54 Commits (4146f1c0ceea4de649f8639d11c26901187cb294)

Author	SHA1	Message	Date
Xu Kai	946ab56c48	[feature] add gptq for inference (#4754) ... * [gptq] add gptq kernel (#4416) * add gptq * refactor code * fix tests * replace auto-gptq * rname inferance/quant * refactor test * add auto-gptq as an option * reset requirements * change assert and check auto-gptq * add import warnings * change test flash attn version * remove example * change requirements of flash_attn * modify tests * [skip ci] change requirements-test * [gptq] faster gptq cuda kernel (#4494) * [skip ci] add cuda kernels * add license * [skip ci] fix max_input_len * format files & change test size * [skip ci] * [gptq] add gptq tensor parallel (#4538) * add gptq tensor parallel * add gptq tp * delete print * add test gptq check * add test auto gptq check * [gptq] combine gptq and kv cache manager (#4706) * combine gptq and kv cache manager * add init bits * delete useless code * add model path * delete usless print and update test * delete usless import * move option gptq to shard config * change replace linear to shardformer * update bloom policy * delete useless code * fix import bug and delete uselss code * change colossalai/gptq to colossalai/quant/gptq * update import linear for tests * delete useless code and mv gptq_kernel to kernel directory * fix triton kernel * add triton import	1 year ago
Hongxin Liu	079bf3cb26	[misc] update pre-commit and run all files (#4752) ... * [misc] update pre-commit * [misc] run pre-commit * [misc] remove useless configuration files * [misc] ignore cuda for clang-format	1 year ago
Baizhou Zhang	f911d5b09d	[doc] Add user document for Shardformer (#4702) ... * create shardformer doc files * add docstring for seq-parallel * update ShardConfig docstring * add links to llama example * add outdated massage * finish introduction & supporting information * finish 'how shardformer works' * finish shardformer.md English doc * fix doctest fail * add Chinese document	1 year ago
Cuiqing Li	bce0f16702	[Feature] The first PR to Add TP inference engine, kv-cache manager and related kernels for our inference system (#4577) ... * [infer] Infer/llama demo (#4503) * add * add infer example * finish * finish * stash * fix * [Kernels] add inference token attention kernel (#4505) * add token forward * fix tests * fix comments * add try import triton * add adapted license * add tests check * [Kernels] add necessary kernels (llama & bloom) for attention forward and kv-cache manager (#4485) * added _vllm_rms_norm * change place * added tests * added tests * modify * adding kernels * added tests: * adding kernels * modify * added * updating kernels * adding tests * added tests * kernel change * submit * modify * added * edit comments * change name * change commnets and fix import * add * added * combine codes (#4509) * [feature] add KV cache manager for llama & bloom inference (#4495) * add kv cache memory manager * add stateinfo during inference * format * format * rename file * add kv cache test * revise on BatchInferState * file dir change * [Bug FIx] import llama context ops fix (#4524) * added _vllm_rms_norm * change place * added tests * added tests * modify * adding kernels * added tests: * adding kernels * modify * added * updating kernels * adding tests * added tests * kernel change * submit * modify * added * edit comments * change name * change commnets and fix import * add * added * fix * add ops into init.py * add * [Infer] Add TPInferEngine and fix file path (#4532) * add engine for TP inference * move file path * update path * fix TPInferEngine * remove unused file * add engine test demo * revise TPInferEngine * fix TPInferEngine, add test * fix * Add Inference test for llama (#4508) * add kv cache memory manager * add stateinfo during inference * add * add infer example * finish * finish * format * format * rename file * add kv cache test * revise on BatchInferState * add inference test for llama * fix conflict * feature: add some new features for llama engine * adapt colossalai triton interface * Change the parent class of llama policy * add nvtx * move llama inference code to tensor_parallel * fix __init__.py * rm tensor_parallel * fix: fix bugs in auto_policy.py * fix:rm some unused codes * mv colossalai/tpinference to colossalai/inference/tensor_parallel * change __init__.py * save change * fix engine * Bug fix: Fix hang * remove llama_infer_engine.py --------- Co-authored-by: yuanheng-zhao <jonathan.zhaoyh@gmail.com> Co-authored-by: CjhHa1 <cjh18671720497@outlook.com> * [infer] Add Bloom inference policy and replaced methods (#4512) * add bloom inference methods and policy * enable pass BatchInferState from model forward * revise bloom infer layers/policies * add engine for inference (draft) * add test for bloom infer * fix bloom infer policy and flow * revise bloom test * fix bloom file path * remove unused codes * fix bloom modeling * fix dir typo * fix trivial * fix policy * clean pr * trivial fix * Revert "[infer] Add Bloom inference policy and replaced methods (#4512)" (#4552) This reverts commit 