c040d70aa0
[hotfix] fix the bug of repeatedly storing param group ( #4951 )
1 year ago
be82b5d4ca
[hotfix] Fix the bug where process groups were not being properly released. ( #4940 )
...
* Fix the bug where process groups were not being properly released.
* test
* Revert "test"
This reverts commit 479900c139
1 year ago
4f0234f236
[doc]Update doc for colossal-inference ( #4989 )
...
* update doc
* Update README.md
---------
Co-authored-by: cuiqing.li <lixx336@gmail.com>
1 year ago
459a88c806
[Kernels]Updated Triton kernels into 2.1.0 and adding flash-decoding for llama token attention ( #4965 )
...
* adding flash-decoding
* clean
* adding kernel
* adding flash-decoding
* add integration
* add
* adding kernel
* adding kernel
* adding triton 2.1.0 features for inference
* update bloom triton kernel
* remove useless vllm kernels
* clean codes
* fix
* adding files
* fix readme
* update llama flash-decoding
---------
Co-authored-by: cuiqing.li <lixx336@gmail.com>
1 year ago
cf579ff46d
[Inference] Dynamic Batching Inference, online and offline ( #4953 )
...
* [inference] Dynamic Batching for Single and Multiple GPUs (#4831 )
* finish batch manager
* 1
* first
* fix
* fix dynamic batching
* llama infer
* finish test
* support different lengths generating
* del prints
* del prints
* fix
* fix bug
---------
Co-authored-by: CjhHa1 <cjh18671720497outlook.com>
* [inference] Async dynamic batching (#4894 )
* finish input and output logic
* add generate
* test forward
* 1
* [inference]Re push async dynamic batching (#4901 )
* adapt to ray server
* finish async
* finish test
* del test
---------
Co-authored-by: yuehuayingxueluo <867460659@qq.com>
* Revert "[inference]Re push async dynamic batching (#4901 )" (#4905 )
This reverts commit fbf3c09e67#4894 )"
This reverts commit fced140250#4894 )" (#4909 )
This reverts commit fced140250#4911 )
* Revert "[inference] Async dynamic batching (#4894 )"
This reverts commit fced140250#4935 )
* infer engine
* infer engine
* test engine
* test engine
* new manager
* change step
* add
* test
* fix
* fix
* finish test
* finish test
* finish test
* finish test
* add license
---------
Co-authored-by: yuehuayingxueluo <867460659@qq.com>
* add assertion for config (#4947 )
* [Inference] Finish dynamic batching offline test (#4948 )
* test
* fix test
* fix quant
* add default
* fix
* fix some bugs
* fix some bugs
* fix
* fix bug
* fix bugs
* reset param
---------
Co-authored-by: yuehuayingxueluo <867460659@qq.com>
Co-authored-by: Cuiqing Li <lixx3527@gmail.com>
Co-authored-by: CjhHa1 <cjh18671720497outlook.com>
1 year ago
1db6727678
[Pipeline inference] Combine kvcache with pipeline inference ( #4938 )
...
* merge kvcache with pipeline inference and refactor the code structure
* support ppsize > 2
* refactor pipeline code
* do pre-commit
* modify benchmark
* fix bench mark
* polish code
* add docstring and update readme
* refactor the code
* fix some logic bug of ppinfer
* polish readme
* fix typo
* skip infer test
1 year ago
785802e809
[inference] add reference and fix some bugs ( #4937 )
...
* add reference and fix some bugs
* update gptq init
---------
Co-authored-by: Xu Kai <xukai16@foxamil.com>
1 year ago
b8e770c832
[test] merge old components to test to model zoo ( #4945 )
...
* [test] add custom models in model zoo
* [test] update legacy test
* [test] update model zoo
* [test] update gemini test
* [test] remove components to test
1 year ago
3a41e8304e
[Refactor] Integrated some lightllm kernels into token-attention ( #4946 )
...
