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| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -0,0 +1,145 @@ | ||
| run_name: OLMoE | ||
| seed: 6198 | ||
| dry_run: false | ||
|
|
||
| wandb: | ||
| name: ${run_name} | ||
| project: olmoe | ||
| group: null | ||
|
|
||
| model: | ||
| d_model: 512 | ||
| n_heads: 8 | ||
| n_layers: 10 | ||
| mlp_ratio: 4 # 4 vs 8 (for swiglu) | ||
| weight_tying: true | ||
| alibi: false | ||
| rope: true | ||
| flash_attention: true | ||
| attention_dropout: 0.0 | ||
| attention_layer_norm: false | ||
| multi_query_attention: false | ||
| include_bias: false | ||
| block_type: moe | ||
| layer_norm_type: default | ||
| layer_norm_with_affine: false | ||
| bias_for_layer_norm: false | ||
| attention_layer_norm_with_affine: false | ||
| activation_type: gelu # gelu vs swiglu | ||
| residual_dropout: 0.0 | ||
| embedding_dropout: 0.0 | ||
| max_sequence_length: 2048 | ||
| vocab_size: 50280 | ||
| embedding_size: 50304 | ||
| eos_token_id: 50279 | ||
| pad_token_id: 1 | ||
| init_device: meta | ||
| init_fn: normal # mitchell vs normal | ||
|
|
||
| compile: null # causes instability on AMD GPUs | ||
|
|
||
| optimizer: | ||
| name: adamw | ||
| learning_rate: 4.0e-4 | ||
| weight_decay: 0.1 | ||
| betas: | ||
| - 0.9 | ||
| - 0.95 | ||
| metrics_log_interval: 10 | ||
|
|
||
| scheduler: | ||
| name: cosine_with_warmup | ||
| t_warmup: 2000 | ||
| alpha_f: 0.1 | ||
|
|
||
| tokenizer: | ||
| identifier: tokenizers/allenai_eleuther-ai-gpt-neox-20b-pii-special.json | ||
| truncate_direction: right | ||
|
|
||
| save_folder: /data/niklas/olmoe | ||
| save_overwrite: false | ||
| # Sharded checkpoints (best for restarts) | ||
| save_interval: 1000 | ||
| save_num_checkpoints_to_keep: 9 | ||
| # Unsharded checkpoints (for final storage) | ||
| save_interval_unsharded: 10000 | ||
| save_num_unsharded_checkpoints_to_keep: -1 | ||
|
|
||
| load_path: null | ||
|
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| max_duration: 10e9T # 10B tokens | ||
| global_train_batch_size: 2048 | ||
| device_train_microbatch_size: 8 | ||
|
|
||
| precision: amp_bf16 | ||
|
|
||
| fsdp: | ||
| wrapping_strategy: null | ||
| precision: mixed | ||
|
|
||
| max_grad_norm: 1.0 | ||
| max_grad_norm_ratio: null | ||
|
|
||
| speed_monitor: | ||
| window_size: 20 | ||
|
|
||
| eval_interval: ${save_interval} | ||
| eval_subset_num_batches: -1 | ||
| device_eval_batch_size: ${device_train_microbatch_size} | ||
| evaluators: | ||
| # lump all the small datasets together (we still get separate metrics). | ||
| - label: v3-small-ppl-validation | ||
| data: | ||
| num_workers: 0 | ||
| drop_last: true | ||
| datasets: | ||
| v3-small-c4_en-validation: | ||
| - https://olmo-data.org/eval-data/perplexity/v3_small_gptneox20b/c4_en/val/part-0-00000.npy | ||
| v3-small-dolma_books-validation: | ||
| - https://olmo-data.org/eval-data/perplexity/v3_small_gptneox20b/dolma_books/val/part-0-00000.npy | ||
| v3-small-dolma_common-crawl-validation: | ||
| - https://olmo-data.org/eval-data/perplexity/v3_small_gptneox20b/dolma_common-crawl/val/part-0-00000.npy | ||
| v3-small-dolma_pes2o-validation: | ||
| - https://olmo-data.org/eval-data/perplexity/v3_small_gptneox20b/dolma_pes2o/val/part-0-00000.npy | ||
