state,
-                save_overwrite=self.cfg.save_overwrite,
                 upload_to=upload_to,
             )
 

From dbe1e1572655ba2024e189f32b25ad870b72e30e Mon Sep 17 00:00:00 2001
From: Akshita Bhagia <akshita23bhagia@gmail.com>
Date: Mon, 17 Jun 2024 22:56:27 -0700
Subject: [PATCH 39/49] spike debugging scripts

---
 .../beaker/debug/llamaish7-normal-launch.sh   | 41 ++++++++++++++
 scripts/beaker/debug/llamaish7-normal.sh      | 54 +++++++++++++++++++
 2 files changed, 95 insertions(+)
 create mode 100755 scripts/beaker/debug/llamaish7-normal-launch.sh
 create mode 100755 scripts/beaker/debug/llamaish7-normal.sh

diff --git a/scripts/beaker/debug/llamaish7-normal-launch.sh b/scripts/beaker/debug/llamaish7-normal-launch.sh
new file mode 100755
index 000000000..2120e34ab
--- /dev/null
+++ b/scripts/beaker/debug/llamaish7-normal-launch.sh
@@ -0,0 +1,41 @@
+#!/usr/bin/env bash
+
+set -ex
+
+NUM_NODES=32
+
+gantry run \
+  --workspace ai2/OLMo-training \
+  --task-name llamaish7-normal \
+  --description "OLMo medium - 7B - Llamaish Normal Spike Debug" \
+  --priority urgent \
+  --preemptible \
+  --beaker-image petew/olmo-torch23-gantry \
+  --cluster ai2/jupiter-cirrascale-2 \
+  --gpus 8 \
+  --replicas "${NUM_NODES}" \
+  --leader-selection \
+  --host-networking \
+  --budget ai2/oe-training \
+  --no-nfs \
+  --weka oe-training-default:/weka/oe-training-default \
+  --propagate-failure \
+  --synchronized-start-timeout 60m \
+  --env LOG_FILTER_TYPE=local_rank0_only \
+  --env OMP_NUM_THREADS=8 \
+  --env OLMO_TASK=model \
+  --env-secret WANDB_API_KEY=AKSHITAB_WANDB_API_KEY \
+  --env-secret AWS_ACCESS_KEY_ID=AKSHITAB_AWS_ACCESS_KEY_ID \
+  --env-secret AWS_SECRET_ACCESS_KEY=AKSHITAB_AWS_SECRET_ACCESS_KEY \
+  --env R2_PROFILE=R2 \
+  --env S3_PROFILE=S3 \
+  --env WEKA_PROFILE=WEKA \
+  --env-secret AWS_CONFIG=PETEW_AWS_CONFIG \
+  --env-secret AWS_CREDENTIALS=PETEW_AWS_CREDENTIALS \
+  --env-secret R2_ENDPOINT_URL=R2_ENDPOINT_URL \
+  --env-secret WEKA_ENDPOINT_URL=WEKA_ENDPOINT_URL \
+  --shared-memory 10GiB \
+  --venv base \
+  --yes \
+  --timeout=-1 \
+  -- /bin/bash -c "scripts/beaker/debug/llamaish7-normal.sh \$BEAKER_LEADER_REPLICA_HOSTNAME ${NUM_NODES} \$BEAKER_REPLICA_RANK"
diff --git a/scripts/beaker/debug/llamaish7-normal.sh b/scripts/beaker/debug/llamaish7-normal.sh
new file mode 100755
index 000000000..456474aa2
--- /dev/null
+++ b/scripts/beaker/debug/llamaish7-normal.sh
@@ -0,0 +1,54 @@
+#!/usr/bin/env bash
+set -exuo pipefail
+IFS=$'\n\t'
+
+BEAKER_LEADER_REPLICA_HOSTNAME=$1
+shift
+
+NUM_NODES=$1
+shift
+
+BEAKER_REPLICA_RANK=$1
+shift
+
+# Warm HF cache
+mkdir -p /root/.cache
+pushd /root/.cache
+curl "https://storage.googleapis.com/hf-cache/huggingface_cache_v4.tar.gz" | tar --keep-newer-files -xzf -
+popd
+export HF_DATASETS_OFFLINE=1
+
+# Move AWS credentials from env to relevant files
+mkdir -p ~/.aws
+printenv AWS_CONFIG > ~/.aws/config
+printenv AWS_CREDENTIALS > ~/.aws/credentials
+
+export EXPERIMENT=llamaish7-normal-final-spike-rerun-1
+
+torchrun \
+  --nnodes ${NUM_NODES}:${NUM_NODES} \
+  --nproc-per-node 8 \
+  --rdzv_id=12347 \
+  --rdzv_backend=static \
+  --rdzv_endpoint=$BEAKER_LEADER_REPLICA_HOSTNAME:29400 \
+  --node_rank=$BEAKER_REPLICA_RANK \
+  --rdzv_conf="read_timeout=420" \
+  scripts/train.py \
+  configs/llamaish7-normal-weka.yaml \
+    --run_name=$EXPERIMENT \
+    --wandb.name=$EXPERIMENT \
+    --wandb.group=$EXPERIMENT \
+    --fsdp.wrapping_strategy=by_block_and_size \
+    --fsdp.sharding_strategy=SHARD_GRAD_OP \
+    --save_folder=runs/ \
+    --activation_checkpointing=fine_grained \
+    --device_train_microbatch_size=2 \
+    --global_train_batch_size=1024 \
+    --save_interval=250 \
+    --eval_interval=250 \
+    --optimizer.metrics_log_interval=1 \
+    --save_overwrite \
+    --save_num_checkpoints_to_keep=3 \
+    --data.num_workers=64 \
+    --load_path=s3://ai2-llm/checkpoints/OLMo-medium/llamaish7-normal-final/step96750
+    # '--load_path=${path.last_checkpoint:s3://ai2-llm/checkpoints/OLMo-medium/llamaish7-normal-final/}'

