ColossalAI

Commit Graph

Author	SHA1	Message	Date
Yuanheng Zhao	8754abae24	[Fix] Fix & Update Inference Tests (compatibility w/ main)	7 months ago
Yuanheng Zhao	56ed09aba5	[sync] resolve conflicts of merging main	7 months ago
Yuanheng Zhao	537a3cbc4d	[kernel] Support New KCache Layout - Triton Kernel (#5677 ) * kvmemcpy triton for new kcache layout * revise tests for new kcache layout * naive triton flash decoding - new kcache layout * rotary triton kernel - new kcache layout * remove redundancy - triton decoding * remove redundancy - triton kvcache copy * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>	7 months ago
wangbluo	2632916329	remove useless code	7 months ago
傅剑寒	9df016fc45	[Inference] Fix quant bits order (#5681 )	7 months ago
yuehuayingxueluo	f79963199c	[inference]Add alibi to flash attn function (#5678 ) * add alibi to flash attn function * rm redundant modifications	7 months ago
傅剑寒	ef8e4ffe31	[Inference/Feat] Add kvcache quant support for fused_rotary_embedding_cache_copy (#5680 )	7 months ago
wangbluo	9efc79ef24	add parallel output for mistral model	7 months ago
Steve Luo	5cd75ce4c7	[Inference/Kernel] refactor kvcache manager and rotary_embedding and kvcache_memcpy oper… (#5663 ) * refactor kvcache manager and rotary_embedding and kvcache_memcpy operator * refactor decode_kv_cache_memcpy * enable alibi in pagedattention	7 months ago
yuehuayingxueluo	5f00002e43	[Inference] Adapt Baichuan2-13B TP (#5659 ) * adapt to baichuan2 13B * add baichuan2 13B TP * update baichuan tp logic * rm unused code * Fix TP logic * fix alibi slopes tp logic * rm nn.Module * Polished the code. * change BAICHUAN_MODEL_NAME_OR_PATH * Modified the logic for loading Baichuan weights. * fix typos	7 months ago
傅剑寒	808ee6e4ad	[Inference/Feat] Feat quant kvcache step2 (#5674 )	7 months ago
Wang Binluo	d3f34ee8cc	[Shardformer] add assert for num of attention heads divisible by tp_size (#5670 ) * add assert for num of attention heads divisible by tp_size * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>	7 months ago
flybird11111	6af6d6fc9f	[shardformer] support bias_gelu_jit_fused for models (#5647 ) * support gelu_bias_fused for gpt2 * support gelu_bias_fused for gpt2 fix fix fix * fix fix * fix	7 months ago
Hongxin Liu	7f8b16635b	[misc] refactor launch API and tensor constructor (#5666 ) * [misc] remove config arg from initialize * [misc] remove old tensor contrusctor * [plugin] add npu support for ddp * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * [devops] fix doc test ci * [test] fix test launch * [doc] update launch doc --------- Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>	7 months ago
linsj20	91fa553775	[Feature] qlora support (#5586 ) * [feature] qlora support * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * qlora follow commit * migrate qutization folder to colossalai/ * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * minor fixes --------- Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>	7 months ago
flybird11111	8954a0c2e2	[LowLevelZero] low level zero support lora (#5153 ) * low level zero support lora low level zero support lora * add checkpoint test * add checkpoint test * fix * fix * fix * fix fix fix fix * fix * fix fix fix fix fix fix fix * fix * fix fix fix fix fix fix fix * fix * test ci * git # This is a combination of 3 commits. Update low_level_zero_plugin.py Update low_level_zero_plugin.py fix fix fix * fix naming fix naming fix naming fix	7 months ago
Baizhou Zhang	14b0d4c7e5	[lora] add lora APIs for booster, support lora for TorchDDP (#4981 ) * add apis and peft requirement * add liscense and implement apis * add checkpointio apis * add torchddp fwd_bwd test * add support_lora methods * add checkpointio test and debug * delete unneeded codes * remove peft from LICENSE * add concrete methods for enable_lora * simplify enable_lora api * fix requirements	7 months ago
Hongxin Liu	c1594e4bad	[devops] fix release docker ci (#5665 )	7 months ago
Hongxin Liu	4cfbf30a5e	[release] update version (#5654 )	7 months ago
Tong Li	68ec99e946	[hotfix] add soft link to support required files (#5661 )	7 months ago
傅剑寒	8ccb6714e7	[Inference/Feat] Add kvcache quantization support for FlashDecoding (#5656 )	7 months ago
