Commit Graph

1784 Commits

Author SHA1 Message Date
NanoCode012
10cfecf02e fix: use apply_chat_template to find turn boundaries and allow tool_calling field (#2179) [skip ci]
* fix: use apply_chat_template to find turn boundaries and allow tool_calling field

* fix: keys to include in turn

* feat(doc): explicitly recommend setting train_on_eos and roles_to_train

* fix: eos not being masked for tool due to template padding

* chore: clear up docs

* fix: default messages format, train_on_eos: turn, and train on all assistant msg

* fix: properly warn if empty content

* feat: parametrize chat_template tests to test different tokenizers

* fix: set proper default for message key

* fix: update defaults to match load function

* fix: change defaults to use new

* feat: add tool_calling dataset

* feat: add tool_calling test

* fix: add handling of edge case of mistral tokenizer with only system prompt

* feat: refactor all test to follow source code

* fix: remove unnecessary eos_token from phi35

* fix test for phi3.5 since eos was dropped from chat_template

---------

Co-authored-by: Wing Lian <wing@axolotl.ai>
2024-12-17 16:42:21 -05:00
Wing Lian
339f3c67e2 dataset tags don't support https uris (#2195) 2024-12-17 13:58:53 -05:00
Wing Lian
d91feaffc8 upgrade to liger 0.5.2 (#2181) [skip ci] 2024-12-17 13:58:21 -05:00
Wing Lian
e246ceffa4 use axolotl contribs for fix_untrained_tokens (#2194) [skip ci]
* use axolotl contribs for fix_untrained_tokens

* remove the module we're replacing

* Add check for using fix_untrained_tokens
2024-12-17 13:57:16 -05:00
Wing Lian
8ddc18ec8d move the setting of PYTORCH_CUDA_ALLOC_CONF to the cli rather than train module (#2183) [skip ci]
* move the setting of PYTORCH_CUDA_ALLOC_CONF to the cli rather than train module

* move set_pytorch_cuda_alloc_conf to a different module to have fewer loaded dependencies for the CLI
2024-12-17 13:56:48 -05:00
Sunny Liu
1c14c4a15c Add hub model id config options to all example yml files (#2196) [skip ci]
* added hub model_id in example yml

* add hub model id to example yml
2024-12-17 11:24:30 -05:00
Wing Lian
1f623e6cc8 transformers 4.47.1 (#2187)
* transformers 4.47.1

* drop monkeypatches

* can't remove patches yet

* make flash attention forward ignore the loss kwargs

* patch the flash attention in the modeling arch too

* remove fsdp and deepspeed patches

* cleanup PR

* bump accelerate and torchao, also logically reorder/group requirements

* meant to include torchao

* use official patch release
2024-12-17 11:01:21 -05:00
Dan Saunders
f865464ae5 Basic evaluate CLI command / codepath (#2188)
* basic evaluate CLI command / codepath

* tests for evaluate CLI command

* fixes and cleanup

* review comments; slightly DRYing up things

---------

Co-authored-by: Dan Saunders <dan@axolotl.ai>
2024-12-16 15:46:31 -05:00
Wing Lian
33090486d7 [feature] add pytorch profiling (#2182)
* add pytorch profiling

* kick off the profiler asap since things may get allcoated before train start

* document feature

* add url for visualizer [skip ci]
2024-12-16 12:38:43 -05:00
Wing Lian
effc4dc409 pin to 4.47.0 (#2180) 2024-12-12 20:17:12 -05:00
Wing Lian
02629c7cdf parity for nightly ci - make sure to install setuptools (#2176) [skip ci] 2024-12-11 20:14:55 -05:00
Wing Lian
78a4aa86d6 evaluation_strategy was fully deprecated in recent release (#2169) [skip ci] 2024-12-11 20:14:24 -05:00
Wing Lian
d009ead101 fix build w pyproject to respect insalled torch version (#2168)
* fix build w pyproject to respect insalled torch version

