Commit Graph

1292 Commits

Author SHA1 Message Date
Wing Lian
cc3cebfa70 Pydantic 2.x cfg (#1239)
* WIP conversion to use pydantic for config validation

* wip, more fields, add capabilities

* wip

* update pydantic validation to match existing tests

* tweak requirements

* setup deprecated paams pydantic model

* more validations

* wrap up rest of the validations

* flesh out the rest of the options from the readme into pydantic

* fix model validators as class methods

remember to return in validator
missing return
add missing relora attributes
fix test for DictDefault change
fix sys template for mistral from fastchat change in PR 2872
fix test for batch size warning

* more missing attributes for cfg

* updates from PR feedback

* fix validation for datasets and pretrain datasets

* fix test for lora check
2024-02-26 12:24:14 -05:00
Wing Lian
5894f0e57e make mlflow optional (#1317)
* make mlflow optional

* fix xformers

don't patch swiglu if xformers not working
fix the check for xformers swiglu

* fix install of xformers with extra index url for docker builds

* fix docker build arg quoting
2024-02-26 11:41:33 -05:00
kallewoof
5cf226e177 Use yaml codeblock for config.yaml field (#1303) [skip ci] 2024-02-24 21:59:16 +09:00
NanoCode012
2ed52bd568 fix(readme): Clarify doc for tokenizer_config (#1323) [skip ci] 2024-02-24 21:55:04 +09:00
NanoCode012
a359579371 deprecate: pytorch 2.0.1 image (#1315) [skip ci]
* deprecate: pytorch 2.0.1 image

* deprecate from main image

* Update main.yml

* Update tests.yml
2024-02-22 11:39:47 +09:00
Wing Lian
2752d5f958 multipack for gemma (#1313)
* multipack for gemma

* chore: lint

* handle cache_position kwarg in updated llama modeling

* add position_ids to rotary embed call for updated llama modeling
2024-02-21 19:24:21 -05:00
Monk
9e300aca0c Adding Google's gemma Model (#1312) 2024-02-21 12:56:47 -05:00
NanoCode012
3d2cd804ae fix(readme): update inference md link (#1311) [skip ci] 2024-02-22 02:48:06 +09:00
Jared Palmer
6ab69ec5f8 Add instructions for playing with qlora model to colab example (#1290)
* Add instructions for playing with qlora model to colab example

* Update examples/colab-notebooks/colab-axolotl-example.ipynb

Co-authored-by: JohanWork <39947546+JohanWork@users.noreply.github.com>

---------

Co-authored-by: NanoCode012 <kevinvong@rocketmail.com>
Co-authored-by: JohanWork <39947546+JohanWork@users.noreply.github.com>
2024-02-22 02:46:27 +09:00
David Meikle
3c00f406d6 Allow load_best_model_at_end to be configured for early stopping on custom evaluation datasets (#1291)
* Allow load_best_model_at_end when using test_datasets and val_set_size is zero for custom evaluation datasets

* Fixed formatting following failed Lint check
2024-02-22 00:57:18 +09:00
NanoCode012
a7a9a1433a fix(examples): remove is_*_derived as it's parsed automatically (#1297) 2024-02-22 00:52:46 +09:00
Leonardo Emili
e2786cce6a Validation always happens on first step (#1300) 2024-02-22 00:52:24 +09:00
Leonardo Emili
5a5d47458d Add seq2seq eval benchmark callback (#1274)
* Add CausalLMBenchEvalCallback for measuring seq2seq performance

* Fix code for pre-commit

* Fix typing and improve logging

* eval_sample_packing must be false with CausalLMBenchEvalCallback
2024-02-13 08:24:30 -08:00
김진원
8430db22e2 Scheduler implementation of Continual Pre-Training of Large Language Models: How to (re)warm your model? (#1273) 2024-02-12 21:23:28 -08:00
Wing Lian
4b997c3e1a allow the optimizer prune ratio for ReLoRA to be configurable (#1287)
* allow the optimizer prune ration for relora to be configurable

* update docs for relora

* prevent circular imports
2024-02-12 11:39:51 -08:00
Maxime
fac2d98c26 Add MPS support (#1264)
* add mps support

* linter stuff

* CI fixes

* install packaging for various tests

* Update setup.py

* Revert "install packaging for various tests"

This reverts commit 980e7aa44d.