Yuanheng Zhao	5be590b99e	[kernel] Support new KCache Layout - Context Attention Triton Kernel (#5658 ) * add context attn triton kernel - new kcache layout * add benchmark triton * tiny revise * trivial - code style, comment	7 months ago
binmakeswell	b8a711aa2d	[news] llama3 and open-sora v1.1 (#5655 ) * [news] llama3 and open-sora v1.1 * [news] llama3 and open-sora v1.1	7 months ago
Hongxin Liu	2082852f3f	[lazyinit] skip whisper test (#5653 )	7 months ago
flybird11111	8b7d535977	fix gptj (#5652 )	7 months ago
yuehuayingxueluo	3c91e3f176	[Inference]Adapt to baichuan2 13B (#5614 ) * adapt to baichuan2 13B * adapt to baichuan2 13B * change BAICHUAN_MODEL_NAME_OR_PATH * fix test_decoding_attn.py * Modifications based on review comments. * change BAICHUAN_MODEL_NAME_OR_PATH * mv attn mask processes to test flash decoding * mv get_alibi_slopes baichuan modeling * fix bugs in test_baichuan.py	7 months ago
Yuanheng Zhao	f342a93871	[Fix] Remove obsolete files - inference (#5650 )	7 months ago
Hongxin Liu	1b387ca9fe	[shardformer] refactor pipeline grad ckpt config (#5646 ) * [shardformer] refactor pipeline grad ckpt config * [shardformer] refactor pipeline grad ckpt config * [pipeline] fix stage manager	7 months ago
Season	7ef91606e1	[Fix]: implement thread-safety singleton to avoid deadlock for very large-scale training scenarios (#5625 ) * implement thread-safety singleton * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * refactor singleton implementation * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>	7 months ago
Hongxin Liu	bbb2c21f16	[shardformer] fix chatglm implementation (#5644 ) * [shardformer] fix chatglm policy * [shardformer] fix chatglm flash attn * [shardformer] update readme * [shardformer] fix chatglm init * [shardformer] fix chatglm test * [pipeline] fix chatglm merge batch	7 months ago
Steve Luo	a8fd3b0342	[Inference/Kernel] Optimize paged attention: Refactor key cache layout (#5643 ) * optimize flashdecodingattention: refactor code with different key cache layout(from [num_blocks, num_kv_heads, block_size, head_size] to [num_blocks, num_kv_heads, head_size/x, block_size, x]) * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>	7 months ago
flybird11111	5d88ef1aaf	[shardformer] remove useless code (#5645 )	7 months ago
flybird11111	148506c828	[coloattention]modify coloattention (#5627 ) * modify coloattention * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * fix * fix * fix fxi * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>	7 months ago
Edenzzzz	7ee569b05f	[hotfix] Fixed fused layernorm bug without apex (#5609 ) * fixed fused layernorm bug without apex * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * same for flash attn * remove flash attn check --------- Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>	7 months ago
Wang Binluo	0d0a582033	[shardformer] update transformers (#5583 ) * flash_attention forward upgrade * llama_model_forward * remove useless comment * update the requirements.txt * add the transformers version requirements * remove the LATEST VERSION try * [shardformer] update bloom model (#5518) * update bloom model * remove the version restriction * [shardformer] update_falcon (#5520) * [shardformer] update mistral model (#5511) * [shardformer] update gpt2 (#5502) * [shardformer] update gptj model (#5503) * [shardformer] update opt (#5522) * [shardformer] update t5 model (#5524) * [shardformer] update whisper model (#5529) * [shardformer] update vit model (#5530) * update vit model * remove the output_hidden_states * [shardformer] fix llama modeling * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * [zero] support multiple (partial) backward passes (#5596) * [zero] support multiple (partial) backward passes * [misc] update requirements * [zero] support multiple (partial) backward passes (#5596) * [zero] support multiple (partial) backward passes * [misc] update requirements * fix conflicts * [doc] fix ColossalMoE readme (#5599) * fix readme * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * merge with main * merge with main * llama_model_forward * remove useless comment * remove the LATEST VERSION try * [shardformer] update bloom model (#5518) * update bloom model * remove the version restriction * [shardformer] update mistral model (#5511) * [shardformer] update opt (#5522) * [shardformer] update whisper model (#5529) * [shardformer] fix llama modeling * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * [hotfix] Fix examples no pad token & auto parallel codegen bug; (#5606) * fix no pad token bug * fixed some auto parallel codegen bug, but might not run on torch 2.1 --------- Co-authored-by: Edenzzzz <wtan45@wisc.edu> * [shardformer] fix pipeline grad ckpt (#5620) * [shardformer] fix pipeline grad ckpt * [shardformer] fix whisper (#5628) * [test] fix llama model test * fix the opt upgrade (#5634) * [shardformer] fix attn replacement (#5636) * [shardformer] update flashattention replacement (#5637) * update transformers update transformers fix fix * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * [test] fix llama test (#5638) * [gemini] fix buffer cast (#5639) * Fix shardformer upgrade (#5640) * fix llama model * fix the mistral * fix the shardformer model * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * [shardformer]support pipeline parallelism for mistral. (#5642) * [shardformer] fix attn replacement (#5636) * [shardformer] update flashattention replacement (#5637) * update transformers update transformers fix fix * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * [Feature] Support LLaMA-3 CPT and ST (#5619) * support LLaMA-3 * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Run pre-commit --------- Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * [exampe] update llama example (#5626) * [plugin] support dp inside for hybriad parallel * [example] update llama benchmark * [example] update llama benchmark * [example] update llama readme * [example] update llama readme * [example] llama3 (#5631) * release llama3 * [release] llama3 * [release] llama3 * [release] llama3 * [release] llama3 * [test] fix llama test (#5638) * [gemini] fix buffer cast (#5639) * support pp for mistral * fix * fix fix fix * fix --------- Co-authored-by: Hongxin Liu <lhx0217@gmail.com> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: Tong Li <tong.li352711588@gmail.com> Co-authored-by: binmakeswell <binmakeswell@gmail.com> --------- Co-authored-by: Hongxin Liu <lhx0217@gmail.com> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: Camille Zhong <44392324+Camille7777@users.noreply.github.com> Co-authored-by: Edenzzzz <wenxuan.tan@wisc.edu> Co-authored-by: Edenzzzz <wtan45@wisc.edu> Co-authored-by: flybird11111 <1829166702@qq.com> Co-authored-by: Tong Li <tong.li352711588@gmail.com> Co-authored-by: binmakeswell <binmakeswell@gmail.com>	7 months ago
yuehuayingxueluo	90cd5227a3	[Fix/Inference]Fix vllm benchmark (#5630 ) * Fix bugs about OOM when running vllm-0.4.0 * rm used params * change generation_config * change benchmark log file name	7 months ago
傅剑寒	279300dc5f	[Inference/Refactor] Refactor compilation mechanism and unified multi hw (#5613 ) * refactor compilation mechanism and unified multi hw * fix file path bug * add init.py to make pybind a module to avoid relative path error caused by softlink * delete duplicated micros * fix micros bug in gcc	7 months ago
Yuanheng Zhao	04863a9b14	[example] Update Llama Inference example (#5629 ) * [example] add infernece benchmark llama3 * revise inference config - arg * remove unused args * add llama generation demo script * fix init rope in llama policy * add benchmark-llama3 - cleanup	7 months ago
binmakeswell	f4c5aafe29	[example] llama3 (#5631 ) * release llama3 * [release] llama3 * [release] llama3 * [release] llama3 * [release] llama3	7 months ago
Hongxin Liu	4de4e31818	[exampe] update llama example (#5626 ) * [plugin] support dp inside for hybriad parallel * [example] update llama benchmark * [example] update llama benchmark * [example] update llama readme * [example] update llama readme	7 months ago
Tong Li	862fbaaa62	[Feature] Support LLaMA-3 CPT and ST (#5619 ) * support LLaMA-3 * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Run pre-commit --------- Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>	7 months ago
