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f7a22632d75927fc9fe49b50dc9dfbe43e8aa4f3
Commit Graph

388 Commits

Author SHA1 Message Date
Wing Lian
f7a22632d7 support custom field for completion from yml (#580) 
* support custom field for completion from yml

* remove legacy completion check and add doc

* update README docs
 2023-09-15 07:48:21 -04:00
Wing Lian
8dcd40ac78 prevent cli functions from getting fired on import (#581) 2023-09-15 04:03:32 -04:00
Wing Lian
861cecac2a refactor scripts/finetune.py into new cli modules (#550) 
* refactor scripts/finetune.py into new cli modules

* continue to support scripts/finetune.py

* update readme with updated cli commands

* Update scripts/finetune.py

Co-authored-by: NanoCode012 <kevinvong@rocketmail.com>

---------

Co-authored-by: NanoCode012 <kevinvong@rocketmail.com>
 2023-09-15 01:43:52 -04:00
Wing Lian
24146733db E2e device cuda (#575) 
* use torch.cuda.current_device() instead of local_rank

* ignore NVML errors for gpu stats

* llama lora packing e2e tests
 2023-09-14 22:49:27 -04:00
Wing Lian
c6d870b91d mypy wandb ignore (#572) 
* mypy wandb ignore

* fix isort for wandb
 2023-09-14 11:17:30 -04:00
Wing Lian
115795079d remove columns after tokenizing for pretraining (#571) 2023-09-14 11:08:22 -04:00
Wing Lian
3fbde762ab fix save_steps so it doesn't get duplicated (#567) 2023-09-13 20:40:33 -04:00
Wing Lian
f6060a664e Model parallel (#538) 
* model-parallel for single process

* fix device/device_map

* fix handling for device
 2023-09-13 11:45:30 -04:00
Wing Lian
a4e1bb6606 let hf trainer handle torch compile (#516) 
* let hf trainer handle torch compile

* remove torch compile checks, include option for backend

* suppress torch errors to get further

* require min torch version of 2.1.0 for torch compile to work

---------

Co-authored-by: Aman Karmani <aman@tmm1.net>
 2023-09-13 11:42:12 -04:00
Wing Lian
36e53c7442 improve how we setup eval/save strategies and steps (#547) 
* setup save end eval strategies to be consistent with trainer logic

* add comments

* better eval handling
 2023-09-13 11:37:23 -04:00
Wing Lian
e7aa7b1a1e gracefully handle length feature used for group by (#565) 2023-09-13 11:23:30 -04:00
Wing Lian
e5bb22a56b add optimization for group-by-len (#563) 2023-09-13 10:57:12 -04:00
Wing Lian
bf0804447c fix wandb so mypy doesn't complain (#562) 
* fix wandb so mypy doesn't complain

* fix wandb so mypy doesn't complain

* no need for mypy override anymore
 2023-09-13 10:36:16 -04:00
Glavin Wiechert
5b67ea98a6 Add training callback to send predictions to WandB table (#521) 
* WIP Add training callback to send predictions to WandB table

* WIP improve wandb table reporting callback

* WIP improve wandb table reporting callback (cont)

* Add VSCode launching for debugging

* Add tiny llama example

* WIP attempt to improve post-eval prediction generation for table

* WIP attempt to improve post-eval prediction generation for table - part 2

* WIP batch generation

* WIP attempt to handle sample_packing using position_ids for wandb prediction table

* WIP add code for debugging

* Fix sample_packing support for wandb prediction table

* Clean up code for PR review

* Add eval_table_size, eval_table_max_new_tokens configs & clean up code

* Clean up PR, delete VSCode config, add tiny-llama example

* Add eval_table_size, eval_table_max_new_tokens documentation. Fix linting/formatting
 2023-09-13 09:51:08 -04:00
Jan Philipp Harries
2f586d18db Fix pretraining with iterable/streaming Dataset (#556) 
* return without packing prep/len