* add some req for inference
* clean codes
* add codes
* add some lightllm deps
* clean codes
* hello
* delete rms files
* add some comments
* add comments
* add doc
* add lightllm deps
* add lightllm cahtglm2 kernels
* add lightllm cahtglm2 kernels
* replace rotary embedding with lightllm kernel
* add some commnets
* add some comments
* add some comments
* add
* replace fwd kernel att1
* fix a arg
* add
* add
* fix token attention
* add some comments
* clean codes
* modify comments
* fix readme
* fix bug
* fix bug
---------
Co-authored-by: cuiqing.li <lixx336@gmail.com>
Co-authored-by: CjhHa1 <cjh18671720497@outlook.com>
1 year ago
11009103be
[nfc] fix some typo with colossalai/ docs/ etc. ( #4920 )
1 year ago
486d06a2d5
[format] applied code formatting on changed files in pull request 4820 ( #4886 )
...
Co-authored-by: github-actions <github-actions@github.com>
1 year ago
c7aa319ba0
[test] add no master test for low level zero plugin ( #4934 )
1 year ago
1f5d2e8062
[hotfix] fix torch 2.0 compatibility ( #4936 )
...
* [hotfix] fix launch
* [test] fix test gemini optim
* [shardformer] fix vit
1 year ago
21ba89cab6
[gemini] support gradient accumulation ( #4869 )
...
* add test
* fix no_sync bug in low level zero plugin
* fix test
* add argument for grad accum
* add grad accum in backward hook for gemini
* finish implementation, rewrite tests
* fix test
* skip stuck model in low level zero test
* update doc
* optimize communication & fix gradient checkpoint
* modify doc
* cleaning codes
* update cpu adam fp16 case
1 year ago
4f68b3f10c
[kernel] support pure fp16 for cpu adam and update gemini optim tests ( #4921 )
...
* [kernel] support pure fp16 for cpu adam (#4896 )
* [kernel] fix cpu adam kernel for pure fp16 and update tests (#4919 )
* [kernel] fix cpu adam
* [test] update gemini optim test
1 year ago
611a5a80ca
[inference] Add smmoothquant for llama ( #4904 )
...
* [inference] add int8 rotary embedding kernel for smoothquant (#4843 )
* [inference] add smoothquant llama attention (#4850 )
* add smoothquant llama attention
* remove uselss code
* remove useless code
* fix import error
* rename file name
* [inference] add silu linear fusion for smoothquant llama mlp (#4853 )
* add silu linear
* update skip condition
* catch smoothquant cuda lib exception
* prcocess exception for tests
* [inference] add llama mlp for smoothquant (#4854 )
* add llama mlp for smoothquant
* fix down out scale
* remove duplicate lines
* add llama mlp check
* delete useless code
* [inference] add smoothquant llama (#4861 )
* add smoothquant llama
* fix attention accuracy
* fix accuracy
* add kv cache and save pretrained
* refactor example
* delete smooth
* refactor code
* [inference] add smooth function and delete useless code for smoothquant (#4895 )
* add smooth function and delete useless code
* update datasets
* remove duplicate import
* delete useless file
* refactor codes (#4902 )
* rafactor code
* add license
* add torch-int and smoothquant license
1 year ago
a0684e7bd6
[feature] support no master weights option for low level zero plugin ( #4816 )
...
* [feature] support no master weights for low level zero plugin
* [feature] support no master weights for low level zero plugin, remove data copy when no master weights
* remove data copy and typecasting when no master weights
* not load weights to cpu when using no master weights
* fix grad: use fp16 grad when no master weights
* only do not update working param when no master weights
* fix: only do not update working param when no master weights
* fix: passing params in dict format in hybrid plugin
* fix: remove extra params (tp_process_group) in hybrid_parallel_plugin
1 year ago
77a9328304
[inference] add llama2 support ( #4898 )
...
* add llama2 support
* fix multi group bug
1 year ago
39f2582e98
[hotfix] fix lr scheduler bug in torch 2.0 ( #4864 )
1 year ago
83b52c56cd
[feature] Add clip_grad_norm for hybrid_parallel_plugin ( #4837 )
...
* Add clip_grad_norm for hibrid_parallel_plugin
* polish code
* add unittests
* Move tp to a higher-level optimizer interface.
* bug fix
* polish code
1 year ago
df63564184
[gemini] support amp o3 for gemini ( #4872 )
...