17cfa57140. * [Doc] Add colossal inference doc (#4549) * create readme * add readme.md * fix typos * [infer] Add Bloom inference policy and replaced methods (#4553) * add bloom inference methods and policy * enable pass BatchInferState from model forward * revise bloom infer layers/policies * add engine for inference (draft) * add test for bloom infer * fix bloom infer policy and flow * revise bloom test * fix bloom file path * remove unused codes * fix bloom modeling * fix dir typo * fix trivial * fix policy * clean pr * trivial fix * trivial * Fix Bugs In Llama Model Forward (#4550) * add kv cache memory manager * add stateinfo during inference * add * add infer example * finish * finish * format * format * rename file * add kv cache test * revise on BatchInferState * add inference test for llama * fix conflict * feature: add some new features for llama engine * adapt colossalai triton interface * Change the parent class of llama policy * add nvtx * move llama inference code to tensor_parallel * fix __init__.py * rm tensor_parallel * fix: fix bugs in auto_policy.py * fix:rm some unused codes * mv colossalai/tpinference to colossalai/inference/tensor_parallel * change __init__.py * save change * fix engine * Bug fix: Fix hang * remove llama_infer_engine.py * bug fix: fix bugs about infer_state.is_context_stage * remove pollcies * fix: delete unused code * fix: delete unused code * remove unused coda * fix conflict --------- Co-authored-by: yuanheng-zhao <jonathan.zhaoyh@gmail.com> Co-authored-by: CjhHa1 <cjh18671720497@outlook.com> * [doc] add colossal inference fig (#4554) * create readme * add readme.md * fix typos * upload fig * [NFC] fix docstring for colossal inference (#4555) Fix docstring and comments in kv cache manager and bloom modeling * fix docstring in llama modeling (#4557) * [Infer] check import vllm (#4559) * change import vllm * import apply_rotary_pos_emb * change import location * [DOC] add installation req (#4561) * add installation req * fix * slight change * remove empty * [Feature] rms-norm transfer into inference llama.py (#4563) * add installation req * fix * slight change * remove empty * add rmsnorm polciy * add * clean codes * [infer] Fix tp inference engine (#4564) * fix engine prepare data * add engine test * use bloom for testing * revise on test * revise on test * reset shardformer llama (#4569) * [infer] Fix engine - tensors on different devices (#4570) * fix diff device in engine * [codefactor] Feature/colossal inference (#4579) * code factors * remove * change coding (#4581) * [doc] complete README of colossal inference (#4585) * complete fig * Update README.md * [doc]update readme (#4586) * update readme * Update README.md * bug fix: fix bus in llama and bloom (#4588) * [BUG FIX]Fix test engine in CI and non-vllm kernels llama forward (#4592) * fix tests * clean * clean * fix bugs * add * fix llama non-vllm kernels bug * modify * clean codes * [Kernel]Rmsnorm fix (#4598) * fix tests * clean * clean * fix bugs * add * fix llama non-vllm kernels bug * modify * clean codes * add triton rmsnorm * delete vllm kernel flag * [Bug Fix]Fix bugs in llama (#4601) * fix tests * clean * clean * fix bugs * add * fix llama non-vllm kernels bug * modify * clean codes * bug fix: remove rotary_positions_ids --------- Co-authored-by: cuiqing.li <lixx3527@gmail.com> * [kernel] Add triton layer norm & replace norm for bloom (#4609) * add layernorm for inference * add test for layernorm kernel * add bloom layernorm replacement policy * trivial: path * [Infer] Bug fix rotary embedding in llama (#4608) * fix rotary embedding * delete print * fix init seq len bug * rename pytest * add benchmark for llama * refactor codes * delete useless code * [bench] Add bloom inference benchmark (#4621) * add bloom benchmark * readme - update benchmark res * trivial - uncomment for testing (#4622) * [Infer] add check triton and cuda version for tests (#4627) * fix rotary embedding * delete print * fix init seq len bug * rename pytest * add benchmark for llama * refactor codes * delete useless code * add check triton and cuda * Update sharder.py (#4629) * [Inference] Hot fix some bugs and typos (#4632) * fix * fix test * fix conflicts * [typo]Comments fix (#4633) * fallback * fix commnets * bug fix: fix some bugs in test_llama and test_bloom (#4635) * [Infer] delete benchmark in tests and fix bug for llama and bloom (#4636) * fix rotary embedding * delete print * fix init seq len bug * rename pytest * add benchmark for llama * refactor codes * delete useless code * add check triton and cuda * delete benchmark and fix infer bugs * delete benchmark for tests * delete useless code * delete bechmark function in utils * [Fix] Revise TPInferEngine, inference tests and benchmarks (#4642) * [Fix] revise TPInferEngine methods and inference tests * fix llama/bloom infer benchmarks * fix infer tests * trivial fix: benchmakrs * trivial * trivial: rm print * modify utils filename for infer ops test (#4657) * [Infer] Fix TPInferEngine init & inference tests, benchmarks (#4670) * fix engine funcs * TPInferEngine: receive shard config in init * benchmarks: revise TPInferEngine init * benchmarks: remove pytest decorator * trivial fix * use small model for tests * [NFC] use args for infer benchmarks (#4674) * revise infer default (#4683) * [Fix] optimize/shard model in TPInferEngine init (#4684) * remove using orig model in engine * revise inference tests * trivial: rename --------- Co-authored-by: Jianghai <72591262+CjhHa1@users.noreply.github.com> Co-authored-by: Xu Kai <xukai16@foxmail.com> Co-authored-by: Yuanheng Zhao <54058983+yuanheng-zhao@users.noreply.github.com> Co-authored-by: yuehuayingxueluo <867460659@qq.com> Co-authored-by: yuanheng-zhao <jonathan.zhaoyh@gmail.com> Co-authored-by: CjhHa1 <cjh18671720497@outlook.com>	1 year ago