* Revert "CI fixes"

This reverts commit 4609e3b166.

---------

Co-authored-by: Wing Lian <wing.lian@gmail.com>
2024-02-12 08:30:32 -05:00
Wing Lian
ea00dd0852 don't use load and push together (#1284) 2024-02-09 14:54:31 -05:00
Hamel Husain
b2a4cb4396 Update README.md (#1281) 2024-02-09 07:38:08 -08:00
Wing Lian
aaf54dc730 run the docker image builds and push on gh action gpu runners (#1218) 2024-02-09 10:32:54 -05:00
Hamel Husain
9bca7db133 add support for https remote yamls (#1277) 2024-02-08 20:02:17 -08:00
Hamel Husain
91cf4ee72c allow remote data paths (#1278)
* allow remote data paths

* add docs about public url

* only allow https

* better docs

* better docs
2024-02-08 15:02:35 -08:00
Wing Lian
1daecd161e copy edits (#1276) 2024-02-08 09:00:04 -05:00
Wing Lian
4a654b331e Add link to axolotl cloud image on latitude (#1275) 2024-02-08 08:50:11 -05:00
Wing Lian
5698943263 simplify haldning for newer multipack patches so they can be added in a single place (#1270) 2024-02-07 10:46:04 -05:00
Wing Lian
411293bdca contributor avatars (#1269) 2024-02-07 07:09:01 -08:00
Zac Brannelly
73f1bdaa15 Fix bug preventing model_kwargs being injected (#1262) 2024-02-07 09:38:35 -05:00
JohanWork
1c7ed26785 lock pytorch (#1247) [skip ci] 2024-02-06 07:48:26 -05:00
Philip May
13eea21f9b Add more save strategies for DPO training. (#1255)
* Set save_strategy and save_steps in HFDPOTrainerBuilder

* fix doublicate save_steps
2024-02-06 00:38:43 -05:00
Chirag Jain
1072f28874 Fix typo bloat16 -> bfloat16 (#1257) 2024-02-06 00:38:14 -05:00
Wing Lian
c7cf3810bd Pretrain transforms (#1261)
* wip for pretraining/iterable data with arbitrary prompt strategies

* more fixes, wip

* more fixes for custom pretraining

* iterable ds wrapper not needed

* remove extra features

* chore: lint

* update pretraning example yml

* fix order for partials

* fixup for tests
2024-02-06 00:37:03 -05:00
Wing Lian
8c2e05ade3 relora: magnitude pruning of the optimizer (#1245)
* magnitude pruning of the optimizer

* add alpaca chat template and fix relora patch

* fix handling of lora adapter for relora

* fix merge and save call

* fixes for 8-bit lora merge

* save intermediate checkpoint adapters

* auto merge

* fix eval check

* handle relora annealing

* fix anneal step logic

* chore: lint

* misx fix

* fix types

* Update tests/e2e/test_relora_llama.py

* check for safetensors saved from relora
2024-02-06 00:35:30 -05:00
NanoCode012
2d65f470d5 fix(model): apply gate fp32 only for mixtral (#1241)
* fix(model): apply gate fp32 only for mixtral

* Update src/axolotl/utils/models.py

* fix gate layer check

---------

Co-authored-by: Wing Lian <wing.lian@gmail.com>
2024-02-01 13:55:05 -05:00
Wing Lian
dfd188502a add contact info for dedicated support for axolotl [skip ci] (#1243) 2024-02-01 12:59:07 -05:00
Wing Lian
00568c1539 support for true batches with multipack (#1230)
* support for true batches with multipack

* patch the map dataset fetcher to handle batches with packed indexes

* patch 4d mask creation for sdp attention

* better handling for BetterTransformer

* patch general case for 4d mask

* setup forward patch. WIP

* fix patch file

* support for multipack w/o flash attention for llama

* cleanup

* add warning about bf16 vs fp16 for multipack with sdpa

* bugfixes

* add 4d multipack tests, refactor patches

* update tests and add warnings

* fix e2e file check

* skip sdpa test if not at least torch 2.1.1, update docs
2024-02-01 10:18:42 -05:00
Wing Lian
c67fb71583 Peft deepspeed resume (#1227)
* import deepspeed integration