* include in manifest

* disable duplicate code check for now

* move parser so it can be found

* add checks for correct pytorch version so this doesn't slip by again
2024-12-10 16:25:25 -05:00
Wing Lian
6aa31b44c6 make sure to checkout tag before creating release (#2164)
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v0.6.0
2024-12-09 14:20:16 -05:00
Wing Lian
9001859b0b fix release command (#2163) [skip ci] 2024-12-09 14:12:45 -05:00
Wing Lian
34d3c8dcfb [docs] Update README Quickstart to use CLI (#2137)
* update quickstart for new CLI

* add blurb about bleeding edge builds

* missed a yaml reference

* prefer lora over qlora for examples

* fix commands for parity with previous instructions

* consistency on pip/pip3 install

* one more parity pip=>pip3

* remove extraneous options in example yaml

Co-authored-by: NanoCode012 <nano@axolotl.ai>

* update copy

* update badges and for discord and socials in readme

* Fix a few broken links

* bump version to 0.6.0 for release

---------

Co-authored-by: NanoCode012 <nano@axolotl.ai>
2024-12-09 14:03:19 -05:00
Wing Lian
ab4b32187d need to update deepspeed version in extras too (#2161) [skip ci]
* need to update deepspeed version in extras too

* fix patch import

* fix monkeypatch reloading in tests and deepspeed patch

* remove duplicated functionality fixture

* reset LlamaForCausalLM too in fixtures for cce patch

* reset llama attn too

* disable xformers patch for cce

* skip problematic test on low usage functionality
2024-12-09 14:01:44 -05:00
NanoCode012
5d6b088997 fix: chat_template masking due to truncation, consolidate turn build and keys within field (#2123) [skip ci]
* fix: chat_template masking due to truncation, consolidate turn build and keys within field

* fix: revert roles change

* fix: handling of training and training_detail

* fix: do not skip setting eos mask even if failed finding turn boundary

* fix: truncate reward modelling outputs
2024-12-09 13:49:38 -05:00
Wing Lian
3862267040 don't add dataset tags if empty due to all local data paths (#2162) [skip ci] 2024-12-09 13:49:18 -05:00
NanoCode012
c78de6f214 feat: add kto example (#2158) [skip ci] 2024-12-09 08:17:27 -05:00
Wing Lian
b1e8286c57 add missing __init__ to optimizers path (#2160) [skip ci] 2024-12-09 08:17:08 -05:00
Wing Lian
40907c6887 upgrade deepspeed to 0.16.1 (#2157) 2024-12-09 07:25:10 -05:00
NanoCode012
6a342feda2 fix: duplicate mlflow logging (#2109) [skip ci] 2024-12-09 07:24:48 -05:00
Wing Lian
0c25bc07a2 use manual version for now (#2156) 2024-12-08 21:09:12 -05:00
Sunny Liu
343a4d8855 Fixing issue#2134 Axolotl Crashes At The End Of Training If Base Model Is Local (#2140) 2024-12-08 16:39:05 -05:00
Wing Lian
393853751e add additional fft deepspeed variants (#2153) [skip ci] 2024-12-08 16:38:47 -05:00
Wing Lian
1302e31049 Transformers version flexibility and FSDP optimizer patch (#2155)
* allow flexibility in transformers version for FSDP

* more flexibility with dev versions of 4.47.0.dev0

* add patch for fsdp

* fix typo

* correct fn name

* stray character

* fix patch

* reset Trainer too

* also reset Trainer.training_step

* allow tests/patched to run more than one process on e2e runner

* skip tests/patched in e2e for now since it's run in regular pytest
2024-12-08 14:50:40 -05:00
Wing Lian
be5f554a62 bump autoawq to 0.2.7.post3 (#2150) 2024-12-07 22:24:09 -05:00
Wing Lian
22319182ab fix for auto_map check when using remote code and multipack for models like deepseek (#2151) [skip ci] 2024-12-07 22:23:52 -05:00
Wing Lian
440aab8a6f add --version support to axolotl cli (#2152) [skip ci] 2024-12-07 22:23:33 -05:00
Wing Lian
5bef19064b [tests] reset known modules that are patched on each test function end (#2147)
* reset known modules that are patched on each test function end