Baizhou Zhang	2c787d7f47	[shardformer] fix submodule replacement bug when enabling pp (#4544)	1 year ago
Bin Jia	c554b7f559	[shardformer/fix overlap bug] fix overlap bug, add overlap as an option in shardco… (#4516) ... * fix overlap bug and support bert, add overlap as an option in shardconfig * support overlap for chatglm and bloom	1 year ago
flybird11111	0ecd71e041	[shardformer] bloom support sequence parallel (#4465) ... [shardformer] bloom support sequence parallel	1 year ago
Bin Jia	424629fea0	[shardformer/sequence parallel] Cherry pick commit to new branch (#4450) ... * [shardformer/sequence parallel] Support sequence parallel for gpt2 (#4384) * [sequence parallel] add sequence parallel linear col/row support (#4336) * add sequence parallel linear col/row support * add annotation * add annotation * add support for gpt2 fused qkv linear layer * support sequence parallel in GPT2 * add docstring and note * add requirments * remove unused flash-attb * modify flash attn test * modify flash attn setting * modify flash attn code * add assert before divide, rename forward function * [shardformer/test] fix gpt2 test with seq-parallel * [shardformer/sequence parallel] Overlap input gather and grad computation during col backward (#4401) * overlap gather input / grad computing during col backward * modify test for overlap * simplify code * fix code and modify cuda stream synchronize * [shardformer/sequence parallel] polish code	1 year ago
Hongxin Liu	172f7fa3cf	[misc] resolve code factor issues (#4433)	1 year ago
Baizhou Zhang	ed4c448488	[pipeline] rewrite t5 tests & support multi-tensor transmitting in pipeline (#4388) ... * fix remaining t5 bugs/rewrite t5 tests * fix multi-tensor communication in pipeline * rearrange test_config * fix keyerror in sync_shared_params * fix get_held_layers & Randomnizer, complete t5 tests * erase printing * fix get_held_layers through modifying _release_unheld_layers * fix _get_recursive_held_layers bug	1 year ago
flybird1111	906426cb44	[Shardformer] Merge flash attention branch to pipeline branch (#4362) ... * [shardformer] supported flash attention test dependency (#4158) * [shardformer] fix flash attention utils test (#4180) * [shardformer] opt support flash attention (#4163) * [shardformer] opt support flash attention * [shardformer] opt support flash attention * [shardformer] opt support flash attention * [shardformer] opt support flash attention * [shardformer] move to modeling * [shardformer] move to modeling * [shardformer] add performance benchmark of shardformer (#4175) * [shardformer] opt support flash attention * [shardformer] opt support flash attention * [shardformer] opt support flash attention * [shardformer] benchmark fix * [shardformer] benchmark fix * [shardformer] llama support flash attention (#4185) * [shardformer] opt support flash attention * [shardformer] opt support flash attention * [shardformer] opt support flash attention * [shardformer] opt support flash attention * [shardformer] move to modeling * [shardformer] move to modeling * [shardformer] llama support flash attention * [shardformer] llama support flash attention * [shardformer] Move the import statement for xformer outside the forward function. * [shardformer] gpt2 support flash attention. (#4191) * [shardformer] opt support flash attention * [shardformer] opt support flash attention * [shardformer] opt support flash attention * [shardformer] opt support flash attention * [shardformer] move to modeling * [shardformer] move to modeling * [shardformer] gpt2 support flash attention * [shardformer] gpt2 support flash attention * [shardformer] gpt2 support flash attention * [shardformer] bloom support flash attention (#4188) * [shardformer] opt support flash attention * [shardformer] opt support flash attention * [shardformer] opt support flash attention * [shardformer] opt support flash attention * [shardformer] move to modeling * [shardformer] move to modeling * [shardformer] bloom suport flash attention * [shardformer] add assert to sequence length * [shardformer] fix * [shardformer] fix * [shardformer] fix * [shardformer] bert support flash attention. (#4206) * [shardformer] opt support flash attention * [shardformer] opt support flash attention * [shardformer] opt support flash attention * [shardformer] opt support flash attention * [shardformer] move