* [gemini] support no reuse fp16 chunk
* [gemini] support no master weight for optim
* [gemini] support no master weight for gemini ddp
* [test] update gemini tests
* [test] update gemini tests
* [plugin] update gemini plugin
* [test] fix gemini checkpointio test
* [test] fix gemini checkpoint io
1 year ago
1dcaf249bd
[doc] add reminder for issue encountered with hybrid adam
1 year ago
08a9f76b2f
[Pipeline Inference] Sync pipeline inference branch to main ( #4820 )
...
* [pipeline inference] pipeline inference (#4492 )
* add pp stage manager as circle stage
* fix a bug when create process group
* add ppinfer basic framework
* add micro batch manager and support kvcache-pp gpt2 fwd
* add generate schedule
* use mb size to control mb number
* support generate with kv cache
* add output, remove unused code
* add test
* reuse shardformer to build model
* refactor some code and use the same attribute name of hf
* fix review and add test for generation
* remove unused file
* fix CI
* add cache clear
* fix code error
* fix typo
* [Pipeline inference] Modify to tieweight (#4599 )
* add pp stage manager as circle stage
* fix a bug when create process group
* add ppinfer basic framework
* add micro batch manager and support kvcache-pp gpt2 fwd
* add generate schedule
* use mb size to control mb number
* support generate with kv cache
* add output, remove unused code
* add test
* reuse shardformer to build model
* refactor some code and use the same attribute name of hf
* fix review and add test for generation
* remove unused file
* modify the way of saving newtokens
* modify to tieweight
* modify test
* remove unused file
* solve review
* add docstring
* [Pipeline inference] support llama pipeline inference (#4647 )
* support llama pipeline inference
* remove tie weight operation
* [pipeline inference] Fix the blocking of communication when ppsize is 2 (#4708 )
* add benchmark verbose
* fix export tokens
* fix benchmark verbose
* add P2POp style to do p2p communication
* modify schedule as p2p type when ppsize is 2
* remove unused code and add docstring
* [Pipeline inference] Refactor code, add docsting, fix bug (#4790 )
* add benchmark script
* update argparse
* fix fp16 load
* refactor code style
* add docstring
* polish code
* fix test bug
* [Pipeline inference] Add pipeline inference docs (#4817 )
* add readme doc
* add a ico
* Add performance
* update table of contents
* refactor code (#4873 )
1 year ago
cd6a962e66
[NFC] polish code style ( #4799 )
1 year ago
07ed155e86
[NFC] polish colossalai/inference/quant/gptq/cai_gptq/__init__.py code style ( #4792 )
1 year ago
eef96e0877
polish code for gptq ( #4793 )
1 year ago
cb3a25a062
[checkpointio] hotfix torch 2.0 compatibility ( #4824 )
1 year ago
c97a3523db
fix: typo in comment of low_level_zero plugin
1 year ago
d1fcc0fa4d
[infer] fix test bug ( #4838 )
...
* fix test bug
* delete useless code
* fix typo
1 year ago
013a4bedf0
[inference]fix import bug and delete down useless init ( #4830 )
...
* fix import bug and release useless init
* fix
* fix
* fix
1 year ago
c3bef20478
add autotune ( #4822 )
1 year ago
822051d888
[doc] update slack link ( #4823 )
1 year ago
11f1e426fe
[hotfix] Correct several erroneous code comments ( #4794 )
1 year ago
54b3ad8924
[hotfix] fix norm type error in zero optimizer ( #4795 )
1 year ago
da15fdb9ca
[doc] add lazy init docs ( #4808 )
1 year ago
a22706337a
[misc] add last_epoch in CosineAnnealingWarmupLR ( #4778 )
1 year ago
4965c0dabd
[lazy] support from_pretrained ( #4801 )
...
* [lazy] patch from pretrained
* [lazy] fix from pretrained and add tests
* [devops] update ci
1 year ago
64a08b2dc3
[checkpointio] support unsharded checkpointIO for hybrid parallel ( #4774 )
...
* support unsharded saving/loading for model
* support optimizer unsharded saving
* update doc
* support unsharded loading for optimizer
* small fix
1 year ago
a2db75546d
[doc] polish shardformer doc ( #4779 )
...
* fix example format in docstring
* polish shardformer doc
1 year ago
ce7ade3882
[inference] chatglm2 infer demo ( #4724 )
...
