Commit Graph

1057 Commits

Author SHA1 Message Date
Wing Lian
f9c7c3bb72 don't use is_main_process during config validation (#2569) 2025-04-26 14:14:52 -04:00
Wing Lian
5dba5c82a8 fix support for wandb run_name for rl trainers (#2566) [skip ci]
* fix support for wandb run_name for rl trainers

* prefer to use wandb random names for run_name
2025-04-25 21:10:54 -04:00
Chiwan Park
e3c9d541a7 fix: crash when pretraining_dataset with dispatch_batches is false (#2558) 2025-04-25 17:15:03 -04:00
Wing Lian
53dbf97d85 make cce default to true when using the plugin (#2562) [skip ci] 2025-04-25 17:14:26 -04:00
Eko Julianto Salim
2c2563bc34 fix: gradient checkpointing functools.partial object has no attribute __self__ (#2563) [skip ci]
* fix: gradient checkpointing causing functools.partial error

* lint

* chore: lint

---------

Co-authored-by: Wing Lian <wing@axolotl.ai>
2025-04-25 17:02:37 -04:00
Dan Saunders
ae1c7ace63 Sequence parallel training context manager (#2553)
* ctx manager for SP

* updates

* update

* further simplifying

* accommodate both training context managers

* simplifying

* simplifying

* nit

* reorg

* tweak codecov yaml

* add gather post hook, simplify, fixes

* pytest

* pytest fix
2025-04-25 10:33:54 -04:00
Wing Lian
a4d5112ae1 builds for torch 2.7.0 (#2552)
* builds for torch==2.7.0

* use xformers==0.0.29.post3

* no vllm support with torch 2.7

* update default, fix conditional

* no xformers for 270

* no vllm on 2.7.0 for multigpu test too

* remove deprecated verbose arg from scheduler

* 2.7.0 tests on cpu
2025-04-24 00:39:31 -04:00
NanoCode012
a6d28d19b1 feat: add glm and glm4 multipack and cce (#2546)
* feat: add glm and glm4 multipack

* feat: add glm4 example

* feat: add cce for glm
2025-04-23 10:27:51 -04:00
Wing Lian
32e335dd51 fix missing host/port for vllm (#2543)
* fix missing host/port for vllm

* set tensor parallel size so it doesn't always default to cli override
2025-04-22 10:16:48 -04:00
Wing Lian
341e95aac9 prevent rate limiting to hf when using dispatch batches (#2536) [skip ci] 2025-04-21 10:31:35 -04:00
Catgat
b882dfb63f Fixed Rex Scheduler Warm Up (#2535) [skip ci]
* Fixed Rex Scheduler Warm Up

* chore: lint

---------

Co-authored-by: Wing Lian <wing@axolotl.ai>
2025-04-21 10:30:55 -04:00
Chiwan Park
4ce469d32e fix: upgrade liger to 0.5.8 and use native Gemma3 patches (#2527)
* fix: upgrade liger to 0.5.8 and use native Gemma3 patches

* fix: make lint happy

* doc: update Liger Kernel FLCE support for Gemma 3
2025-04-18 09:57:40 -07:00
Wing Lian
60a8f0958d zero val fix for beta (#2538) 2025-04-17 17:27:19 -07:00
NanoCode012
9da730d6a4 fix(doc): cut cross entropy installation instructions broken in qmd (#2532) 2025-04-16 15:02:51 -07:00
NanoCode012
32637fad00 fix: preprocess yielding whole dataset to each worker (#2503) [skip ci] 2025-04-16 15:02:35 -07:00
Dan Saunders
b8c633aa97 batch api HF adapter for ring-flash-attn; cleanup and improvements (#2520)
* batch api HF adapter for ring-flash-attn; cleanup and improvements