* fix the llama model module name

* prevent unsloth patching multiple times

* pop classes out of the globals after reset

* fix tuple indexing

* manually workaround for llama fa2
2024-12-07 17:24:46 -05:00
Wing Lian
743ba62bd5 Transformers 4.47.0 (#2138)
* bump transformers and trl

* fix: update trainer.log signature

* fix trl trainer.log interfaces

* broken 🦥 with latest transformers

* skip parent, call grandparent - yeah, super janky

* update HF HUB env var and fix reward trainer log since it doesn't directly override log

* also bump accelerate

* patches for llama ga

* detab the code to check

* fix whitespace for patch check

* play nicely with CI tests since we patch everytime

* fix pop default in case it doesn't exist

* more tweaks to make patches nicer in CI

* fix detab for when there are possibly multiple patches

---------

Co-authored-by: NanoCode012 <nano@axolotl.ai>
2024-12-07 05:03:01 -05:00
Chirag Jain
f9a7748bd8 Fix llama type model check (#2142) [skip ci] 2024-12-07 05:02:32 -05:00
Wing Lian
5e9fa33f3d reduce test concurrency to avoid HF rate limiting, test suite parity (#2128)
* reduce test concurrency to avoid HF rate limiting, test suite parity

* make val_set_size smaller to speed up e2e tests

* more retries for pytest fixture downloads

* val_set_size was too small

* move retry_on_request_exceptions to data utils and add retry strategy

* pre-download ultrafeedback as a test fixture

* refactor download retry into it's own fn

* don't import from data utils

* use retry mechanism now for fixtures
2024-12-06 10:20:20 -05:00
Dan Saunders
08fa133177 Fix broken CLI; remove duplicate metadata from setup.py (#2136)
* Fix broken CLI; remove duplicate metadata from setup.py

* Adding tests.yml CLI check

* updating

* remove test with requests to github due to rate limiting

---------

Co-authored-by: Dan Saunders <dan@axolotl.ai>
2024-12-06 10:19:54 -05:00
Wing Lian
6b3058b2dc upgrade bnb 0.45.0 and peft 0.14.0 (#2126)
* upgrade bnb to lastest release

* update peft to working supporting commit

* bump to latest release of peft==0.14.0
2024-12-06 09:08:55 -05:00
Wing Lian
5726141c4e remove accidentally included symlink (#2131) 2024-12-05 22:37:19 -05:00
Dan Saunders
2f3ebbc44f auto-versioning and adding axolotl.__version__ (#2127)
* auto-versioning and adding axolotl.__version__

* removing file meant for codecov PR

* adding dynamic dependencies, project metadata

* extras/optional-dependencies are dynamic too

---------

Co-authored-by: Dan Saunders <dan@axolotl.ai>
Co-authored-by: Wing Lian <wing@axolotl.ai>
2024-12-05 22:12:40 -05:00
Dan Saunders
fc973f4322 CLI Implementation with Click (#2107)
* Initial CLI implementation with click package

* Adding fetch command for pulling examples and deepspeed configs

* Automating default options for CliArgs classes

* Mimicking existing no config behavior

* bugfix in choose_config

* Updating fetch to sync instead of re-download

* bugfix

* isort fix

* fixing yaml isort order

* pre-commit fixes

* simplifying argument parsing -- pass through kwargs to do_cli

* make accelerate launch default for non-preprocess commands

* fixing arg handling

* testing None placeholder approach

* removing hacky --use-gpu argument to preprocess command

* Adding brief README documentation for CLI

* remove (New)

* Initial CLI pytest tests

* progress on CLI pytest

* adding inference CLI tests; cleanup

* Refactor train CLI tests to remove various mocking

* Major CLI test refator; adding remaining CLI codepath test coverage

* pytest fixes

* remove integration markers

* parallelizing examples, deepspeed config downloads; rename test to match other CLI test naming