to modeling * [shardformer] move to modeling * [shardformer] bert support flash attention * [shardformer] t5 support flash attention. (#4216) * [shardformer] opt support flash attention * [shardformer] opt support flash attention * [shardformer] opt support flash attention * [shardformer] opt support flash attention * [shardformer] move to modeling * [shardformer] move to modeling * [shardformer] t5 support flash attention * [shardformer] t5 support flash attention * fix typo * fix typo * fix typo * fix typo * fix typo * fix typo * [shardformer] support 'paddedcausal' type of attention mask in Coloattention. (#4215) * added padded causal attn mask type for ColoAttention * [shardformer]t5 flash attention fix (#4239) * [shardformer] opt support flash attention * [shardformer] opt support flash attention * [shardformer] opt support flash attention * [shardformer] opt support flash attention * [shardformer] move to modeling * [shardformer] move to modeling * [shardformer] t5 flash attention fix * [shardformer] update gpt2 to use coloattention. (#4234) * [shardformer] opt support flash attention * [shardformer] opt support flash attention * [shardformer] opt support flash attention * [shardformer] opt support flash attention * [shardformer] move to modeling * [shardformer] move to modeling * [shardformer] update gpt2 to use coloattention * [shardformer] update gpt2 to use coloattention * [shardformer] update gpt2 to use coloattention * [shardformer] update gpt2 to use coloattention * [shardformer] update gpt2 * [shardformer] update opt and llama to use coloattention. (#4226) * [shardformer] opt support flash attention * [shardformer] opt support flash attention * [shardformer] opt support flash attention * [shardformer] opt support flash attention * [shardformer] move to modeling * [shardformer] move to modeling * update opt to use coloattention * [shardformer]update opt to use coloattention * [shardformer]update opt to use coloattention * [shardformer]update opt to use coloattention * [shardformer]update opt to use coloattention * [shardformer]update opt to use coloattention * [shardformer]update opt to use coloattention * [shardformer]update opt * [shardformer] shardformer support jit fused operator. (#4236) * [shardformer] opt support flash attention * [shardformer] opt support flash attention * [shardformer] opt support flash attention * [shardformer] opt support flash attention * [shardformer] move to modeling * [shardformer] move to modeling * [shardformer] bloom support jit fused operator * [shardformer] bloom support jit fused operator * [shardformer] bloom support jit fused operator * [shardformer] t5 support jit fused operator * [shardformer] t5 support jit fused operator * [shardformer] t5 support jit fused operator * [shardformer] add roadmap of flash attention * [shardformer] add roadmap of flash attention * [shardformer] add roadmap of flash attention * [shardformer] add type hint to 'self' param of forward * [shardformer] merge feature/shardformer-models branch to feature/flash-attention-shardformer branch. (#4290) * Feature/vit support (#4182) * [shardformer] added tests * [shardformer] vit test finish and support * fix attention dropout * [shardformer] support SAM (#4231) * 1.support sam 2.add fused qkv for nn.Linear * update utils support set element in list * overtwrite SamVisionAttention foward to use DropoutForParallelInput * remove unused code * [shardformer] support whisper (#4212) * support whisper * fix bug in vocabembedding * support downstream model of whisper * update readme * Feature/chatglm (#4240) * [shardformer] added tests * [shardformer] vit test finish and support * [shardformer] chatglm ready * import chatglm * [shardformer] add test kit in model zoo for chatglm * [sharformer] add first version of policy of chatglm * [shardformer] polish chatglm code * [shardformer] polish code * [shardformer] support chatglm without layernorm * [shardformer] chatglm shard without mlp sharding * [shardformer] delete some file * [shardformer] ChatGLM support layernorm sharding * [shardformer] register without auto policy * [shardformer] pre-commit check files * [shardformer] fix chatglm configuration with pre-commit --------- Co-authored-by: Kun Lin <81014421+klhhhhh@users.noreply.github.com> Co-authored-by: FoolPlayer <45593998+FoolPlayer@users.noreply.github.com> * [shardformer] whisper support flash attention (#4301) * Feature/vit support (#4182) * [shardformer] added tests * [shardformer] vit test finish and support * fix attention dropout * [shardformer] support SAM (#4231) * 1.support sam 2.add fused qkv for nn.Linear * update utils support set element in list * overtwrite SamVisionAttention foward to use DropoutForParallelInput * remove unused code * [shardformer] support whisper (#4212) * support whisper * fix bug in vocabembedding * support downstream model of whisper * update readme * Feature/chatglm (#4240) * [shardformer] added tests * [shardformer] vit test finish and support * [shardformer] chatglm ready * import chatglm * [shardformer] add test kit in model zoo for