* update

* adding all batch ring-flash-attn methods via single adapter

* removing pad_to_sequence_len=False for now

* fix

* updating docs to include batch SP

* review comments

* fixes for batch API funcs, simplify

* fixes

* fix

* updates

* add batch_zigzag smoke test
2025-04-16 13:50:48 -04:00
NanoCode012
682a9cf79b Fix: add delinearization and make qlora work with fsdp2 (#2515)
* fixes for delinearization, and make qlora work with fsdp2

* Add back mistakenly removed lm_eval

* typo [skip ci]

* patch evals for torch.compile + fsdp2

* also check torch_compile w fsdp2

* lots of fixes for flex attn with llama4

* fix patch check and patch llama4 too

* attempt to make the patches stick

* use transformers 4.51.2

* update configs and README for llama4

* remove torch.compile for CI test

* cleanup any existing singletons

* set singleton cache to None instead of deleting

* use importlib reload with monkeypatch

* don't worry about transformers version, mark inputs with grads, fix regex

* make sure embeds aren't on cpu

* logging and mem improvements

* vllm version and add to docker, make sure to save processor on conversion

* fix ambiguous tensor bool check

* fix vllm to not use v1, upgrade hf transformers

* fix tests

* make flex_attn_compile_kwargs configurable, since this depends on model params

---------

Co-authored-by: Wing Lian <wing@axolotl.ai>
Co-authored-by: Salman Mohammadi <salman.mohammadi@outlook.com>
2025-04-15 23:31:39 -07:00
NanoCode012
271b24cccc feat: update cce to latest (#2521) 2025-04-15 22:17:10 -07:00
NanoCode012
e0420b3528 fix: allow merge lora on pre-quantized model (#2511)
* fix: allow merge lora on pre-quantized model

* fix: remove unused sections per comment
2025-04-09 14:01:42 -04:00
NanoCode012
f85861a0b2 fix: liger swiglu for llama4 (#2504)
* fix: liger swiglu for llama4

* feat: add liger to deepseek v3

* fix: unpack not found

* fix: spelling

* fix: comment out deepseek v3

* fix: retest deepseek

* fix: map glu

* fix: patch model forward

* chore: add temp code to save

* fix: remove deepseek to move into separate PR
2025-04-09 02:53:17 -04:00
Wing Lian
0dac2ddeac Llama4 linearized (#2502)
* llama4 support for linearized experts

* clean up fsdp2 sharding to prevent hang

* add yaml config

* cleanup example [skip ci]
2025-04-07 20:47:00 -04:00
NanoCode012
a6c03217f5 feat: add llama4 CCE (#2498)
* feat: add llama4 CCE

* fix: update model support list doc

* feat: include llama4_text
2025-04-07 17:12:28 -04:00
Dan Saunders
59cd472504 SP cu_seqlens fix, refactor (#2495)
* working on masking fix

* refactor and fix multipack seqlens

* pre-commit fix

* adding smoke test

* using existing packed seqlens util

* log warning re: logged losses / gradient scaling per rank
2025-04-07 14:47:57 -04:00
NanoCode012
9b89591ead Feat: Add doc on loading datasets and support for Azure/OCI (#2482)
* fix: remove unused config

* feat: add doc on dataset loading

* feat: enable azure and oci remote file system

* feat: add adlfs and ocifs to requirements

* fix: add links between dataset formats and dataset loading

* fix: remove unused condition

* Revert "fix: remove unused condition"

This reverts commit 5fe13be73e.
2025-04-07 12:41:13 -04:00
NanoCode012
d25daebea9 fix: duplicate llama4 chattemplate enum (#2500)
* fix: duplicate llama4 chattemplate enum

* fix: duplicate chat_template string
2025-04-07 12:39:19 -04:00
NanoCode012
e0e5d9b1d6 feat: add llama4 multimodal (#2499)
* feat: add llama4 multimodal

* feat: add torchvision to base docker

* just use latest torchvision

---------

Co-authored-by: Wing Lian <wing@axolotl.ai>
2025-04-07 10:49:29 -04:00
Wing Lian
8bbad21bfd llama4 support (#2493)
* llama4 support