| v3-small-dolma_reddit-validation: | ||
| - https://olmo-data.org/eval-data/perplexity/v3_small_gptneox20b/dolma_reddit/val/part-0-00000.npy | ||
| v3-small-dolma_stack-validation: | ||
| - https://olmo-data.org/eval-data/perplexity/v3_small_gptneox20b/dolma_stack/val/part-0-00000.npy | ||
| v3-small-dolma_wiki-validation: | ||
| - https://olmo-data.org/eval-data/perplexity/v3_small_gptneox20b/dolma_wiki/val/part-0-00000.npy | ||
| v3-small-ice-validation: | ||
| - https://olmo-data.org/eval-data/perplexity/v3_small_gptneox20b/ice/val/part-0-00000.npy | ||
| v3-small-m2d2_s2orc-validation: | ||
| - https://olmo-data.org/eval-data/perplexity/v3_small_gptneox20b/m2d2_s2orc/val/part-0-00000.npy | ||
| v3-small-pile-validation: | ||
| - https://olmo-data.org/eval-data/perplexity/v3_small_gptneox20b/pile/val/part-0-00000.npy | ||
| v3-small-wikitext_103-validation: | ||
| - https://olmo-data.org/eval-data/perplexity/v3_small_gptneox20b/wikitext_103/val/part-0-00000.npy | ||
|
|
||
| data: | ||
| pad_direction: right | ||
| num_workers: 0 | ||
| drop_last: true | ||
| pin_memory: true | ||
| prefetch_factor: 16 | ||
| persistent_workers: true | ||
| timeout: 0 | ||
| paths: | ||
| - https://olmo-data.org/preprocessed/olmo-mix/v1_5/gpt-neox-20b-pii-special/part-000-00000.npy | ||
| - https://olmo-data.org/preprocessed/olmo-mix/v1_5/gpt-neox-20b-pii-special/part-000-00001.npy | ||
| - https://olmo-data.org/preprocessed/olmo-mix/v1_5/gpt-neox-20b-pii-special/part-001-00000.npy | ||
| - https://olmo-data.org/preprocessed/olmo-mix/v1_5/gpt-neox-20b-pii-special/part-002-00000.npy | ||
| - https://olmo-data.org/preprocessed/olmo-mix/v1_5/gpt-neox-20b-pii-special/part-003-00000.npy | ||
| - https://olmo-data.org/preprocessed/olmo-mix/v1_5/gpt-neox-20b-pii-special/part-004-00000.npy | ||
| - https://olmo-data.org/preprocessed/olmo-mix/v1_5/gpt-neox-20b-pii-special/part-004-00001.npy | ||
| - https://olmo-data.org/preprocessed/olmo-mix/v1_5/gpt-neox-20b-pii-special/part-005-00000.npy | ||
| - https://olmo-data.org/preprocessed/olmo-mix/v1_5/gpt-neox-20b-pii-special/part-005-00001.npy | ||
| - https://olmo-data.org/preprocessed/olmo-mix/v1_5/gpt-neox-20b-pii-special/part-006-00000.npy | ||
| - https://olmo-data.org/preprocessed/olmo-mix/v1_5/gpt-neox-20b-pii-special/part-006-00001.npy | ||
| - https://olmo-data.org/preprocessed/olmo-mix/v1_5/gpt-neox-20b-pii-special/part-007-00000.npy | ||
| - https://olmo-data.org/preprocessed/olmo-mix/v1_5/gpt-neox-20b-pii-special/part-008-00000.npy | ||
| - https://olmo-data.org/preprocessed/olmo-mix/v1_5/gpt-neox-20b-pii-special/part-008-00001.npy | ||
| - https://olmo-data.org/preprocessed/olmo-mix/v1_5/gpt-neox-20b-pii-special/part-009-00000.npy | ||
| - https://olmo-data.org/preprocessed/olmo-mix/v1_5/gpt-neox-20b-pii-special/part-009-00001.npy | ||
| - https://olmo-data.org/preprocessed/olmo-mix/v1_5/gpt-neox-20b-pii-special/part-010-00000.npy | ||
| - https://olmo-data.org/preprocessed/olmo-mix/v1_5/gpt-neox-20b-pii-special/part-010-00001.npy |
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -0,0 +1,107 @@ | ||
| run_name: OLMoE | ||
| seed: 6198 | ||
| dry_run: false | ||
|
|
||
| wandb: | ||