chatglm * [sharformer] add first version of policy of chatglm * [shardformer] polish chatglm code * [shardformer] polish code * [shardformer] support chatglm without layernorm * [shardformer] chatglm shard without mlp sharding * [shardformer] delete some file * [shardformer] ChatGLM support layernorm sharding * [shardformer] register without auto policy * [shardformer] pre-commit check files * [shardformer] fix chatglm configuration with pre-commit * [shardformer] whisper support flash attention * [shardformer] whisper support flash attention * [shardformer]whisper support jit operator --------- Co-authored-by: Kun Lin <81014421+klhhhhh@users.noreply.github.com> Co-authored-by: FoolPlayer <45593998+FoolPlayer@users.noreply.github.com> * [shardformer] sam support flash attention (#4316) * Feature/vit support (#4182) * [shardformer] added tests * [shardformer] vit test finish and support * fix attention dropout * [shardformer] support SAM (#4231) * 1.support sam 2.add fused qkv for nn.Linear * update utils support set element in list * overtwrite SamVisionAttention foward to use DropoutForParallelInput * remove unused code * [shardformer] support whisper (#4212) * support whisper * fix bug in vocabembedding * support downstream model of whisper * update readme * Feature/chatglm (#4240) * [shardformer] added tests * [shardformer] vit test finish and support * [shardformer] chatglm ready * import chatglm * [shardformer] add test kit in model zoo for chatglm * [sharformer] add first version of policy of chatglm * [shardformer] polish chatglm code * [shardformer] polish code * [shardformer] support chatglm without layernorm * [shardformer] chatglm shard without mlp sharding * [shardformer] delete some file * [shardformer] ChatGLM support layernorm sharding * [shardformer] register without auto policy * [shardformer] pre-commit check files * [shardformer] fix chatglm configuration with pre-commit * [shardformer] sam support flash attention --------- Co-authored-by: Kun Lin <81014421+klhhhhh@users.noreply.github.com> Co-authored-by: FoolPlayer <45593998+FoolPlayer@users.noreply.github.com> * [shardformer] merge blip2/chatglm (#4321) * Feature/vit support (#4182) * [shardformer] added tests * [shardformer] vit test finish and support * fix attention dropout * [shardformer] support SAM (#4231) * 1.support sam 2.add fused qkv for nn.Linear * update utils support set element in list * overtwrite SamVisionAttention foward to use DropoutForParallelInput * remove unused code * [shardformer] support whisper (#4212) * support whisper * fix bug in vocabembedding * support downstream model of whisper * update readme * Feature/chatglm (#4240) * [shardformer] added tests * [shardformer] vit test finish and support * [shardformer] chatglm ready * import chatglm * [shardformer] add test kit in model zoo for chatglm * [sharformer] add first version of policy of chatglm * [shardformer] polish chatglm code * [shardformer] polish code * [shardformer] support chatglm without layernorm * [shardformer] chatglm shard without mlp sharding * [shardformer] delete some file * [shardformer] ChatGLM support layernorm sharding * [shardformer] register without auto policy * [shardformer] pre-commit check files * [shardformer] fix chatglm configuration with pre-commit * [shardformer] added tests * [shardformer] vit test finish and support * import chatglm * [shardformer] add test kit in model zoo for chatglm * [sharformer] add first version of policy of chatglm * [shardformer] polish chatglm code * [shardformer] polish code * [shardformer] support chatglm without layernorm * [shardformer] delete some file * [shardformer] ChatGLM support layernorm sharding * [shardformer] register without auto policy * [shardformer] pre-commit check files * [shardformer] support ChatGLMForConditionalGeneration & add fusedlayernorm for vit * [shardformer] support Blip2 (#4243) * support base blip2 * add support for downstream blip2 model * update readme * add forward injection * skip not compatible models test * fix test for gemini and low_level_zero_pugin --------- Co-authored-by: Kun Lin <81014421+klhhhhh@users.noreply.github.com> Co-authored-by: FoolPlayer <45593998+FoolPlayer@users.noreply.github.com> Co-authored-by: klhhhhh <1412841649@qq.com> * [shardformer] blip2 support flash attention and jit operator (#4325) * Feature/vit support (#4182) * [shardformer] added tests * [shardformer] vit test finish and support * fix attention dropout * [shardformer] support SAM (#4231) * 1.support sam 2.add fused qkv for nn.Linear * update utils support set element in list * overtwrite SamVisionAttention foward to use DropoutForParallelInput * remove unused code * [shardformer] support whisper (#4212) * support whisper * fix bug in vocabembedding * support downstream model of whisper * update readme * Feature/chatglm (#4240) * [shardformer] added tests * [shardformer] vit test finish and support * [shardformer] chatglm ready * import chatglm * [shardformer] add test kit in model zoo for chatglm * [sharformer] add first version of policy of chatglm * [shardformer] polish