* add chatglm2
* add
* gather needed kernels
* fix some bugs
* finish context forward
* finish context stage
* fix
* add
* pause
* add
* fix bugs
* finish chatglm
* fix bug
* change some logic
* fix bugs
* change some logics
* add
* add
* add
* fix
* fix tests
* fix
1 year ago
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
1e0e080837
[bug] Fix the version check bug in colossalai run when generating the cmd. ( #4713 )
...
* Fix the version check bug in colossalai run when generating the cmd.
* polish code
1 year ago
3e05c07bb8
[lazy] support torch 2.0 ( #4763 )
...
* [lazy] support _like methods and clamp
* [lazy] pass transformers models
* [lazy] fix device move and requires grad
* [lazy] fix requires grad and refactor api
* [lazy] fix requires grad
1 year ago
df66741f77
[bug] fix get_default_parser in examples ( #4764 )
1 year ago
c0a033700c
[shardformer] fix master param sync for hybrid plugin/rewrite unwrapping logic ( #4758 )
...
* fix master param sync for hybrid plugin
* rewrite unwrap for ddp/fsdp
* rewrite unwrap for zero/gemini
* rewrite unwrap for hybrid plugin
* fix geemini unwrap
* fix bugs
1 year ago
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
b5f9e37c70
[legacy] clean up legacy code ( #4743 )
...
* [legacy] remove outdated codes of pipeline (#4692 )
* [legacy] remove cli of benchmark and update optim (#4690 )
* [legacy] remove cli of benchmark and update optim
* [doc] fix cli doc test
* [legacy] fix engine clip grad norm
* [legacy] remove outdated colo tensor (#4694 )
* [legacy] remove outdated colo tensor
* [test] fix test import
* [legacy] move outdated zero to legacy (#4696 )
* [legacy] clean up utils (#4700 )
* [legacy] clean up utils
* [example] update examples
* [legacy] clean up amp
* [legacy] fix amp module
* [legacy] clean up gpc (#4742 )
* [legacy] clean up context
* [legacy] clean core, constants and global vars
* [legacy] refactor initialize
* [example] fix examples ci
* [example] fix examples ci
* [legacy] fix tests
* [example] fix gpt example
* [example] fix examples ci
* [devops] fix ci installation
* [example] fix examples ci
1 year ago
32e7f99416
[kernel] update triton init #4740 ( #4740 )
1 year ago
4c4482f3ad
[example] llama2 add fine-tune example ( #4673 )
...
* [shardformer] update shardformer readme
[shardformer] update shardformer readme
[shardformer] update shardformer readme
* [shardformer] update llama2/opt finetune example and shardformer update to llama2
* [shardformer] update llama2/opt finetune example and shardformer update to llama2
* [shardformer] update llama2/opt finetune example and shardformer update to llama2
* [shardformer] change dataset
* [shardformer] change dataset
* [shardformer] fix CI
* [shardformer] fix
* [shardformer] fix
* [shardformer] fix
* [shardformer] fix
* [shardformer] fix
[example] update opt example
[example] resolve comments
fix
fix
* [example] llama2 add finetune example
* [example] llama2 add finetune example
* [example] llama2 add finetune example
* [example] llama2 add finetune example
* fix
* update llama2 example
* update llama2 example
* fix
* update llama2 example
* update llama2 example
* update llama2 example
* update llama2 example
* update llama2 example
* update llama2 example
* Update requirements.txt
* update llama2 example
* update llama2 example
* update llama2 example
1 year ago
ac2797996b
[shardformer] add custom policy in hybrid parallel plugin ( #4718 )
...
* add custom policy
* update assert
1 year ago
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
20190b49a5
[shardformer] to fix whisper test failed due to significant accuracy differences. ( #4710 )
...
* [shardformer] fix whisper test failed
* [shardformer] fix whisper test failed
* [shardformer] fix whisper test failed
* [shardformer] fix whisper test failed
1 year ago
e2c0e7f92a
[hotfix] Fix import error: colossal.kernel without triton installed ( #4722 )
...
* [hotfix] remove triton kernels from kernel init
* revise bloom/llama kernel imports for infer
1 year ago
c7d6975d29
[shardformer] fix GPT2DoubleHeadsModel ( #4703 )
1 year ago
9c2feb2f0b
fix some typo with colossalai/device colossalai/tensor/ etc. ( #4171 )
...