* moving cli pytest due to isolation issues; cleanup

* testing fixes; various minor improvements

* fix

* tests fix

* Update tests/cli/conftest.py

Co-authored-by: Wing Lian <wing.lian@gmail.com>

---------

Co-authored-by: Dan Saunders <dan@axolotl.ai>
Co-authored-by: Wing Lian <wing.lian@gmail.com>
2024-12-05 22:11:48 -05:00
Wing Lian
e399ba533e fix license header for fix_untrained_tokens from unsloth-zoo (#2129) [skip ci] 2024-12-05 21:20:40 -05:00
Wing Lian
4baf8e5e96 cleanup the readme, add Modal as sponsor (#2130) [skip ci] 2024-12-05 21:19:52 -05:00
Wing Lian
d7d2fd366e update from unsloth-zoo with additional fixes (#2122)
only update tokens seen in the train dataset, log them out explicitly
2024-12-04 12:26:08 -05:00
Wing Lian
e2882dd749 drop unnecessary BNB_CUDA_VERSION env var from docker as it just results in warnings (#2121) [skip ci]
* drop unnecessary BNB_CUDA_VERSION env var from docker as it just results in warnings

* make sure to run tests when cicd Dockerfile changes
2024-12-04 12:25:47 -05:00
Wing Lian
a1790f2652 replace tensorboard checks with helper function (#2120) [skip ci]
* replace tensorboard checks with helper function

* move helper function

* use relative
2024-12-03 21:06:20 -05:00
Wing Lian
418ad2b586 add missing fixture decorator for predownload dataset (#2117) [skip ci]
* add missing fixture decorator for predownload dataset

* also pre download the tokenizer files
2024-12-03 18:08:46 -05:00
Wing Lian
d87df2c776 prepare plugins needs to happen so registration can occur to build the plugin args (#2119)
* prepare plugins needs to happen so registration can occur to build the plugin args

use yaml.dump

include dataset and more assertions

* attempt to manually register plugins rather than use fn

* fix fixture

* remove fixture

* move cli test to patched dir

* fix cce validation
2024-12-03 15:06:09 -05:00
Wing Lian
1ef70312ba fix optimizer reset for relora sft (#1414)
* fix optimizer reset

* set states to reset for 8bit optimizers and handle quantile runtime error for embeddings

* fix relora test to check grad_norm

* use flash attn for relora and tweak hyperparams for test

* fix messages field for test dataset
2024-12-03 08:58:23 -05:00
NanoCode012
81ef3e45f7 fix(readme): update cuda instructions during preprocess (#2114) [skip ci] 2024-12-03 08:58:03 -05:00
NanoCode012
bd8436bc6e feat: add cut_cross_entropy (#2091)
* feat: add cut_cross_entropy

* fix: add to input

* fix: remove from setup.py

* feat: refactor into an integration

* chore: ignore lint

* feat: add test for cce

* fix: set max_steps for liger test

* chore: Update base model following suggestion

Co-authored-by: Wing Lian <wing.lian@gmail.com>

* chore: update special_tokens following suggestion

Co-authored-by: Wing Lian <wing.lian@gmail.com>

* chore: remove with_temp_dir following comments

* fix: plugins aren't loaded

* chore: update quotes in error message

* chore: lint

* chore: lint

* feat: enable FA on test

* chore: refactor get_pytorch_version

* fix: lock cce commit version

* fix: remove subclassing UT

* fix: downcast even if not using FA and config check

* feat: add test to check different attentions

* feat: add install to CI

* chore: refactor to use parametrize for attention

* fix: pytest not detecting test

* feat: handle torch lower than 2.4

* fix args/kwargs to match docs

* use release version cut-cross-entropy==24.11.4

* fix quotes

* fix: use named params for clarity for modal builder

* fix: handle install from pip

* fix: test check only top level module install

* fix: re-add import check

* uninstall existing version if no transformers submodule in cce

* more dataset fixtures into the cache

---------

Co-authored-by: Wing Lian <wing.lian@gmail.com>
Co-authored-by: Wing Lian <wing@axolotl.ai>
2024-12-03 08:22:22 -05:00
Wing Lian
fc6188cd76 fix merge conflict of duplicate max_steps in config for relora (#2116) 2024-12-03 07:42:41 -05:00