* fix remove columns

* fix encode arguments

* add error when max steps not set

* fix test

---------

Co-authored-by: Jan Philipp Harries <jphme@users.noreply.github.com>
 2023-09-13 00:16:40 -04:00
Wing Lian
a94f9cb99e fix for quant config from model (#540) 2023-09-10 12:40:52 -04:00
Wing Lian
0b4cf5bc8c workaround for md5 variations (#533) 
* workaround for md5 variations

* refactor the prepared hash too
 2023-09-08 16:01:05 -04:00
Wing Lian
e30f1e3cf7 Early stopping metric (#537) 
* set early stopping metric to check

* tweak how load_best_model_at_end gets set for early stopping

* add validation for earl;y stopping patience

* remove negation

* save results to metrics in callback

* move early stopping callback after the benchmark evals

* broadcast metrics so early stopping works
 2023-09-08 11:57:02 -04:00
Wing Lian
343714972b recommend padding when using sample packing (#531) 2023-09-06 17:00:21 -04:00
Wing Lian
245c5c41e2 log rank too (#527) 2023-09-06 08:37:51 -04:00
Wing Lian
a546ca2813 misc fixes/improvements (#513) 
fix per pr feedback
 2023-09-05 16:40:13 -04:00
Wing Lian
3355706e22 Add support for GPTQ using native transformers/peft (#468) 
* auto gptq support

* more tweaks and add yml

* remove old gptq docker

* don't need explicit peft install for tests

* fix setup.py to use extra index url

install torch for tests
fix cuda version for autogptq index
set torch in requirements so that it installs properly
move gptq install around to work with github cicd

* gptq doesn't play well with sample packing

* address pr feedback

* remove torch install for now

* set quantization_config from model config

* Fix the implementation for getting quant config from model config
 2023-09-05 12:43:22 -04:00
mhenrichsen
daa4faca12 Merge pull request #520 from bdashore3/sharegpt-fixes 
Allow for custom system prompts with ShareGPT
 2023-09-05 09:02:55 +02:00
Aman Karmani
fc8766e502 reorg a bit 2023-09-05 02:21:24 +00:00
Aman Gupta Karmani
72a6fe1c1f use flash_attn rmsnorm when available (#526) 
* use flash_attn xentropy when available

* use flash_attn.ops.rms_norm when available

* log when xentropy is not found

* log how to install RMSNorm

* add quotes so pip install works
 2023-09-04 19:44:51 -04:00
Aman Gupta Karmani
5fe30b1497 use flash_attn xentropy when available (#525) 
* use flash_attn xentropy when available

* log when xentropy is not found
 2023-09-04 17:49:16 -04:00
Aman Gupta Karmani
44454ae4c4 move is_llama_derived_model into normalize_config (#524) 2023-09-04 00:19:03 -04:00
Wing Lian
09f154397e No gather single gpu (#523) 
* don't attempt to gather on multi-gpu

* also check distributed status in bench callback
 2023-09-03 23:24:28 -04:00
kingbri
995557bdf3 Prompters: ShareGPT: Allow for custom system prompts 
If a system prompt is present in a conversation, add it instead of
using the default.

Signed-off-by: kingbri <bdashore3@proton.me>
 2023-09-01 13:53:05 -04:00
Maxime
1991946c5a fix: bad dtype for full finetune (#504) 
* fix: bad dtype for full finetune

* Update src/axolotl/utils/models.py

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

* Update models.py

---------

Co-authored-by: Wing Lian <wing.lian@gmail.com>
 2023-09-01 07:11:45 -07:00
Wing Lian
7710e81f50 log supervised token count (#448) 2023-08-31 15:45:23 -07:00
Tom Jobbins
48434bec54 Debug tokenization output: Add ability to output text only (no tokens), and/or specify num samples to see (#511) 2023-08-31 14:26:52 -07:00
Jan Philipp Harries
396a7a74fc Added advanced DDP args (#515) 
* add ddp_config

