Commit Graph

1980 Commits

Author SHA1 Message Date
Sung Ching Liu
22c562533d Update rlhf.qmd (#2519)
Fix typo in command that spawns a vllm server, should be `axolotl vllm-serve` not `axolotl vllm_serve`
2025-04-10 11:33:09 -04:00
NanoCode012
16823e1de6 feat: add CNAME (#2513) 2025-04-10 12:34:25 +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
Wing Lian
9f986f5e71 Add Llama4 maverick examples (#2512) 2025-04-09 14:01:28 -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
630e40dd13 upgrade transformers to 4.51.1 (#2508)
* upgrade transformers to 4.51.1

* multigpu longer timeout
2025-04-09 02:53:00 -04:00
Wing Lian
bf9efe2a09 [llama4] fix the mm yaml, add scout single gpu yaml (#2510)
* [llama4] fix the mm yaml, add scout single gpu yaml

* add README for llama4

* rename to specify fsdp
2025-04-09 02:52:45 -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
31498d0230 fix(doc): clarify roles mapping in chat_template (#2490) [skip ci] 2025-04-07 12:40:32 -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
e7e0cd97ce Update dependencies and show slow tests in CI (#2492)
* use latest torchao, gradio, schedule-free

* get info on slow tests

* speed up tests by avoiding gradient checkpointing and reducing eval size
2025-04-05 17:41:31 -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
Wing Lian
9f824ef76a simplify the example configs to be more minimal and less daunting (#2486) [skip ci]
* simplify the example configs to be more minimal and less daunting

* drop empty s2_attention from example yamls
2025-04-04 13:47:26 -04:00
Wing Lian
dd66fb163c check if fixture exists in the cache already (#2485)
* check if fixture exists in the cache already

* add docstring explaining what is going on
2025-04-04 13:47:01 -04:00
Dan Saunders
e0cc4f1a87 removing deepspeed guard for LoRA Triton kernels (#2480) 2025-04-03 14:50:56 -04:00
NanoCode012
64d8035f50 fix(example): align example to correct adapter (#2478)
* fix(example): align example to correct adapter

* fix: add missing load in 4 bit
2025-04-03 08:48:14 -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
v0.8.0
2025-04-02 09:50:56 -04:00
NanoCode012
adb593abac fix: document offload gradient_checkpointing option (#2475) 2025-04-02 09:35:42 -04:00
NanoCode012
a0117c9bce fix: separate gemma3 text and vision example config (#2471) [skip ci]
* fix: separate gemma3 text and vision example config

* fix: update to use a text-only dataset

* fix: typo
2025-04-02 09:35:29 -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
Wing Lian
0bfa180f7d torch 2.7.0 base image for testing (#2467) 2025-04-01 15:38:26 -04:00
NanoCode012
9e22c4ca6a fix: set rl=None during inference (#2463) 2025-04-01 12:25:53 -04:00
NanoCode012
990b5896bc fix: downgrade deepspeed to fix grad checkpoint oom (#2465) [skip ci] 2025-04-01 12:25:05 -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
NanoCode012
9b95e06cbb Fix(doc): Minor doc changes for peft and modal (#2462) [skip ci]
* fix(doc): document peft configs

* fix(doc): explain modal env vs secrets difference

* fix(doc): clarify evaluate vs lm-eval

* fix: clarify what is performance
2025-04-01 08:48:36 -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
NanoCode012
cf0c79d52e fix: minor patches for multimodal (#2441)
* fix: update chat_template

* fix: handle gemma3 showing a lot of no content for turn 0

* fix: remove unknown config from examples

* fix: test

* fix: temporary disable gemma2 test

* fix: stop overwriting config.text_config unnecessarily

* fix: handling of set cache to the text_config section

* feat: add liger gemma support and bump liger to 0.5.5

* fix: add double use_cache setting

* fix: add support for final_logit_softcap in CCE for gemma2/3

* fix: set use_cache before model load

* feat: add missing layernorm override

* fix: handle gemma3 rmsnorm

* fix: use wrapper to pass dim as hidden_size

* fix: change dim to positional

* fix: patch with wrong mlp

* chore: refactor use_cache handling

* fix import issues

* fix tests.e2e.utils import

---------

Co-authored-by: Wing Lian <wing@axolotl.ai>
2025-03-31 13:40:12 +07:00
Wing Lian
4ba80a0e5a fix streaming packing test (#2454)
* fix streaming packing test

* constrain amount of text generated
2025-03-29 08:30:06 -04:00
Wing Lian
c49682132b use offline for precached stream dataset (#2453) 2025-03-28 23:39:09 -04:00