[moe] merge branch feature/pipeline #4432
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* [cluster] add process group mesh * [test] add process group mesh test * force sync
* [pipeline] add stage manager * [test] add pipeline stage manager test * [pipeline] add docstring for stage manager
* [pipeline] add p2p communication * [test] add p2p communication test * [test] add rerun decorator * [test] rename to avoid conflict
* [api] update optimizer wrapper to fit pipeline * [pipeline] add base schedule * [pipeline] add 1f1b schedule * [test] add pipeline schedule utils test * [pipeline] fix import
* add pipeline policy and bert forward to be done * add bertmodel pipeline forward and make tests * add Bert_Policy and test for policy * update formatting * update formatting * update the code * fix bugs * fix name confilt
* [cluster] add process group mesh * [test] add process group mesh test * force sync
* [pipeline] add stage manager * [test] add pipeline stage manager test * [pipeline] add docstring for stage manager
* [pipeline] add p2p communication * [test] add p2p communication test * [test] add rerun decorator * [test] rename to avoid conflict
* [api] update optimizer wrapper to fit pipeline * [pipeline] add base schedule * [pipeline] add 1f1b schedule * [test] add pipeline schedule utils test * [pipeline] fix import
* add pipeline policy and bert forward to be done * add bertmodel pipeline forward and make tests * add Bert_Policy and test for policy * update formatting * update formatting * update the code * fix bugs * fix name confilt
[sync] update from main
…licy (hpcaitech#4161) * add pipeline policy and bert forward to be done * add bertmodel pipeline forward and make tests * add Bert_Policy and test for policy * update formatting * update formatting * update the code * fix bugs * fix name confilt * add bloom model and policy ,revise the base class of policy * revise * revision * add bert_for_pretraining
[pipeline] fit shardformer policy
…pcaitech#4172) * add pipeline policy and bert forward to be done * add bertmodel pipeline forward and make tests * add Bert_Policy and test for policy * update formatting * update formatting * update the code * fix bugs * fix name confilt * add bloom model and policy ,revise the base class of policy * revise * revision * add bert_for_pretraining * add bert_for_pretraining forward and policy * fix typos * cancel warning * change the imediate output to default dict * change the default output of get_shared_params
* [shardformer] added tests * [shardformer] vit test finish and support * fix attention dropout
…itech#4187) * move bert related pipeline components to shardformer * fix bugs * revision * fix bert model tests * fix bert_lm_head model tests * fix tests * fix tests * done checks * skip bloom
* [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
* add pipeline forward * complete pipeline forward check * fix bert forward without pipeline * fix comments * discard useless line * add todo * clean prints * fix distribute layers
* bloom policy * llama pipeline forward and tests * fix the output and attention_mask * fix name * bind argument to policy * Revert "bloom policy" This reverts commit 8dee68a. This policy should be revert and copied to feature/bloom * revert the bloom changes * cancel unneeded inputs * gpt
…line (hpcaitech#4208) * bloom policy * llama pipeline forward and tests * fix the output and attention_mask * fix name * bind argument to policy * Revert "bloom policy" This reverts commit 8dee68a. This policy should be revert and copied to feature/bloom * revert the bloom changes * cancel unneeded inputs * gpt * finish llama * causal lm and sequence classification * revision
* bloom policy * llama pipeline forward and tests * fix the output and attention_mask * fix name * bind argument to policy * finish bloom model * test shard gpt2 * clear cache
…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.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
…#4300) * modify t5 policy & add test * pipeline stage distribution for t5 * complete t5 base policy * t5 stack: halfway * modify gpt2 pipeline test * complete pipeline forward for T5Stack/T5EncoderModel * fix docstring * move t5 util tests to test_pipeline
…MForConditionalGeneration Feature/support chat glm for conditional generation
* 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
* bloom policy * llama pipeline forward and tests * fix the output and attention_mask * fix name * bind argument to policy * Revert "bloom policy" This reverts commit 8dee68a. This policy should be revert and copied to feature/bloom * revert the bloom changes * cancel unneeded inputs * gpt * finish llama * causal lm and sequence classification * revision * add pure pipeline test * fixed version * fixed version * pure pipeline
* complete policy for T5Model & T5ForConditionalGeneration * modify function signature in forwards * add forward for T5model * add forward for T5ForConditionalGeneration * fix a bug * fix hidden_states transporting in decoder * fix the passing of encoder_outputs