* add xet support [skip ci]

* be flexible on transformers version and skip test on version

* don't use deepspeed for the fix_untrained_tokens test

* reordering to trigger torch 2.6.0 tests first

* slightly smaller train set

* use 4.51.0 for now

* remove stray print, add llama4 chat template to schema, bump peft to 0.15.1

* patches to make llama4 performant

* add preliminary fp8 support
2025-04-07 10:49:15 -04:00
Wing Lian
5f4af3665d FSDP2 support (#2469)
* fsdp2 support

* use accelerate release 1.6.0

* allow 8bit optims with fsdp2

* liger + torch compile fix

* add fsdp2 e2e tests

* use transformers commit with fsdp2 support

* skip zero3 tests for this PR for now

* fix fsdp2 config for ci

* make sure both flex and flash attn work with fsdp2, skip fix untrained tokens

* okay, actually use fdsp2...

* more fixes to flex for fsdp2

* make sure to patch all the loaded models

* additional validation for fsdp2, bump dep versions
2025-04-06 17:08:01 -04:00
Sung Ching Liu
a8f38c367c Flex Attention + Packing with BlockMask support (#2363) 2025-04-05 18:02:57 -04:00
Wing Lian
949471039f fix tokenizer overrides w gemma3 (#2488)
* fix tokenizer overrides w gemma3

* fix offline wrapping
2025-04-05 01:25:44 -04:00
NanoCode012
de451f99a5 fix: cohere cce scaling wrong tensor (#2483) 2025-04-04 13:47:44 -04:00
Dan Saunders
e0cc4f1a87 removing deepspeed guard for LoRA Triton kernels (#2480) 2025-04-03 14:50:56 -04:00
Wing Lian
5249e98058 add additional tf32 opt for cudnn (#2477) [skip ci] 2025-04-03 08:47:52 -04:00
Wing Lian
3877c5c69d set release version 0.8.0 (#2476)
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* set release version 0.8.0

* make sure to include ring-flash-attn in docker image build
2025-04-02 09:50:56 -04:00
NanoCode012
e6cfb093d2 fix: disable SP during merge (#2470) [skip ci] 2025-04-02 09:35:00 -04:00
NanoCode012
7abc71dc0b fix: gemma3 loss in forward pass (#2473) [skip ci]
* fix: gemma3 loss in forward pass

* fix: lint

* fix: move patch before plugins

* Update src/axolotl/monkeypatch/gemma3.py

Co-authored-by: salman <salman.mohammadi@outlook.com>

---------

Co-authored-by: Wing Lian <wing.lian@gmail.com>
Co-authored-by: salman <salman.mohammadi@outlook.com>
2025-04-02 09:34:41 -04:00
NanoCode012
45bf634d17 feat: add support for multimodal in lora kernels (#2472) [skip ci]
* feat: add support for multimodal in lora kernels

* fix: improve multimodal checks

* fix: add fallback for model config

* chor: add gemma3 to docs
2025-04-02 09:33:46 -04:00
NanoCode012
80ba4b69f1 fix: pydantic warning validator not returning self (#2474) 2025-04-02 07:40:49 -04:00
NanoCode012
9e22c4ca6a fix: set rl=None during inference (#2463) 2025-04-01 12:25:53 -04:00
Dan Saunders
7d0eb66b54 fixing eval for SP (#2468) 2025-04-01 11:59:08 -04:00
Wing Lian
df119e3724 Validation for Muon optimizer with DS/FSDP (#2464) 2025-04-01 09:39:12 -04:00
NanoCode012
f4ae8816bb Fix: remove the numerous sequential log (#2461)
* fix: remove sequential logs

* feat(doc): add for sample pack sequentially and curriculum sampling
2025-04-01 09:20:00 -04:00
Wing Lian
e0aba74dd0 Release update 20250331 (#2460) [skip ci]
* make torch 2.6.0 the default image