From 7b47d8b6a7c0d5b0967268ecec370a1ccd4893cd Mon Sep 17 00:00:00 2001
From: Akshita Bhagia <akshita23bhagia@gmail.com>
Date: Mon, 17 Jun 2024 22:57:45 -0700
Subject: [PATCH 40/49] remove line

---
 scripts/beaker/debug/llamaish7-normal.sh | 1 -
 1 file changed, 1 deletion(-)

diff --git a/scripts/beaker/debug/llamaish7-normal.sh b/scripts/beaker/debug/llamaish7-normal.sh
index 456474aa2..433a57382 100755
--- a/scripts/beaker/debug/llamaish7-normal.sh
+++ b/scripts/beaker/debug/llamaish7-normal.sh
@@ -51,4 +51,3 @@ torchrun \
     --save_num_checkpoints_to_keep=3 \
     --data.num_workers=64 \
     --load_path=s3://ai2-llm/checkpoints/OLMo-medium/llamaish7-normal-final/step96750
-    # '--load_path=${path.last_checkpoint:s3://ai2-llm/checkpoints/OLMo-medium/llamaish7-normal-final/}'

From 6853be8b16e4cf8e5897eca25e4f9b3917b8fdc0 Mon Sep 17 00:00:00 2001
From: Akshita Bhagia <akshita23bhagia@gmail.com>
Date: Tue, 18 Jun 2024 11:49:43 -0700
Subject: [PATCH 41/49] rerun but skip the problematic batch

---
 scripts/beaker/debug/llamaish7-normal-launch.sh | 2 +-
 scripts/beaker/debug/llamaish7-normal.sh        | 3 ++-
 2 files changed, 3 insertions(+), 2 deletions(-)

diff --git a/scripts/beaker/debug/llamaish7-normal-launch.sh b/scripts/beaker/debug/llamaish7-normal-launch.sh
index 2120e34ab..482162327 100755
--- a/scripts/beaker/debug/llamaish7-normal-launch.sh
+++ b/scripts/beaker/debug/llamaish7-normal-launch.sh
@@ -6,7 +6,7 @@ NUM_NODES=32
 
 gantry run \
   --workspace ai2/OLMo-training \
-  --task-name llamaish7-normal \
+  --task-name llamaish7-normal-spike-debug \
   --description "OLMo medium - 7B - Llamaish Normal Spike Debug" \
   --priority urgent \
   --preemptible \
diff --git a/scripts/beaker/debug/llamaish7-normal.sh b/scripts/beaker/debug/llamaish7-normal.sh
index 433a57382..c2433b975 100755
--- a/scripts/beaker/debug/llamaish7-normal.sh
+++ b/scripts/beaker/debug/llamaish7-normal.sh
@@ -23,7 +23,7 @@ mkdir -p ~/.aws
 printenv AWS_CONFIG > ~/.aws/config
 printenv AWS_CREDENTIALS > ~/.aws/credentials
 
-export EXPERIMENT=llamaish7-normal-final-spike-rerun-1
+export EXPERIMENT=llamaish7-normal-final-spike-rerun-2
 
 torchrun \
   --nnodes ${NUM_NODES}:${NUM_NODES} \
@@ -50,4 +50,5 @@ torchrun \
     --save_overwrite \
     --save_num_checkpoints_to_keep=3 \
     --data.num_workers=64 \
+    --fast_forward_batches=1 \
     --load_path=s3://ai2-llm/checkpoints/OLMo-medium/llamaish7-normal-final/step96750