| name: ${run_name} | ||
| project: olmoe | ||
| group: null | ||
|
|
||
| model: | ||
| d_model: 896 | ||
| n_heads: 14 | ||
| n_layers: 16 | ||
| mlp_ratio: 4 # 4 vs 8 (for swiglu) | ||
| weight_tying: true | ||
| alibi: false | ||
| rope: true | ||
| flash_attention: true | ||
| attention_dropout: 0.0 | ||
| attention_layer_norm: false | ||
| multi_query_attention: false | ||
| 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: gelu # gelu vs swiglu | ||
| residual_dropout: 0.0 | ||
| embedding_dropout: 0.0 | ||
| max_sequence_length: 2048 | ||
| vocab_size: 50280 | ||
| embedding_size: 50304 | ||
| eos_token_id: 50279 | ||
| pad_token_id: 1 | ||
| init_device: meta | ||
| init_fn: normal # mitchell vs normal | ||
|
|
||
| compile: null # causes instability on AMD GPUs | ||
|
|
||
| optimizer: | ||
| name: adamw | ||
| learning_rate: 4.0e-4 | ||
| weight_decay: 0.1 | ||
| betas: | ||
| - 0.9 | ||
| - 0.95 | ||
| metrics_log_interval: 10 | ||
|
|
||
| scheduler: | ||
| name: cosine_with_warmup | ||
| t_warmup: 2000 | ||
| alpha_f: 0.1 | ||
|
|
||
| tokenizer: | ||
| identifier: tokenizers/allenai_eleuther-ai-gpt-neox-20b-pii-special.json | ||
| truncate_direction: right | ||
|
|
||
| save_folder: /data/niklas/olmoe | ||
| save_overwrite: false | ||
| # Sharded checkpoints (best for restarts) | ||
| save_interval: 1000 | ||
| save_num_checkpoints_to_keep: 9 | ||
| # Unsharded checkpoints (for final storage) | ||
| save_interval_unsharded: 10000 | ||
| save_num_unsharded_checkpoints_to_keep: -1 | ||
|
|
||
| load_path: null | ||
|
|
||
| max_duration: 10e9T # 10B tokens | ||
| global_train_batch_size: 2048 | ||
| device_train_microbatch_size: 8 | ||
|
|
||
| precision: amp_bf16 | ||
|
|
||
| fsdp: | ||
| wrapping_strategy: null | ||
| precision: mixed | ||
|
|
||
| max_grad_norm: 1.0 | ||
| max_grad_norm_ratio: null | ||
|
|
||
| speed_monitor: | ||
| window_size: 20 | ||
|
|
||
| eval_interval: ${save_interval} | ||
| eval_subset_num_batches: -1 | ||
| device_eval_batch_size: ${device_train_microbatch_size} | ||
|
|
||
| data: | ||
| pad_direction: right | ||
| num_workers: 0 | ||
| drop_last: true | ||
| pin_memory: true | ||
| prefetch_factor: 16 | ||
| persistent_workers: true | ||
| timeout: 0 | ||
| paths: | ||
| - https://olmo-data.org/preprocessed/olmo-mix/v1_5/gpt-neox-20b-pii-special/part-000-00000.npy | ||
| - https://olmo-data.org/preprocessed/olmo-mix/v1_5/gpt-neox-20b-pii-special/part-000-00001.npy | ||
| - https://olmo-data.org/preprocessed/olmo-mix/v1_5/gpt-neox-20b-pii-special/part-001-00000.npy | ||
| - https://olmo-data.org/preprocessed/olmo-mix/v1_5/gpt-neox-20b-pii-special/part-002-00000.npy | ||
| - https://olmo-data.org/preprocessed/olmo-mix/v1_5/gpt-neox-20b-pii-special/part-003-00000.npy | ||
| - https://olmo-data.org/preprocessed/olmo-mix/v1_5/gpt-neox-20b-pii-special/part-004-00000.npy | ||
| - https://olmo-data.org/preprocessed/olmo-mix/v1_5/gpt-neox-20b-pii-special/part-004-00001.npy | ||
| - https://olmo-data.org/preprocessed/olmo-mix/v1_5/gpt-neox-20b-pii-special/part-005-00000.npy | ||
| - https://olmo-data.org/preprocessed/olmo-mix/v1_5/gpt-neox-20b-pii-special/part-005-00001.npy |
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