yuehuayingxueluo	12f10d5b0b	[Fix/Inference]Fix CUDA Rotary Rmbedding GQA (#5623 ) * fix rotary embedding GQA * change test_rotary_embdding_unpad.py KH	7 months ago
Yuanheng Zhao	5d4c1fe8f5	[Fix/Inference] Fix GQA Triton and Support Llama3 (#5624 ) * [fix] GQA calling of flash decoding triton * fix kv cache alloc shape * fix rotary triton - GQA * fix sequence max length assigning * Sequence max length logic * fix scheduling and spec-dec * skip without import error * fix pytest - skip without ImportError --------- Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>	7 months ago
Hongxin Liu	e094933da1	[shardformer] fix pipeline grad ckpt (#5620 ) * [shardformer] fix pipeline grad ckpt	7 months ago
Steve Luo	ccf72797e3	feat baichuan2 rmsnorm whose hidden size equals to 5120 (#5611 )	7 months ago
Edenzzzz	d83c633ca6	[hotfix] Fix examples no pad token & auto parallel codegen bug; (#5606 ) * fix no pad token bug * fixed some auto parallel codegen bug, but might not run on torch 2.1 --------- Co-authored-by: Edenzzzz <wtan45@wisc.edu>	7 months ago
Runyu Lu	e37ee2fb65	[Feat]Tensor Model Parallel Support For Inference (#5563 ) * tensor parallel support naive source * [fix]precision, model load and refactor the framework * add tp unit test * docstring * fix do_sample	7 months ago
Steve Luo	be396ad6cc	[Inference/Kernel] Add Paged Decoding kernel, sequence split within the same thread block (#5531 ) * feat flash decoding for paged attention * refactor flashdecodingattention * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>	7 months ago
flybird11111	a0ad587c24	[shardformer] refactor embedding resize (#5603 ) * [branch rebase] rebase main to Feature/resize_embedding (#5554) * fix * [release] update version (#5411) * [hotfix] fix typo s/keywrods/keywords etc. (#5429) * [devops] fix compatibility (#5444) * [devops] fix compatibility * [hotfix] update compatibility test on pr * [devops] fix compatibility * [devops] record duration during comp test * [test] decrease test duration * fix falcon * [shardformer] fix gathering output when using tensor parallelism (#5431) * fix * padding vocab_size when using pipeline parallellism padding vocab_size when using pipeline parallellism fix fix * fix * fix fix fix * fix gather output * fix * fix * fix fix resize embedding fix resize embedding * fix resize embedding fix * revert * revert * revert * [doc] release Open-Sora 1.0 with model weights (#5468) * [doc] release Open-Sora 1.0 with model weights * [doc] release Open-Sora 1.0 with model weights * [doc] release Open-Sora 1.0 with model weights * [doc] update open-sora demo (#5479) * [doc] update open-sora demo * [doc] update open-sora demo * [doc] update open-sora demo * [example] add grok-1 inference (#5485) * [misc] add submodule * remove submodule * [example] support grok-1 tp inference * [example] add grok-1 inference script * [example] refactor code * [example] add grok-1 readme * [exmaple] add test ci * [exmaple] update readme --------- Co-authored-by: Hongxin Liu <lhx0217@gmail.com> Co-authored-by: digger yu <digger-yu@outlook.com> Co-authored-by: binmakeswell <binmakeswell@gmail.com> * [CI] run pre-commit (#5577) * fix * [release] update version (#5411) * [hotfix] fix typo s/keywrods/keywords etc. (#5429) * [devops] fix compatibility (#5444) * [devops] fix compatibility * [hotfix] update compatibility test on pr * [devops] fix compatibility * [devops] record duration during comp test * [test] decrease test duration * fix falcon * [shardformer] fix gathering output when using tensor parallelism (#5431) * fix * padding vocab_size when using pipeline parallellism padding vocab_size when using pipeline parallellism fix fix * fix * fix fix fix * fix gather output * fix * fix * fix fix resize embedding fix resize embedding * fix resize embedding fix * revert * revert * revert * [doc] release Open-Sora 1.0 with model weights (#5468) * [doc] release Open-Sora 1.0 with model weights * [doc] release Open-Sora 1.0 with model weights * [doc] release Open-Sora 1.0 with model weights * [doc] update open-sora demo (#5479) * [doc] update open-sora demo * [doc] update open-sora demo * [doc] update open-sora demo * [example] add grok-1 inference (#5485) * [misc] add submodule * remove submodule * [example] support grok-1 tp inference * [example] add grok-1 inference script * [example] refactor code * [example] add grok-1 readme * [exmaple] add test ci * [exmaple] update readme * run pre-commit --------- Co-authored-by: Hongxin Liu <lhx0217@gmail.com> Co-authored-by: digger yu <digger-yu@outlook.com> Co-authored-by: binmakeswell <binmakeswell@gmail.com> * [rebase] rebase main to resize-embedding (#5581) * [release] grok-1 314b inference (#5490) * [release] grok-1 inference * [release] grok-1 inference * [release] grok-1 inference * [example] update Grok-1 inference (#5495) * revise grok-1 example * remove unused arg in scripts * prevent re-installing torch * update readme * revert modifying colossalai requirements * add perf * trivial * add tokenizer url * [hotfix] set return_outputs=False in examples and polish code (#5404) * fix: simplify merge_batch * fix: use return_outputs=False to eliminate extra memory consumption * feat: add return_outputs warning * style: remove `return_outputs=False` as it is the default value * [release] grok-1 inference benchmark (#5500) * [release] grok-1 inference benchmark * [release] grok-1 inference benchmark * [release] grok-1 inference benchmark * [release] grok-1 inference benchmark * [release] grok-1 inference benchmark * [shardformer]Fix lm parallel. (#5480) * fix * padding vocab_size when using pipeline parallellism padding vocab_size when using pipeline parallellism fix fix * fix * fix fix fix * fix gather output * fix * fix * fix fix resize embedding fix resize embedding * fix resize embedding fix * revert * revert * revert * fix lm forward distribution * fix * test ci * fix * [fix] fix grok-1 example typo (#5506) * [devops] fix example test ci (#5504) * Fix ColoTensorSpec for py11 (#5440) * fixed layout converter caching and updated tester * Empty-Commit * [shardformer] update colo attention to support custom mask (#5510) * [feature] refactor colo attention (#5462) * [extension] update api * [feature] add colo attention * [feature] update sdpa * [feature] update npu attention * [feature] update flash-attn * [test] add flash attn test * [test] update flash attn test * [shardformer] update modeling to fit colo attention (#5465) * [misc] refactor folder structure * [shardformer] update llama flash-attn * [shardformer] fix llama policy * [devops] update tensornvme install * [test] update llama test * [shardformer] update colo attn kernel dispatch * [shardformer] update blip2 * [shardformer] update chatglm * [shardformer] update gpt2 * [shardformer] update gptj * [shardformer] update opt * [shardformer] update vit * [shardformer] update colo attention mask prep * [shardformer] update whisper * [test] fix shardformer tests (#5514) * [test] fix shardformer tests * [test] fix shardformer tests * [format] applied code formatting on changed files in pull request 5510 (#5517) Co-authored-by: github-actions <github-actions@github.com> * [shardformer] fix pipeline forward error if custom layer distribution is used (#5189) * Use self.[distribute_layers\|get_stage_index] to exploit custom layer distribution * Change static methods for t5 layer distribution to member functions * Change static methods for whisper layer distribution to member functions * Replace whisper policy usage with self one * Fix test case to use non-static layer distribution methods * fix: fix typo --------- Co-authored-by: Wenhao Chen <cwher@outlook.com> * [Fix] Grok-1 use tokenizer from the same pretrained path (#5532) * [fix] use tokenizer from the same pretrained path * trust remote code * [ColossalChat] Update RLHF V2 (#5286) * Add dpo. Fix sft, ppo, lora. Refactor all * fix and tested ppo * 2 nd round refactor * add ci tests * fix ci * fix ci * fix readme, style * fix readme style * fix style, fix benchmark * reproduce benchmark result, remove useless files * rename to ColossalChat * use new image * fix ci workflow * fix ci * use local model/tokenizer for ci tests * fix ci * fix ci * fix ci * fix ci timeout * fix rm progress bar. fix ci timeout * fix ci * fix ci typo * remove 3d plugin from ci temporary * test environment * cannot save optimizer * support chat template * fix readme * fix path * test ci locally * restore build_or_pr * fix ci data path * fix benchmark * fix ci, move ci tests to 3080, disable fast tokenizer * move ci to 85 * support flash attention 2 * add all-in-one data preparation script. Fix colossal-llama2-chat chat template * add hardware requirements * move ci test data * fix save_model, add unwrap * fix missing bos * fix missing bos; support grad accumulation with gemini * fix ci * fix ci * fix ci * fix llama2 chat template config * debug sft * debug sft * fix colossalai version requirement * fix ci * add sanity check to prevent NaN loss * fix requirements * add dummy data generation script * add dummy data generation script * add dummy data generation script * add dummy data generation script * update readme * update readme * update readme and ignore * fix logger bug * support parallel_output * modify data preparation logic * fix tokenization * update lr * fix inference * run pre-commit --------- Co-authored-by: Tong Li <tong.li352711588@gmail.com> * [shardformer, pipeline] add `gradient_checkpointing_ratio` and heterogenous shard policy for llama (#5508) * feat: add `GradientCheckpointConfig` and `PipelineGradientCheckpointConfig` * feat: apply `GradientCheckpointConfig` to policy and llama_forward * feat: move `distribute_layer` and `get_stage_index` to PipelineStageManager * fix: add optional args for `distribute_layer` and `get_stage_index` * fix: fix changed API calls * test: update llama tests * style: polish `GradientCheckpointConfig` * fix: fix pipeline utils tests * fix incorrect sharding without zero (#5545) Co-authored-by: Edenzzzz <wtan45@wisc.edu> * [shardformer] Sequence Parallelism Optimization (#5533) * sequence parallel optimization * validate sequence parallel in llama (code to be polished) * shardformer api writing * integrate sequence parallel in ShardFormer * fix pp bugs and sp bugs for LlaMa model * integrating ring-based sequence parallelism into ShardFormer * [sequence parallelism]: Add fused megatron function * integrating ring-based sequence parallelism into ShardFormer --------- Co-authored-by: linsj20 <linsj20@mails.tsinghua.edu.cn> * fix bugs when useing sp and flashattention together * fix operation function name * support flash attention for ulysses-style sp * clarify sp process group * fix compatibility bugs in moe plugin * fix fused linear bugs * fix linear layer test * support gpt model all-to-all sp * modify shard data dimension (meant to be dim=-1) * support megtron-style sp and distributed attn for llama model * [shardformer] add megatron sp to llama * support llama7B 128k with distributed attention * [shardformer] robustness enhancement * add block attn * sp mode 1: keep input as a complete sequence * fix sp compatability * finish sp mode 3 support for gpt * using all_to_all_single when batch size is 1 * support mode 2 sp in gpt2 (#5) * [shardformer] add megatron sp to llama * support llama7B 128k with distributed attention * [shardformer] robustness enhancement * add block attn * sp mode 1: keep input as a complete sequence * fix sp compatability * refactor ring implementation * support mode 2 sp in gpt2 * polish code * enable distributed attn mask when using sp mode 2 and 3 in llama * automatically enable flash attn when using sp mode 2 and 3 in llama * inplace attn mask * add zero2 support for sequence parallel * polish code * fix bugs * fix gemini checkpoint io * loose tensor checking atol and rtol * add comment * fix llama layernorm grad * fix zero grad * fix zero grad * fix conflict * update split and gather auto grad func * sequence parallel: inside text split (#6) * polish code (part 1) * polish code (part 2) * polish code (part 2.5) * polish code (part 3) * sequence parallel: inside text split * miscellaneous minor fixes * polish code * fix ulysses style ZeRO * sequence parallel: inside text split * miscellaneous minor fixes * disaggregate sp group and dp group for sp * fix llama and gpt sp * polish code * move ulysses grad sync to ddp (#9) * remove zero_stage and unbind the grad sync for alltoall sp * add 2d group creation test * move ulysses grad sync to ddp * add 2d group creation test * remove useless code * change shard config not to enable sp when