Co-authored-by: flybird11111 <1829166702@qq.com>
1 year ago
d8ceeac14e
[hotfix] fix typo in hybrid parallel io ( #4697 )
1 year ago
8844691f4b
[shardformer] update shardformer readme ( #4689 )
...
* [shardformer] update shardformer readme
* [shardformer] update shardformer readme
* [shardformer] update shardformer readme
* [shardformer] update shardformer readme
* [shardformer] update shardformer readme
1 year ago
1d454733c4
[doc] Update booster user documents. ( #4669 )
...
* update booster_api.md
* update booster_checkpoint.md
* update booster_plugins.md
* move transformers importing inside function
* fix Dict typing
* fix autodoc bug
* small fix
1 year ago
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#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
eedaa3e1ef
[shardformer]fix gpt2 double head ( #4663 )
...
* [shardformer]fix gpt2 test
[shardformer]fix gpt2 test
[shardformer]fix gpt2 test
* fix
* [shardformer] add todo
* [shardformer] add todo
1 year ago
554aa9592e
[legacy] move communication and nn to legacy and refactor logger ( #4671 )
...
* [legacy] move communication to legacy (#4640 )
* [legacy] refactor logger and clean up legacy codes (#4654 )
* [legacy] make logger independent to gpc
* [legacy] make optim independent to registry
* [legacy] move test engine to legacy
* [legacy] move nn to legacy (#4656 )
* [legacy] move nn to legacy
* [checkpointio] fix save hf config
* [test] remove useledd rpc pp test
* [legacy] fix nn init
* [example] skip tutorial hybriad parallel example
* [devops] test doc check
* [devops] test doc check
1 year ago
7486ed7d3a
[shardformer] update llama2/opt finetune example and fix llama2 policy ( #4645 )
...
* [shardformer] update shardformer readme
[shardformer] update shardformer readme
[shardformer] update shardformer readme
* [shardformer] update llama2/opt finetune example and shardformer update to llama2
* [shardformer] update llama2/opt finetune example and shardformer update to llama2
* [shardformer] update llama2/opt finetune example and shardformer update to llama2
* [shardformer] change dataset
* [shardformer] change dataset
* [shardformer] fix CI
* [shardformer] fix
* [shardformer] fix
* [shardformer] fix
* [shardformer] fix
* [shardformer] fix
[example] update opt example
[example] resolve comments
fix
fix
1 year ago
295b38fecf
[example] update vit example for hybrid parallel plugin ( #4641 )
...
* update vit example for hybrid plugin
* reset tp/pp size
* fix dataloader iteration bug
* update optimizer passing in evaluation/add grad_accum
* change criterion
* wrap tqdm
* change grad_accum to grad_checkpoint
* fix pbar
1 year ago
660eed9124
[pipeline] set optimizer to optional in execute_pipeline ( #4630 )
...
* set optimizer to optional in execute_pipeline
* arrange device and mixed precision in booster init
* fix execute_pipeline in booster.py
1 year ago
c3d5fa3bac
[shardformer] Support customized policy for llamav2 based model with HybridParallelPlugin ( #4624 )
...
* Enable policy assignment in HybridPlugin and enable llama policy for llamav2
* Remove Policy from Plugin
* revert changes of plugin
HybridParallelModule
* revert changes in plugin
* upgrade transformers
* revert transformers version
---------
Co-authored-by: flybird11111 <1829166702@qq.com>
1 year ago
fae6c92ead
Merge branch 'main' into feature/shardformer
1 year ago
ac178ca5c1
[legacy] move builder and registry to legacy ( #4603 )
1 year ago
8accecd55b
[legacy] move engine to legacy ( #4560 )
...
* [legacy] move engine to legacy
* [example] fix seq parallel example
* [example] fix seq parallel example
* [test] test gemini pluging hang
* [test] test gemini pluging hang
* [test] test gemini pluging hang
* [test] test gemini pluging hang
* [test] test gemini pluging hang
* [example] update seq parallel requirements
1 year ago
89fe027787
[legacy] move trainer to legacy ( #4545 )
...
* [legacy] move trainer to legacy
* [doc] update docs related to trainer
* [test] ignore legacy test
1 year ago
807e01a4ba
[zero] hotfix master param sync ( #4618 )
...