chatglm code * [shardformer] polish code * [shardformer] support chatglm without layernorm * [shardformer] chatglm shard without mlp sharding * [shardformer] delete some file * [shardformer] ChatGLM support layernorm sharding * [shardformer] register without auto policy * [shardformer] pre-commit check files * [shardformer] fix chatglm configuration with pre-commit * [shardformer] added tests * [shardformer] vit test finish and support * import chatglm * [shardformer] add test kit in model zoo for chatglm * [sharformer] add first version of policy of chatglm * [shardformer] polish chatglm code * [shardformer] polish code * [shardformer] support chatglm without layernorm * [shardformer] delete some file * [shardformer] ChatGLM support layernorm sharding * [shardformer] register without auto policy * [shardformer] pre-commit check files * [shardformer] support ChatGLMForConditionalGeneration & add fusedlayernorm for vit * [shardformer] support Blip2 (#4243) * support base blip2 * add support for downstream blip2 model * update readme * add forward injection * skip not compatible models test * fix test for gemini and low_level_zero_pugin * [shardformer] blip2 support flash attention and jit operator * [shardformer] blip2 support flash attention and jit operator * [shardformer] blip2 support flash attention and jit operator --------- Co-authored-by: Kun Lin <81014421+klhhhhh@users.noreply.github.com> Co-authored-by: FoolPlayer <45593998+FoolPlayer@users.noreply.github.com> Co-authored-by: klhhhhh <1412841649@qq.com> * [shardformer] chatglm support flash attention and jit operator (#4330) * Feature/vit support (#4182) * [shardformer] added tests * [shardformer] vit test finish and support * fix attention dropout * [shardformer] support SAM (#4231) * 1.support sam 2.add fused qkv for nn.Linear * update utils support set element in list * overtwrite SamVisionAttention foward to use DropoutForParallelInput * remove unused code * [shardformer] support whisper (#4212) * support whisper * fix bug in vocabembedding * support downstream model of whisper * update readme * Feature/chatglm (#4240) * [shardformer] added tests * [shardformer] vit test finish and support * [shardformer] chatglm ready * import chatglm * [shardformer] add test kit in model zoo for chatglm * [sharformer] add first version of policy of chatglm * [shardformer] polish chatglm code * [shardformer] polish code * [shardformer] support chatglm without layernorm * [shardformer] chatglm shard without mlp sharding * [shardformer] delete some file * [shardformer] ChatGLM support layernorm sharding * [shardformer] register without auto policy * [shardformer] pre-commit check files * [shardformer] fix chatglm configuration with pre-commit * [shardformer] added tests * [shardformer] vit test finish and support * import chatglm * [shardformer] add test kit in model zoo for chatglm * [sharformer] add first version of policy of chatglm * [shardformer] polish chatglm code * [shardformer] polish code * [shardformer] support chatglm without layernorm * [shardformer] delete some file * [shardformer] ChatGLM support layernorm sharding * [shardformer] register without auto policy * [shardformer] pre-commit check files * [shardformer] support ChatGLMForConditionalGeneration & add fusedlayernorm for vit * [shardformer] support Blip2 (#4243) * support base blip2 * add support for downstream blip2 model * update readme * add forward injection * skip not compatible models test * fix test for gemini and low_level_zero_pugin * [shardformer] chatglm support flash attention and jit operator * [shardformer] chatglm support flash attention and jit operator * [shardformer] chatglm support flash attention and jit operator * [shardformer] chatglm support flash attention and jit operator --------- Co-authored-by: Kun Lin <81014421+klhhhhh@users.noreply.github.com> Co-authored-by: FoolPlayer <45593998+FoolPlayer@users.noreply.github.com> Co-authored-by: klhhhhh <1412841649@qq.com> * [shardformer] vit support flash attention and jit operator (#4334) * Feature/vit support (#4182) * [shardformer] added tests * [shardformer] vit test finish and support * fix attention dropout * [shardformer] support SAM (#4231) * 1.support sam 2.add fused qkv for nn.Linear * update utils support set element in list * overtwrite SamVisionAttention foward to use DropoutForParallelInput * remove unused code * [shardformer] support whisper (#4212) * support whisper * fix bug in vocabembedding * support downstream model of whisper * update readme * Feature/chatglm (#4240) * [shardformer] added tests * [shardformer] vit test finish and support * [shardformer] chatglm ready * import chatglm * [shardformer] add test kit in model zoo for chatglm * [sharformer] add first version of policy of chatglm * [shardformer] polish chatglm code * [shardformer] polish code * [shardformer] support chatglm without layernorm * [shardformer] chatglm shard without mlp sharding * [shardformer] delete some file * [shardformer] ChatGLM support layernorm sharding * [shardformer] register without auto policy * [shardformer] pre-commit check files * [shardformer] fix chatglm configuration with pre-commit * [shardformer] added tests * [shardformer] vit test finish and support * import chatglm * [shardformer] add test kit in model zoo for chatglm * [sharformer] add first version of policy of chatglm * [shardformer] polish chatglm code * [shardformer] polish code * [shardformer] support chatglm without layernorm * [shardformer] delete some file * [shardformer] ChatGLM support layernorm sharding * [shardformer] register without auto policy * [shardformer] pre-commit check files * [shardformer] support ChatGLMForConditionalGeneration & add fusedlayernorm for vit * [shardformer] support Blip2 (#4243) * support base blip2 * add support for downstream blip2 model * update readme * add forward injection * skip not compatible models test * fix test for gemini and low_level_zero_pugin * [shardformer] vit support flash attention and jit operator * [shardformer] vit support flash attention and jit operator --------- Co-authored-by: Kun Lin <81014421+klhhhhh@users.noreply.github.com> Co-authored-by: FoolPlayer <45593998+FoolPlayer@users.noreply.github.com> Co-authored-by: klhhhhh <1412841649@qq.com> * [pipeline] merge flash attention branch * [pipeline] merge flash attention branch * [pipeline] merge flash attention branch * [pipeline] fix conflict * [pipeline] fix conflict * Merge branch 'feature/pipeline' into feature/pipeline * Merge branch 'feature/pipeline' into feature/pipeline * Merge branch 'feature/pipeline' into feature/pipeline * activate checks * activate checks * activate checks * activate checks * activate checks * activate checks * activate checks * activate checks * fix flash attention tests * gemini ignore whisper * fix vit * fix xformers import handle --------- Co-authored-by: Frank Lee <somerlee.9@gmail.com> Co-authored-by: Kun Lin <81014421+klhhhhh@users.noreply.github.com> Co-authored-by: FoolPlayer <45593998+FoolPlayer@users.noreply.github.com> Co-authored-by: klhhhhh <1412841649@qq.com>	1 year ago
Hongxin Liu	261eab02fb	[plugin] add 3d parallel plugin (#4295) ... * [amp] add mixed precision optimizer * [plugin] add 3d parallel plugin * [booster] support pipeline * [plugin] 3d parallel plugin support clip grad norm * [shardformer] fix sharder and add plugin test * [plugin] rename 3d parallel plugin * [ci] support testmon core pkg change detection (#4305) * [hotfix] debug testmon * [hotfix] fix llama * [hotfix] fix p2p bugs * [hotfix] fix requirements	1 year ago
Hongxin Liu	d921ce8391	[shardformer] support inplace sharding (#4251) ... * [shardformer] embedding support inplace sharding * [shardformer] linear support inplace sharding * [shardformer] layernorm support inplace sharding * [shardformer] qkv support inplace sharding * [test] update shardformer layer test * [shardformer] fix shared param sharding * [shardformer] fix bert policy * [shardformer] fix bloom policy * [shardformer] fix llama policy * [shardformer] fix opt policy * [shardformer] fix t5 policy * [shardformer] fix fused qkv linear * [shardformer] fix bugs * force sync * [test] fix bugs * [test] fix transformer version	1 year ago
Baizhou Zhang	208ac8f2ba	[pipeline] Add Pipeline Forward for GPT2Model Shardformer (#4224) ... * * fix typehint & docstring in sharder.py * * update pipeline forward for GPT2Model * * add test for pipeline forward of GPT2Model * * add cache cleaning in gpt2 test * * change assert to raise command	1 year ago
Jianghai	1094e0f0d3	[pipeline] Bert pipeline for shardformer and its tests (#4197) ... * add pipeline forward * complete pipeline forward check * fix bert forward without pipeline * fix comments * discard useless line * add todo * clean prints * fix distribute layers	1 year ago
Hongxin Liu	890774b2fb	[shardformer] support lazy init (#4202) ... * [shardformer] support lazy init * [shardformer] linear support lazy init * [shardformer] embedding support lazy init * [shardformer] norm support lazy init * [shardformer] fused linear support lazy init * [test] update shardformer test layer * [test] shardformer with lazy init fit ddp * [lazy] hotfix deepcopy of param * [shardformer] fix bert policy and update test * [shardformer] fix bloom policy and update test * [shardformer] fix opt policy and update test * [shardformer] fix t5 policy and update test * [shardformer] fix gpt2 policy and update test * [shardformer] fix llama policy and update test	1 year ago
ver217	d35bd7d0e6	[shardformer] fix type hint	1 year ago
ver217	1ed3f8a24f	[shardformer] rename policy file name	1 year ago
ver217	b0b8ad2823	[pipeline] update shardformer docstring	1 year ago
ver217	59f6f573f1	[pipeline] update shardformer policy	1 year ago
digger yu	2ac24040eb	fix some typo colossalai/shardformer (#4160)	1 year ago
Frank Lee	1fb0d95df0	[shardformer] made tensor parallelism configurable (#4144) ... * [shardformer] made tensor parallelism configurable * polish code	1 year ago
Frank Lee	74257cb446	[shardformer] refactored some doc and api (#4137) ... * [shardformer] refactored some doc and api * polish code	1 year ago