* add advanced ddp config

* add ddp_config

* add advanced ddp config

---------

Co-authored-by: Jan Philipp Harries <jphme@users.noreply.github.com>
 2023-08-31 10:37:47 -07:00
Wing Lian
b21e4a20fe split train from other cli options (#503) 2023-08-30 22:01:47 -07:00
Alpay Ariyak
42f9642792 Changed Bench Eval to report metrics correctly by split. Added total accuracy and renamed previously used bench_accuracy to bench_average_accuracy. (#512) 
* Added "eval_" prefix

* Added total bench accuracy and renamed the previous one to bench_average_accuracy. Changed naming to use bench_split instead of always using eval_ prefix.
 2023-08-30 22:00:50 -07:00
Wing Lian
c56b450cf5 drop empty tokenized rows too (#509) 2023-08-30 06:55:26 -07:00
Wing Lian
76576323df add eval benchmark callback (#441) 
* add mmlu callback

* use hf dataset for mmlu evals

* default to mmlu-zs

* make sure to define all the explicit positional args

* include metrics in callback

* another callback fix for collator max len attribute

* fix mmlu evals

* sample benchmarks, ensure we drop long samples

* fix the data file

* fix elif and add better messaging

* more fixes

* rename mmlu to bench

* more fixes

* dataset handling and aggregate across benchmark

* better handling when no subjects

* benchmark callback has its own dataloader and collator

* fixes

* updated dataset

* more fixes

* missing transformers import

* improve support for customized dataset for bench evals

* gather benchmarks from all ranks

* fix for gather across multiple gpus
 2023-08-29 13:24:19 -07:00
Wing Lian
5ac3392075 support for datasets with multiple names (#480) 
* support for datasets with multiple names

* update docs
 2023-08-29 06:18:17 -07:00
Wing Lian
125cccb786 Refactor train cfg cli (#499) 
* wip to cleanup cfg cli options

* fix launcher

* fix cli args
 2023-08-29 05:37:53 -07:00
Aman Karmani
fd55bc87e2 use math.ceil instead of round /cc #498 2023-08-29 01:03:41 +00:00
Birch-san
8e197f6fb4 pad_to_worst_case_seq_len boolean, for testing memory limits (#498) 
* pad_to_worst_case_seq_len boolean, for testing memory limits

* remove collator_pad_to_longest option since it does nothing

see docs: https://huggingface.co/docs/transformers/main_classes/data_collator#transformers.DataCollatorWithPadding.padding

True and "longest" mean the same thing

* rename to `pad_to_sequence_len, and ensure 64 alignment

---------

Co-authored-by: Aman Karmani <aman@tmm1.net>
 2023-08-28 18:47:16 -04:00
Aman Karmani
267b7b24e5 simplify linear layer locator 2023-08-28 09:45:16 -04:00
Wing Lian
98bf76e236 fsdp requires params be the same type too (#493) 2023-08-28 04:33:50 -04:00
NanoCode012
4c37bd0b54 Fix(tokenizer): Make sure to add pad for CodeLlamaTokenizer (#489) 2023-08-28 09:39:10 +09:00
Aman Karmani
3a011ea1ef fix condition and add logging 2023-08-27 20:09:26 +00:00
Aman Karmani
1f613e5aa7 Merge branch 'main' into patch-4 2023-08-27 19:57:34 +00:00
Aman Karmani
f319b0bc67 rename var and reformat 2023-08-27 19:55:11 +00:00
Maxime
7fd662dd89 Update src/axolotl/utils/models.py 
Co-authored-by: Aman Gupta Karmani <aman@tmm1.net>
 2023-08-27 21:01:43 +02:00
Maxime
9e699683d7 Update src/axolotl/utils/models.py 
Co-authored-by: Aman Gupta Karmani <aman@tmm1.net>
 2023-08-27 21:01:37 +02:00
Aman Karmani
868530c39c let transformers handle adamw_bnb_8bit 2023-08-26 21:40:12 +00:00