* [zero] add method to update master params
* [zero] update zero plugin
* [plugin] update low level zero plugin
1 year ago
ec0866804c
[shardformer] update shardformer readme ( #4617 )
...
[shardformer] update shardformer readme
[shardformer] update shardformer readme
1 year ago
86d22581e4
[shardformer] Add overlap optional for HybridParallelPlugin ( #4615 )
...
* add optional overlap for plugin
* remove fixed todo
1 year ago
a39a5c66fe
Merge branch 'main' into feature/shardformer
1 year ago
e79b1e80e2
[checkpointio] support huggingface from_pretrained for all plugins ( #4606 )
1 year ago
0a94fcd351
[shardformer] update bert finetune example with HybridParallelPlugin ( #4584 )
...
* [shardformer] fix opt test hanging
* fix
* test
* test
* test
* fix test
* fix test
* remove print
* add fix
* [shardformer] add bert finetune example
* [shardformer] add bert finetune example
* [shardformer] add bert finetune example
* [shardformer] add bert finetune example
* [shardformer] add bert finetune example
* [shardformer] add bert finetune example
* [shardformer] fix epoch change
* [shardformer] broadcast add pp group
* [shardformer] fix opt test hanging
* fix
* test
* test
* [shardformer] zero1+pp and the corresponding tests (#4517 )
* pause
* finish pp+zero1
* Update test_shard_vit.py
* [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
* [shardformer] fix emerged bugs after updating transformers (#4526 )
* test
* fix test
* fix test
* remove print
* add fix
* [shardformer] add bert finetune example
* [shardformer] add bert finetune example
* [shardformer] Add overlap support for gpt2 (#4535 )
* add overlap support for gpt2
* remove unused code
* remove unused code
* [shardformer] support pp+tp+zero1 tests (#4531 )
* [shardformer] fix opt test hanging
* fix
* test
* test
* test
* fix test
* fix test
* remove print
* add fix
* [shardformer] pp+tp+zero1
[shardformer] pp+tp+zero1
[shardformer] pp+tp+zero1
[shardformer] pp+tp+zero1
[shardformer] pp+tp+zero1
[shardformer] pp+tp+zero1
* [shardformer] pp+tp+zero1
* [shardformer] pp+tp+zero1
* [shardformer] pp+tp+zero1
* [shardformer] pp+tp+zero1
* [shardformer] fix submodule replacement bug when enabling pp (#4544 )
* [shardformer] support sharded optimizer checkpointIO of HybridParallelPlugin (#4540 )
* implement sharded optimizer saving
* add more param info
* finish implementation of sharded optimizer saving
* fix bugs in optimizer sharded saving
* add pp+zero test
* param group loading
* greedy loading of optimizer
* fix bug when loading
* implement optimizer sharded saving
* add optimizer test & arrange checkpointIO utils
* fix gemini sharding state_dict
* add verbose option
* add loading of master params
* fix typehint
* fix master/working mapping in fp16 amp
* [shardformer] add bert finetune example
* [shardformer] add bert finetune example
* [shardformer] add bert finetune example
* [shardformer] add bert finetune example
* [shardformer] fix epoch change
* [shardformer] broadcast add pp group
* rebase feature/shardformer
* update pipeline
* [shardformer] fix
* [shardformer] fix
* [shardformer] bert finetune fix
* [shardformer] add all_reduce operation to loss
add all_reduce operation to loss
* [shardformer] make compatible with pytree.
make compatible with pytree.
* [shardformer] disable tp
disable tp
* [shardformer] add 3d plugin to ci test
* [shardformer] update num_microbatches to None
* [shardformer] update microbatchsize
* [shardformer] update assert
* update scheduler
* update scheduler
---------
Co-authored-by: Jianghai <72591262+CjhHa1@users.noreply.github.com>
Co-authored-by: Bin Jia <45593998+FoolPlayer@users.noreply.github.com>
Co-authored-by: Baizhou Zhang <eddiezhang@pku.edu.cn>
1 year ago
24c0768795
[shardformer] Pytree fix ( #4533 )
...
* pytree test
* test bert
* test bert
* test bert
* revise
* add register
* add register
1 year ago
63ecafb1fb
[checkpointio] optimize zero optim checkpoint io ( #4591 )
...