jiangmingyan	7f9b30335b	[shardformer] write an shardformer example with bert finetuning (#4126) ... * [shardformer] add benchmark of shardformer * [shardformer] add benchmark of shardformer	1 year ago
Frank Lee	ae035d305d	[shardformer] added embedding gradient check (#4124)	1 year ago
Frank Lee	44a190e6ac	[shardformer] import huggingface implicitly (#4101)	1 year ago
Frank Lee	6a88bae4ec	[shardformer] integrate with data parallelism (#4103)	1 year ago
Frank Lee	f3b6aaa6b7	[shardformer] supported fused normalization (#4112)	1 year ago
Frank Lee	b1c2901530	[shardformer] supported bloom model (#4098)	1 year ago
FoolPlayer	92f6791095	[shardformer] Add layernorm (#4072) ... * add layernorm to bert * add layernorm test * add layernorm test with load state dict * add use_mixedfusedLN in shard config * refactor policy to support fused_layernorm	1 year ago
Frank Lee	f22ddacef0	[shardformer] refactored the shardformer layer structure (#4053)	1 year ago
Frank Lee	58df720570	[shardformer] adapted T5 and LLaMa test to use kit (#4049) ... * [shardformer] adapted T5 and LLaMa test to use kit * polish code	1 year ago
Frank Lee	d857f3dbba	[shardformer] supported T5 and its variants (#4045)	1 year ago
Frank Lee	c1d5453e9f	[shardformer] adapted llama to the new API (#4036)	1 year ago
FoolPlayer	74d176c8d8	[shardformer] fix bert and gpt downstream with new api (#4024) ... * fix bert downstream with new api * remove comment line	1 year ago
FoolPlayer	df018fc305	support bert with new api	1 year ago
FoolPlayer	dfca9678fa	integrate with dist layer (#4011)	1 year ago
FoolPlayer	d3bc530849	[shardformer] Refactor shardformer api (#4001) ... * fix an error in readme * simplify code * refactor shardformer * add todo * remove slicer * resolve code review	1 year ago
FoolPlayer	f7774ec0f3	[Shardformer] Downstream bert (#3979) ... * add dist dropout in model * update docstring and bert policy with dropout * refactor basepolicy and sharded, update bert * update format * update gpt2 policy * update bert policy * remove unused code * update readme for new policy usage * add downstream model of bert * remove unused code	1 year ago
wukong1992	c1c672d0f0	[shardformer] shardformer support t5 model (#3994) ... test t5	1 year ago
FoolPlayer	45927d5527	[shardformer] Add dropout layer in shard model and refactor policy api (#3949) ... * add dist dropout in model * update docstring and bert policy with dropout * refactor basepolicy and sharded, update bert * update format * update gpt2 policy * update bert policy * remove unused code * update readme for new policy usage	1 year ago
FoolPlayer	a73130482d	[shardformer] Unit test (#3928) ... * fix bug in slicer, add slicer unit test * add dropout test * use pid as dropout seed * updata dropout test with local pattern * ad todo	1 year ago
FoolPlayer	f1cb5ac6bf	[shardformer] Align bert value (#3907) ... * add bert align test, fix dist loss bug * forward and backward align * add ignore index * add shardformer CI * add gather_output optional for user in shardconfig * update readme with optional gather_ouput * add dist crossentropy loss test, remove unused files * remove unused file * remove unused file * rename the file * polish code	1 year ago
FoolPlayer	79f8d5d54b	[shardformer] add gpt2 policy and modify shard and slicer to support (#3883) ... * add gpt2 policy and modify shard and slicer to support * remove unused code * polish code	1 year ago
FoolPlayer	ab8a47f830	[shardformer] add Dropout layer support different dropout pattern (#3856) ... * add dropout layer, add dropout test * modify seed manager as context manager * add a copy of col_nn.layer * add dist_crossentropy loss; separate module test * polish the code * fix dist crossentropy loss	1 year ago
Frank Lee	4972e1f40e	[shardformer] refactored the user api (#3828) ... * [shardformer] refactored the user api * polish code	1 year ago
FoolPlayer	8cc11235c0	[shardformer]: Feature/shardformer, add some docstring and readme (#3816) ... * init shardformer code structure * add implement of sharder (inject and replace) * add implement of replace layer to colossal layer * separate different layer policy, add some notion * implement 1d and 2d slicer, can tell col or row * fix bug when slicing and inject model * fix some bug; add inference test example * add share weight and train example * add train * add docstring and readme * add docstring for other files * pre-commit	1 year ago
FoolPlayer	8d68de767d	[shardformer] init shardformer code structure (#3731) ... * init shardformer code structure * add implement of sharder (inject and replace) * add implement of replace layer to colossal layer * separate different layer policy, add some notion * implement 1d and 2d slicer, can tell col or row * fix bug when slicing and inject model * fix some bug; add inference test example	1 year ago
Frank Lee	ddcf58cacf	Revert "[sync] sync feature/shardformer with develop"	2 years ago
FoolPlayer	ef1537759c	[shardformer] add gpt2 policy and modify shard and slicer to support (#3883) ... * add gpt2 policy and modify shard and slicer to support * remove unused code * polish code	2 years ago