* Feature/vit support (hpcaitech#4182) * [shardformer] added tests * [shardformer] vit test finish and support * fix attention dropout * support base vit pipeline * support vit downstream model * fix vit shard test * modify hidden states return type --------- Co-authored-by: Kun Lin <[email protected]>
* [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 (hpcaitech#4305) * [hotfix] debug testmon * [hotfix] fix llama * [hotfix] fix p2p bugs * [hotfix] fix requirements
* [hotfix] fix gemini and zero test * [hotfix] fix lazy init test * [hotfix] fix lazy init test
* add unit test for 1f1b * polish code * polish code and update ut version * fix
hpcaitech#4324) * refactor tests * refactor bloom model * finish policy tests * refactor tests * fix test pure pipeline * remove test pipeline and cutdown launch process * refactor tests * refactor bloom model * finish policy tests * refactor tests * fix test pure pipeline * remove test pipeline and cutdown launch process
…/shardformer-models
…ipeline test into one file (hpcaitech#4354) * add naive optimizer for 3DPlugin/refactor gpt2 shardformer test * merge tests of PP/DP/TP combinations into one test file * fix bug when sync grad for dp in HybridPlugin * update supported precisions for 3DPlugin/fix bug when shifting tp_degree * improve the passing of lazy_init * modify lazy_init/use sync_shared_params
…models [Merge] Feature/shardformer models to feature/pipeline
…ech#4369) * fix llama test * fix test bug of bert, blip2, bloom, gpt2 * fix llama test * fix opt test * fix sam test * fix sam test * fix t5 test * fix vit test * fix whisper test * fix whisper test * polish code * adjust allclose parameter * Add mistakenly deleted code * addjust allclose * change loss function for some base model
…d_param (hpcaitech#4366) * add util functions for shardformer tests & rewrite gpt2 test * fix shared_params & embedding/merging * fix precision
* add pipeline policy and bert forward to be done * add bertmodel pipeline forward and make tests * add Bert_Policy and test for policy * update formatting * update formatting * update the code * fix bugs * fix name confilt * add bloom model and policy ,revise the base class of policy * revise * revision * add bert_for_pretraining * add bert_for_pretraining forward and policy * fix typos * cancel warning * change the imediate output to default dict * change the default output of get_shared_params * add chatglm * add * chatglm * chatglm * finish chatglm * deletes * fix rmsnorm * chatglm * fix chatglm shard * init
…ech#4362) * [shardformer] supported flash attention test dependency (hpcaitech#4158) * [shardformer] fix flash attention utils test (hpcaitech#4180) * [shardformer] opt support flash attention (hpcaitech#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 (hpcaitech#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 (hpcaitech#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. (hpcaitech#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 (hpcaitech#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. (hpcaitech#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. (hpcaitech#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. (hpcaitech#4215) * added padded causal attn mask type for ColoAttention * [shardformer]t5 flash attention fix (hpcaitech#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. (hpcaitech#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. (hpcaitech#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. (hpcaitech#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. (hpcaitech#4290) * Feature/vit support (hpcaitech#4182) * [shardformer] added tests * [shardformer] vit test finish and support * fix attention dropout * [shardformer] support SAM (hpcaitech#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 (hpcaitech#4212) * support whisper * fix bug in vocabembedding * support downstream model of whisper * update readme * Feature/chatglm (hpcaitech#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 <[email protected]> Co-authored-by: FoolPlayer <[email protected]> * [shardformer] whisper support flash attention (hpcaitech#4301) * Feature/vit support (hpcaitech#4182) * [shardformer] added tests * [shardformer] vit test finish and support * fix attention dropout * [shardformer] support SAM (hpcaitech#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 (hpcaitech#4212) * support whisper * fix bug in vocabembedding * support downstream model of whisper * update readme * Feature/chatglm (hpcaitech#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 <[email protected]> Co-authored-by: FoolPlayer <[email protected]> * [shardformer] sam support flash attention (hpcaitech#4316) * Feature/vit support (hpcaitech#4182) * [shardformer] added tests * [shardformer] vit test finish and support * fix attention dropout * [shardformer] support SAM (hpcaitech#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 (hpcaitech#4212) * support whisper * fix bug in vocabembedding * support downstream model of whisper * update readme * Feature/chatglm (hpcaitech#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 <[email protected]> Co-authored-by: FoolPlayer <[email protected]> * [shardformer] merge blip2/chatglm (hpcaitech#4321) * Feature/vit support (hpcaitech#4182) * [shardformer] added tests * [shardformer] vit test finish and support * fix attention dropout * [shardformer] support SAM (hpcaitech#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 (hpcaitech#4212) * support whisper * fix bug in vocabembedding * support downstream model of whisper * update readme * Feature/chatglm (hpcaitech#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 (hpcaitech#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 <[email protected]> Co-authored-by: FoolPlayer <[email protected]> Co-authored-by: klhhhhh <[email protected]> * [shardformer] blip2 support flash attention and jit operator (hpcaitech#4325) * Feature/vit support (hpcaitech#4182) * [shardformer] added tests * [shardformer] vit test finish and support * fix attention dropout * [shardformer] support SAM (hpcaitech#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 (hpcaitech#4212) * support whisper * fix bug in vocabembedding * support downstream model of whisper * update readme * Feature/chatglm (hpcaitech#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 (hpcaitech#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 <[email protected]> Co-authored-by: FoolPlayer <[email protected]> Co-authored-by: klhhhhh <[email protected]> * [shardformer] chatglm support flash attention and jit operator (hpcaitech#4330) * Feature/vit support (hpcaitech#4182) * [shardformer] added tests * [shardformer] vit test finish and support * fix attention dropout * [shardformer] support SAM (hpcaitech#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 (hpcaitech#4212) * support whisper * fix bug in vocabembedding * support downstream model of whisper * update readme * Feature/chatglm (hpcaitech#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 (hpcaitech#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 <[email protected]> Co-authored-by: FoolPlayer <[email protected]> Co-authored-by: klhhhhh <[email protected]> * [shardformer] vit support flash attention and jit operator (hpcaitech#4334) * Feature/vit support (hpcaitech#4182) * [shardformer] added tests * [shardformer] vit test finish and support * fix attention dropout * [shardformer] support SAM (hpcaitech#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 (hpcaitech#4212) * support whisper * fix bug in vocabembedding * support downstream model of whisper * update readme * Feature/chatglm (hpcaitech#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 (hpcaitech#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 <[email protected]> Co-authored-by: FoolPlayer <[email protected]> Co-authored-by: klhhhhh <[email protected]> * [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 <[email protected]> Co-authored-by: Kun Lin <[email protected]> Co-authored-by: FoolPlayer <[email protected]> Co-authored-by: klhhhhh <[email protected]>
…peline (hpcaitech#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
…4392) * cherry-pick flash attention 2 cherry-pick flash attention 2 * [shardformer] update shardformer to use flash attention 2 [shardformer] update shardformer to use flash attention 2, fix [shardformer] update shardformer to use flash attention 2, fix [shardformer] update shardformer to use flash attention 2, fix
[shardformer] test all optimizations [shardformer] test all optimizations [shardformer] test all optimizations
* add pipeline policy and bert forward to be done * add bertmodel pipeline forward and make tests * add Bert_Policy and test for policy * update formatting * update formatting * update the code * fix bugs * fix name confilt * add bloom model and policy ,revise the base class of policy * revise * revision * add bert_for_pretraining * add bert_for_pretraining forward and policy * fix typos * cancel warning * change the imediate output to default dict * change the default output of get_shared_params * rewrite bert test * rewrite bert test * fix some bugs * del pipeline tests * del pipeline tests * del useless print * del useless print * rewrite data repeats
* [shardformer] gpt2 tests fix [shardformer] test all optimizations (hpcaitech#4399) [shardformer] test all optimizations [shardformer] test all optimizations [shardformer] test all optimizations [shardformer] gpt2 tests fix * [shardformer] gpt2 tests fix
…h#4395) * rewrite opt tests * rewrite llama tests * rewrite bloom & vit tests * rewrite chatglm tests * fix LinearCol for classfiers * add judge for other tp layers, fix lazy init in util
[shardformer] update tests for all optimization
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