* fix tests against upstream main

* fix attribute access

* use fixture dataset

* fix dataset load

* correct the fixtures + tests

* more fixtures

* add accidentally removed shakespeare fixture

* fix conversion from unittest to pytest class

* nightly main ci caches

* build 12.6.3 cuda base image

* override for fix from huggingface/transformers#37162

* address PR feedback
2025-04-01 08:47:50 -04:00
Wing Lian
328d598114 gemma3 packing fixes (#2449)
* make gemma3 work with packing

* multi-gpu e2e for ci

* update gemma3 model namespace to use mirror

* add gradient checkpointing to multigpu e2e ci

* update gemma3 examples for use_reentrant and fix ddp find unused params

* fix tests for gemma3

* fix import for test utils

* set correct train loss for gemma3 e2e
2025-03-31 17:15:23 -04:00
DreamGenX
4d36ecc724 Sequential sample packing (#2404) [skip ci]
* add sequential sample packing

* chore: lint

---------

Co-authored-by: Wing Lian <wing@axolotl.ai>
2025-03-31 15:48:20 -04:00
NanoCode012
7acf93b59f Fix(doc): Clarify doc on attention configs and missing pad_token (#2455) [skip ci]
* fix: clarify input type

* fix: handling of error message if data_files not available

* fix: clarify attention handling

* fix: add doc on missing pad token
2025-03-31 15:47:28 -04:00
Wing Lian
b6fc46ada8 Updates for trl 0.16.0 - mostly for GRPO (#2437) [skip ci]
* add grpo scale_rewards config for trl#3135

* options to connect to vllm server directly w grpo trl#3094

* temperature support trl#3029

* sampling/generation kwargs for grpo trl#2989

* make vllm_enable_prefix_caching a config param trl#2900

* grpo multi-step optimizeations trl#2899

* remove overrides for grpo trainer

* bump trl to 0.16.0

* add cli  to start vllm-serve via trl

* call the python module directly

* update to use vllm with 2.6.0 too now and call trl vllm serve from module

* vllm 0.8.1

* use python3

* use sys.executable

* remove context and wait for start

* fixes to make it actually work

* fixes so the grpo tests pass with new vllm paradigm

* explicit host/port and check in start vllm

* make sure that vllm doesn't hang by setting quiet so outouts go to dev null

* also bump bnb to latest release

* add option for wait from cli and nccl debugging for ci

* grpo + vllm test on separate devices for now

* make sure grpo + vllm tests runs single worker since pynccl comms would conflict

* fix cli

* remove wait and add caching for argilla dataset

* refactoring configs

* chore: lint

* add vllm config

* fixup vllm grpo args

* fix one more incorrect schema/config path

* fix another vlllm reference and increase timeout

* make the tests run a bit faster

* change mbsz back so it is correct for grpo

* another change mbsz back so it is correct for grpo

* fixing cli args

* nits

* adding docs

* docs

* include tensor parallel size for vllm in pydantic schema

* moving start_vllm, more docs

* limit output len for grpo vllm

* vllm enable_prefix_caching isn't a bool cli arg

* fix env ordering in tests and also use pid check when looking for vllm

---------

Co-authored-by: Salman Mohammadi <salman.mohammadi@outlook.com>
2025-03-31 15:47:11 -04:00
Dan Saunders
b35992262e Ray train bugfix (#2458)
* fix nccl pg destroy warning

* update

* ray bugfix
2025-03-31 15:17:43 -04:00
Dan Saunders
ef6eb77cc8 destroy process group on Ctrl+C / training or eval run (#2457)
* fix nccl pg destroy warning

* update
2025-03-31 12:36:47 -04:00
Dan Saunders
5410195e0b Sequence parallelism quick follow-ups; remove ModelCallback (#2450)
* guard return if ring attn alrady registered

* add docs link, bits in multi-gpu docs, remove save model callback (subsumed by HF trainers)

* configurable heads_k_stride from ring-flash-attn hf adapter
2025-03-31 09:13:42 -04:00