From 9ab633b2bdd71c97ea6b0e446354916e428e9494 Mon Sep 17 00:00:00 2001
From: Akshita Bhagia <akshita23bhagia@gmail.com>
Date: Tue, 18 Jun 2024 15:20:53 -0700
Subject: [PATCH 42/49] more nodes

---
 scripts/beaker/llamaish7-normal-launch.sh | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/scripts/beaker/llamaish7-normal-launch.sh b/scripts/beaker/llamaish7-normal-launch.sh
index e97ed5e18..093beeaaa 100755
--- a/scripts/beaker/llamaish7-normal-launch.sh
+++ b/scripts/beaker/llamaish7-normal-launch.sh
@@ -2,7 +2,7 @@
 
 set -ex
 
-NUM_NODES=32
+NUM_NODES=64
 
 gantry run \
   --workspace ai2/OLMo-training \

From 56e6c322d01e34a56f063a9e5d3ef84966295cab Mon Sep 17 00:00:00 2001
From: Akshita Bhagia <akshita23bhagia@gmail.com>
Date: Tue, 18 Jun 2024 16:07:18 -0700
Subject: [PATCH 43/49] add nccl ib env var

---
 scripts/beaker/llamaish7-normal.sh | 1 +
 1 file changed, 1 insertion(+)

diff --git a/scripts/beaker/llamaish7-normal.sh b/scripts/beaker/llamaish7-normal.sh
index 874a1dd92..dd0d0ff76 100755
--- a/scripts/beaker/llamaish7-normal.sh
+++ b/scripts/beaker/llamaish7-normal.sh
@@ -24,6 +24,7 @@ printenv AWS_CONFIG > ~/.aws/config
 printenv AWS_CREDENTIALS > ~/.aws/credentials
 
 export EXPERIMENT=llamaish7-normal-final
+export NCCL_IB_HCA=^mlx5_bond
 
 torchrun \
   --nnodes ${NUM_NODES}:${NUM_NODES} \

From 8c7a35a4ca224eae9b2ad914d07da3b84101604a Mon Sep 17 00:00:00 2001
From: Akshita Bhagia <akshita23bhagia@gmail.com>
Date: Tue, 18 Jun 2024 16:29:18 -0700
Subject: [PATCH 44/49] reduce num workers?

---
 scripts/beaker/llamaish7-normal.sh | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/scripts/beaker/llamaish7-normal.sh b/scripts/beaker/llamaish7-normal.sh
index dd0d0ff76..45c63c436 100755
--- a/scripts/beaker/llamaish7-normal.sh
+++ b/scripts/beaker/llamaish7-normal.sh
@@ -24,7 +24,7 @@ printenv AWS_CONFIG > ~/.aws/config
 printenv AWS_CREDENTIALS > ~/.aws/credentials
 
 export EXPERIMENT=llamaish7-normal-final
-export NCCL_IB_HCA=^mlx5_bond
+# export NCCL_IB_HCA=^mlx5_bond
 
 torchrun \
   --nnodes ${NUM_NODES}:${NUM_NODES} \
@@ -50,6 +50,6 @@ torchrun \
     --optimizer.metrics_log_interval=1 \
     --save_overwrite \
     --save_num_checkpoints_to_keep=3 \
-    --data.num_workers=64 \
+    --data.num_workers=32 \
     '--load_path=${path.last_checkpoint:s3://ai2-llm/checkpoints/OLMo-medium/llamaish7-normal-final/}'
     #--load_path=s3://ai2-llm/checkpoints/OLMo-medium/llamaish7-normal/step2000

From 28bb49316ae9c5625def61036d8f7b5baf822e36 Mon Sep 17 00:00:00 2001
From: Akshita Bhagia <akshita23bhagia@gmail.com>
Date: Wed, 19 Jun 2024 09:31:57 -0700
Subject: [PATCH 45/49] 256 nodes

---
 scripts/beaker/llamaish7-normal-launch.sh | 2 +-
 scripts/beaker/llamaish7-normal.sh        | 3 ++-
 2 files changed, 3 insertions(+), 2 deletions(-)

diff --git a/scripts/beaker/llamaish7-normal-launch.sh b/scripts/beaker/llamaish7-normal-launch.sh
index 093beeaaa..e97ed5e18 100755
--- a/scripts/beaker/llamaish7-normal-launch.sh
+++ b/scripts/beaker/llamaish7-normal-launch.sh
@@ -2,7 +2,7 @@
 
 set -ex
 
-NUM_NODES=64
+NUM_NODES=32
 
 gantry run \
   --workspace ai2/OLMo-training \
diff --git a/scripts/beaker/llamaish7-normal.sh b/scripts/beaker/llamaish7-normal.sh
index 45c63c436..31dbaa279 100755
--- a/scripts/beaker/llamaish7-normal.sh
+++ b/scripts/beaker/llamaish7-normal.sh
@@ -25,6 +25,7 @@ printenv AWS_CREDENTIALS > ~/.aws/credentials
 