enable_all_optimizations * add sp warnings for several model * remove useless code --------- Co-authored-by: linsj20 <linsj20@mails.tsinghua.edu.cn> * [hotfix] quick fixes to make legacy tutorials runnable (#5559) Co-authored-by: Edenzzzz <wtan45@wisc.edu> * [fix] fix typo s/muiti-node /multi-node etc. (#5448) * [hotfix] fix typo s/get_defualt_parser /get_default_parser (#5548) * [devops] remove post commit ci (#5566) * [devops] remove post commit ci * [misc] run pre-commit on all files * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> --------- Co-authored-by: binmakeswell <binmakeswell@gmail.com> Co-authored-by: Yuanheng Zhao <54058983+yuanheng-zhao@users.noreply.github.com> Co-authored-by: Wenhao Chen <cwher@outlook.com> Co-authored-by: Hongxin Liu <lhx0217@gmail.com> Co-authored-by: Rocky Duan <dementrock@users.noreply.github.com> Co-authored-by: Edenzzzz <wtan45@wisc.edu> Co-authored-by: Edenzzzz <wenxuan.tan@wisc.edu> Co-authored-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com> Co-authored-by: github-actions <github-actions@github.com> Co-authored-by: Insu Jang <insujang@umich.edu> Co-authored-by: YeAnbang <44796419+YeAnbang@users.noreply.github.com> Co-authored-by: Tong Li <tong.li352711588@gmail.com> Co-authored-by: Zhongkai Zhao <kanezz620@gmail.com> Co-authored-by: linsj20 <linsj20@mails.tsinghua.edu.cn> Co-authored-by: digger yu <digger-yu@outlook.com> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> * [shardformer]enable padding vocabulary size. (#5489) * padding vocab_size when using pipeline parallellism padding vocab_size when using pipeline parallellism fix fix * fix * fix fix fix * fix gather output * fix * fix * fix fix resize embedding fix resize embedding * fix resize embedding fix * revert * revert * revert * padding vocab * padding vocabe * fix * fix * fxi * test ci * fix fix fix fix * fix fix * fix * fix * Update hybrid_parallel_plugin.py fix fix fix * fix fix * fix fix * fix * resolve super init resolve super init resolve super init resolve super init * resolve comments * fix * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * vocab checkpointio * padding vocab_size when using pipeline parallellism padding vocab_size when using pipeline parallellism fix fix * fix fix fix * fix * fix fix resize embedding fix resize embedding * fix resize embedding fix * revert * revert * padding vocab * fix * fix fix * fix fix * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * fix ci * fix * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * fix * cherry-pick * revert moe modify * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * fix fix fix fix fix fix fix fix * resolve comments resolve comments resolve comments resolve comments resolve comments * ptensor ptensor resolve comments fix fix fix fix fix resolve comments resolve comments resolve comments resolve comments resolve comments --------- Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by: Hongxin Liu <lhx0217@gmail.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * fix rebase * fix rebase --------- Co-authored-by: Hongxin Liu <lhx0217@gmail.com> Co-authored-by: digger yu <digger-yu@outlook.com> Co-authored-by: binmakeswell <binmakeswell@gmail.com> Co-authored-by: Yuanheng Zhao <54058983+yuanheng-zhao@users.noreply.github.com> Co-authored-by: Wenhao Chen <cwher@outlook.com> Co-authored-by: Rocky Duan <dementrock@users.noreply.github.com> Co-authored-by: Edenzzzz <wtan45@wisc.edu> Co-authored-by: Edenzzzz <wenxuan.tan@wisc.edu> Co-authored-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com> Co-authored-by: github-actions <github-actions@github.com> Co-authored-by: Insu Jang <insujang@umich.edu> Co-authored-by: YeAnbang <44796419+YeAnbang@users.noreply.github.com> Co-authored-by: Tong Li <tong.li352711588@gmail.com> Co-authored-by: Zhongkai Zhao <kanezz620@gmail.com> Co-authored-by: linsj20 <linsj20@mails.tsinghua.edu.cn> Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>	7 months ago
Hongxin Liu	3788fefc7a	[zero] support multiple (partial) backward passes (#5596 ) * [zero] support multiple (partial) backward passes * [misc] update requirements	7 months ago

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