* [zero] update checkpoint io to save memory
* [checkpointio] add device map to save memory
1 year ago
508ca36fe3
[pipeline] 1f1b schedule receive microbatch size ( #4589 )
1 year ago
cbac782254
[zero]fix zero ckptIO with offload ( #4529 )
...
* fix zero ckptio with offload
* fix load device
* saved tensors in ckpt should be on CPU
* fix unit test
* fix unit test
* add clear cache
* save memory for CI
1 year ago
38ccb8b1a3
[shardformer] support from_pretrained when loading model with HybridParallelPlugin ( #4575 )
...
* hybrid plugin support huggingface from_pretrained
* add huggingface compatibility tests
* add folder cleaning
* fix bugs
1 year ago
c9625dbb63
[shardformer] support sharded optimizer checkpointIO of HybridParallelPlugin ( #4540 )
...
* implement sharded optimizer saving
* add more param info
* finish implementation of sharded optimizer saving
* fix bugs in optimizer sharded saving
* add pp+zero test
* param group loading
* greedy loading of optimizer
* fix bug when loading
* implement optimizer sharded saving
* add optimizer test & arrange checkpointIO utils
* fix gemini sharding state_dict
* add verbose option
* add loading of master params
* fix typehint
* fix master/working mapping in fp16 amp
1 year ago
2c787d7f47
[shardformer] fix submodule replacement bug when enabling pp ( #4544 )
1 year ago
ec18fc7340
[shardformer] support pp+tp+zero1 tests ( #4531 )
...
* [shardformer] fix opt test hanging
* fix
* test
* test
* test
* fix test
* fix test
* remove print
* add fix
* [shardformer] pp+tp+zero1
[shardformer] pp+tp+zero1
[shardformer] pp+tp+zero1
[shardformer] pp+tp+zero1
[shardformer] pp+tp+zero1
[shardformer] pp+tp+zero1
* [shardformer] pp+tp+zero1
* [shardformer] pp+tp+zero1
* [shardformer] pp+tp+zero1
* [shardformer] pp+tp+zero1
1 year ago
12c95a9fed
fix runtime prepare pass ( #4502 )
...
Co-authored-by: lufang.chen <lufang.chen@nio.com>
1 year ago
d367b88785
[shardformer] fix opt test hanging ( #4521 )
...
* [shardformer] fix opt test hanging
* fix
* test
* test
* test
* fix test
* fix test
* remove print
* add fix
1 year ago
e241b74f24
[shardformer] Add overlap support for gpt2 ( #4535 )
...
* add overlap support for gpt2
* remove unused code
* remove unused code
1 year ago
0387a47e63
[shardformer] fix emerged bugs after updating transformers ( #4526 )
1 year ago
0b00def881
[example] add llama2 example ( #4527 )
...
* [example] transfer llama-1 example
* [example] fit llama-2
* [example] refactor scripts folder
* [example] fit new gemini plugin
* [cli] fix multinode runner
* [example] fit gemini optim checkpoint
* [example] refactor scripts
* [example] update requirements
* [example] update requirements
* [example] rename llama to llama2
* [example] update readme and pretrain script
* [example] refactor scripts
1 year ago
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
376533a564
[shardformer] zero1+pp and the corresponding tests ( #4517 )
...
* pause
* finish pp+zero1
* Update test_shard_vit.py
1 year ago
44eab2b27f
[shardformer] support sharded checkpoint IO for models of HybridParallelPlugin ( #4506 )
...
* add APIs
* implement save_sharded_model
* add test for hybrid checkpointio
* implement naive loading for sharded model
* implement efficient sharded model loading
* open a new file for hybrid checkpoint_io
* small fix
* fix circular importing
* fix docstring
* arrange arguments and apis
* small fix
1 year ago
de8a65babc
[shardformer] opt fix. ( #4514 )
...
* [shardformer] chatglm support sequence parallel
[shardformer] chatglm support sequence parallel
[shardformer] chatglm support sequence parallel
[shardformer] chatglm support sequence parallel
[shardformer] chatglm support sequence parallel
[shardformer] chatglm support sequence parallel
* fix
fix
fix
fix
* [shardformer] jit fused fix
* [shardformer] jit fused fix
* [shardformer] jit fused fix
* [shardformer] jit fused fix
* [shardformer] jit fused fix
* [shardformer] jit fused fix
* [shardformer] jit fused fix
* activate checks
* [Test] test ci
* test ci
* test ci
* test ci
* test ci
* test ci
* test ci
* fix
1 year ago
839847b7d7
[zero]support zero2 with gradient accumulation ( #4511 )
...