 export EXPERIMENT=llamaish7-normal-final
 # export NCCL_IB_HCA=^mlx5_bond
+export NCCL_DEBUG=TRACE
 
 torchrun \
   --nnodes ${NUM_NODES}:${NUM_NODES} \
@@ -50,6 +51,6 @@ torchrun \
     --optimizer.metrics_log_interval=1 \
     --save_overwrite \
     --save_num_checkpoints_to_keep=3 \
-    --data.num_workers=32 \
+    --data.num_workers=64 \
     '--load_path=${path.last_checkpoint:s3://ai2-llm/checkpoints/OLMo-medium/llamaish7-normal-final/}'
     #--load_path=s3://ai2-llm/checkpoints/OLMo-medium/llamaish7-normal/step2000

From 7ed76d4ef351517488352bec88018885afb0ef23 Mon Sep 17 00:00:00 2001
From: Akshita Bhagia <akshita23bhagia@gmail.com>
Date: Fri, 21 Jun 2024 13:33:03 -0700
Subject: [PATCH 46/49] 128 nodes

---
 scripts/beaker/llamaish7-normal-launch.sh | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/scripts/beaker/llamaish7-normal-launch.sh b/scripts/beaker/llamaish7-normal-launch.sh
index e97ed5e18..43a2aa042 100755
--- a/scripts/beaker/llamaish7-normal-launch.sh
+++ b/scripts/beaker/llamaish7-normal-launch.sh
@@ -2,7 +2,7 @@
 
 set -ex
 
-NUM_NODES=32
+NUM_NODES=16
 
 gantry run \
   --workspace ai2/OLMo-training \

From 283a7754c9e5693dd2f16164a510cbf56a9d04eb Mon Sep 17 00:00:00 2001
From: Akshita Bhagia <akshita23bhagia@gmail.com>
Date: Fri, 21 Jun 2024 14:08:03 -0700
Subject: [PATCH 47/49] back to 256

---
 scripts/beaker/llamaish7-normal-launch.sh | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/scripts/beaker/llamaish7-normal-launch.sh b/scripts/beaker/llamaish7-normal-launch.sh
index 43a2aa042..e97ed5e18 100755
--- a/scripts/beaker/llamaish7-normal-launch.sh
+++ b/scripts/beaker/llamaish7-normal-launch.sh
@@ -2,7 +2,7 @@
 
 set -ex
 
-NUM_NODES=16
+NUM_NODES=32
 
 gantry run \
   --workspace ai2/OLMo-training \

From ca7f6968b4b2448c5f18aa34b833b56258bf7b12 Mon Sep 17 00:00:00 2001
From: Dirk Groeneveld <dirkg@allenai.org>
Date: Fri, 21 Jun 2024 19:49:39 -0700
Subject: [PATCH 48/49] Fewer nodes

---
 scripts/beaker/llamaish7-normal-launch.sh | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/scripts/beaker/llamaish7-normal-launch.sh b/scripts/beaker/llamaish7-normal-launch.sh
index e97ed5e18..43a2aa042 100755
--- a/scripts/beaker/llamaish7-normal-launch.sh
+++ b/scripts/beaker/llamaish7-normal-launch.sh
@@ -2,7 +2,7 @@
 
 set -ex
 
-NUM_NODES=32
+NUM_NODES=16
 
 gantry run \
   --workspace ai2/OLMo-training \

From 914a2b562d678ad775593ebb1fcfe942782384ad Mon Sep 17 00:00:00 2001
From: Dirk Groeneveld <dirkg@allenai.org>
Date: Fri, 21 Jun 2024 19:49:48 -0700
Subject: [PATCH 49/49] NCCL env var to try

---
 scripts/beaker/llamaish7-normal.sh | 1 +
 1 file changed, 1 insertion(+)

diff --git a/scripts/beaker/llamaish7-normal.sh b/scripts/beaker/llamaish7-normal.sh
index 31dbaa279..61caededa 100755
--- a/scripts/beaker/llamaish7-normal.sh
+++ b/scripts/beaker/llamaish7-normal.sh
@@ -26,6 +26,7 @@ printenv AWS_CREDENTIALS > ~/.aws/credentials
 export EXPERIMENT=llamaish7-normal-final
 # export NCCL_IB_HCA=^mlx5_bond
 export NCCL_DEBUG=TRACE
+export NCCL_IB_HCA=mlx5_0:1,mlx5_1:1,mlx5_2:1,mlx5_3:1,mlx5_4:1,mlx5_5:1,mlx5_6:1,mlx5_7:1
 
 torchrun \
   --nnodes ${NUM_NODES}:${NUM_NODES} \