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Add comments Argilla - David Berenstein #119

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@davidberenstein1957 davidberenstein1957 changed the title Add comment Argilla - David Berenstein Add comments Argilla - David Berenstein Aug 1, 2024
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@alex-zenml

@strickvl strickvl merged commit caf0dca into zenml-io:feature/finetune-embeddings Aug 1, 2024
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strickvl added a commit that referenced this pull request Aug 8, 2024
* add embeddings finetuning quick and dirty code

* formatting

* add embeddings finetuning pipeline

* refactor

* works for multi-gpu setup

* update gitignore

* scratch test in notebook

* pipeline is working again

* no need for custom class

* visualize performance comparison

* compare apples to apples

* fix viz bug and strip out code / logs examples

* update print statement

* mini updates

* add dummy embedding pipeline to compare against

* updates to collate

* add dummy pipeline and refactor

* new pipelines

* run locally, fix attribute naming error

* full run

* next experiment

* Add ollama ignores to .gitignore

* add retries to question generation

* generate 3 sets of questions

* handle multiple question generation

* add retries for question generation function

* more robustness around failures

* formatting

* fix dataloader splitting (on newline)

* inspect test dataloader construction WIP

* split chunks by headers

* strip out boilerplate at top of markdown docs

* refactor & fix chunking logic

* add artifact metadata logging

* fix annotations and artifact metadata logging

* update metadata

* update logging statements

* add time estimates to logging

* log estimated completion time

* update log statements

* add rate for logging

* Update generation rate message

* fix eval

* limited run + limited eval

* full eval

* distilroberta as base model

* smaller batch size for a larger base model

* fix eval mismatch and chunking

* chore: Update .gitignore to exclude .flashrank_cache file

* chore: Add notebook for argilla

* chore: Add .gitignore entry for bge-base-financial-matryoshka

* Update sentence-transformers to version 3 and add transformers dependency

* add data and get finetuning working

* chore: Add .gitignore entry for embeddings

* Update zenml dependency to version 0.58.2 with server support

* chore: Update dependencies and add .gitignore entry for embeddings

* Add comments Argilla - David Berenstein (#119)

* Add introduction to argilla_embeddings

* Update context for data and synthetic query generation

* Added argilla data section

* embeddings updates

* update gitignore

* format

* add push to HF imports correctly

* remove extra connection cell

* add final step to pipeline as active

* fix typo

* updates

* Feature/finetune embeddings (#120)

* Add introduction to argilla_embeddings

* Update context for data and synthetic query generation

* Added argilla data section

* Update Argilla code

* Remove cell outputs

* Remove secrets

* Remove duplicate Argilla section

* Update dataset name

* Update phrasing Argilla

* Updatge merge conflicts

* fixes for dataset generation

* Update vector naming (#121)

* Add introduction to argilla_embeddings

* Update context for data and synthetic query generation

* Added argilla data section

* Update Argilla code

* Remove cell outputs

* Remove secrets

* Remove duplicate Argilla section

* Update dataset name

* Update phrasing Argilla

* Updatge merge conflicts

* Update vector naming

* working argilla upload

* fix argilla upload

* add wandb requirement

* add finetuning step to pipeline

* ignore local model files

* working finetune step

* finetune step pushes to the hub now

* update gitignore

* update pipeline

* remove wandb tracking

* broken version

* remove automatic wandb tracking

* return results

* try with larger base model

* add new model to gitignore

* use snowflake model

* add model registration

* remove constant

* add model throughout both pipelines

* finetuning steps in logical order now

* add new constant

* update model version

* use constant for model name

* various improvements :)

* add argilla flywheel functionality

* refactor out a constant for the dataset name

* add license

* more small changes

* Various improvements (#123)

* Resolve argilla client default workspace warning

* Add constant for other pipeline steps

* Add constant for finetune_embeddings

* Remove step embeddings constants

* import contants in pipeline directly

* Remove constants from distilabel_generation

* Add workflow for basic dataset filtering

* Add updated plots

---------

Co-authored-by: Alex Strick van Linschoten <[email protected]>

* format and remove unused imports

* fix push step

* fixed finetuning step

* use github repo to install for latest changes

* update README

* Delete llm-complete-guide/__init__.py

* Update llm-complete-guide/requirements.txt

* update README

* format and add results visualization

* remove extra comma

* add visualization step

* visualization corrections

* make distilabel imports clearer

* update README docs

* address TODO comment

* credit phil

* fix typo

* add actual values to chart

* add link to LLMOps guide

* make visualization a bit nicer

* update main README

---------

Co-authored-by: David Berenstein <[email protected]>
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