* support gradient accumulation with zero2
* fix type
1 year ago
3353e55c80
[shardformer] vit/llama/t5 ignore the sequence parallelism flag and some fix. ( #4498 )
...
* [shardformer] chatglm support sequence parallel
[shardformer] chatglm support sequence parallel
[shardformer] chatglm support sequence parallel
[shardformer] chatglm support sequence parallel
[shardformer] chatglm support sequence parallel
[shardformer] chatglm support sequence parallel
* fix
fix
fix
fix
* [shardformer] jit fused fix
* [shardformer] jit fused fix
* [shardformer] jit fused fix
* [shardformer] jit fused fix
* [shardformer] jit fused fix
* [shardformer] jit fused fix
* [shardformer] jit fused fix
* activate checks
1 year ago
27061426f7
[gemini] improve compatibility and add static placement policy ( #4479 )
...
* [gemini] remove distributed-related part from colotensor (#4379 )
* [gemini] remove process group dependency
* [gemini] remove tp part from colo tensor
* [gemini] patch inplace op
* [gemini] fix param op hook and update tests
* [test] remove useless tests
* [test] remove useless tests
* [misc] fix requirements
* [test] fix model zoo
* [test] fix model zoo
* [test] fix model zoo
* [test] fix model zoo
* [test] fix model zoo
* [misc] update requirements
* [gemini] refactor gemini optimizer and gemini ddp (#4398 )
* [gemini] update optimizer interface
* [gemini] renaming gemini optimizer
* [gemini] refactor gemini ddp class
* [example] update gemini related example
* [example] update gemini related example
* [plugin] fix gemini plugin args
* [test] update gemini ckpt tests
* [gemini] fix checkpoint io
* [example] fix opt example requirements
* [example] fix opt example
* [example] fix opt example
* [example] fix opt example
* [gemini] add static placement policy (#4443 )
* [gemini] add static placement policy
* [gemini] fix param offload
* [test] update gemini tests
* [plugin] update gemini plugin
* [plugin] update gemini plugin docstr
* [misc] fix flash attn requirement
* [test] fix gemini checkpoint io test
* [example] update resnet example result (#4457 )
* [example] update bert example result (#4458 )
* [doc] update gemini doc (#4468 )
* [example] update gemini related examples (#4473 )
* [example] update gpt example
* [example] update dreambooth example
* [example] update vit
* [example] update opt
* [example] update palm
* [example] update vit and opt benchmark
* [hotfix] fix bert in model zoo (#4480 )
* [hotfix] fix bert in model zoo
* [test] remove chatglm gemini test
* [test] remove sam gemini test
* [test] remove vit gemini test
* [hotfix] fix opt tutorial example (#4497 )
* [hotfix] fix opt tutorial example
* [hotfix] fix opt tutorial example
1 year ago
59e252ecdb
[shardformer] chatglm support sequence parallel ( #4482 )
...
* [shardformer] chatglm support sequence parallel
[shardformer] chatglm support sequence parallel
[shardformer] chatglm support sequence parallel
[shardformer] chatglm support sequence parallel
[shardformer] chatglm support sequence parallel
[shardformer] chatglm support sequence parallel
* fix
fix
fix
fix
1 year ago
351351a36e
[shardformer/sequence parallel] not support opt of seq-parallel, add warning and fix a bug in gpt2 pp ( #4488 )
1 year ago
5545114fd8
rename chatglm to chatglm2 ( #4484 )
1 year ago
1c7df566e2
[shardformer] support tp+zero for shardformer ( #4472 )
...
* support tp+zero/input type cast for hybridplugin
* add tp+zero tests
* fix bucket arguments
1 year ago
8739aa7fa0
[shardformer] Pipeline/whisper ( #4456 )
...
* add some base tests and policies
* finish whisper base model
* add conditional generation
* finish basic tests
* whisper
* finish whisper
* finish whisper
* del useless whisper test
* fix
* add argmin to replace
* finish revision
1 year ago
Baizhou Zhang