* monkeypatch peft adapater with deepspeed for resume from checkpoint

* fix patch

* fix patches attempt 2

* make sure to set lora_model_dir

* skip pylint for deepspeed.utils

* pick up upstream fix in transformers

* remove monkeypatch for deepspeed/peft fix

* no need to set the lora_model_dir on resume

* unset load_in_*bit when using quant config

* guard before del

* better handling of load_in* kwargs
2024-01-31 18:13:29 -05:00
DreamGenX
25e037fe2d Support for additional_special_tokens (#1221) [skip ci]
* Support for additional_special_tokens

* Support for additional_special_tokens. Adjust whitespace.

* Support for additional_special_tokens. Use correct quotes.

* Support for additional_special_tokens. Safe pop.

* Support for additional_special_tokens. nt.

* Support for additional_special_tokens. cfg.special_tokens may be None.

* add token if not in vocabulary when adding additional_special_tokens

* fix logic for copy/pasta

* bugfix for popping from config and tokenizer reload

* no need to add tokens manually now with previous bugfix

---------

Co-authored-by: Wing Lian <wing.lian@gmail.com>
2024-01-31 18:13:13 -05:00
Hamel Husain
52c83d30bf Update rlhf.md (#1237) [skip ci] 2024-01-31 17:27:35 -05:00
Wing Lian
d113331e9a add a helpful motd for cloud image (#1235) [skip ci] 2024-01-31 10:26:02 -05:00
Wing Lian
8f2b591baf set torch version to what is installed during axolotl install (#1234) 2024-01-31 08:47:34 -05:00
DreamGenX
5787e1a23f Fix and document test_datasets (#1228)
* Make sure test_dataset are used and treat val_set_size.

* Add test_datasets docs.

* Apply suggestions from code review

---------

Co-authored-by: Wing Lian <wing.lian@gmail.com>
2024-01-31 06:48:57 -05:00
xhedit
8608d8003e Fix typo (#1231) [skip ci] 2024-01-31 06:46:55 -05:00
Wing Lian
4cb7900a56 Peft lotfq (#1222)
* loftq support for lora

* fix loftq check

* update readme for loftq

* readability cleanup

* use peft main for loftq fixes, remove unnecessary special tokens

* remove unused test from older deprecation
2024-01-28 18:50:08 -05:00
Filippo Broggini
18f811978c FEAT: add tagging support to axolotl for DPOTrainer (#1209)
* Add AxolotlDPOTrainer

* chore: lint

---------

Co-authored-by: Wing Lian <wing.lian@gmail.com>
2024-01-26 20:01:57 -05:00
Wing Lian
afb5dd9655 Update FUNDING.yml [skip ci] 2024-01-26 20:00:28 -05:00
Wing Lian
8da1633124 Revert "run PR e2e docker CI tests in Modal" (#1220) [skip ci] 2024-01-26 16:50:44 -05:00
Wing Lian
36d053f6f0 run PR e2e docker CI tests in Modal (#1217) [skip ci]
* wip modal for ci

* handle falcon layernorms better

* update

* rebuild the template each time with the pseudo-ARGS

* fix ref

* update tests to use modal

* cleanup ci script

* make sure to install jinja2 also

* kickoff the gh action on gh hosted runners and specify num gpus
2024-01-26 16:13:27 -05:00
JohanWork
af29d81f80 ADD: warning if hub_model_id ist set but not any save strategy (#1202)
* warning if hub model id set but no save

* add warning

* move the warning

* add test

* allow more public methods for tests for now

* fix tests

---------

Co-authored-by: Wing Lian <wing.lian@gmail.com>
2024-01-26 10:38:55 -05:00
Wing Lian
1b180034c7 ensure the tests use the same version of torch as the latest base docker images (#1215) [skip ci] 2024-01-26 10:38:30 -05:00
DreamGenX
62ca4a2b71 Respect sliding_window=None (#1214) 2024-01-26 07:43:37 -05:00
Igor Berlenko
5407ddd233 Update qlora.yml - remove max_packed_sequence_len (#1210) [skip ci] 2024-01-26 07:43:05 -05:00