Bin Jia
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4e3959d316
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[hotfix/hybridengine] Fix init model with random parameters in benchmark (#5074)
* fix init model with random parameters
* fix example
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1 year ago |
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Xu Kai
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fb103cfd6e
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[inference] update examples and engine (#5073)
* update examples and engine
* fix choices
* update example
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1 year ago |
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Cuiqing Li (李崔卿)
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bce919708f
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[Kernels]added flash-decoidng of triton (#5063)
* added flash-decoidng of triton based on lightllm kernel
* add req
* clean
* clean
* delete build.sh
---------
Co-authored-by: cuiqing.li <lixx336@gmail.com>
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1 year ago |
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Xu Kai
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fd6482ad8c
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[inference] Refactor inference architecture (#5057)
* [inference] support only TP (#4998)
* support only tp
* enable tp
* add support for bloom (#5008)
* [refactor] refactor gptq and smoothquant llama (#5012)
* refactor gptq and smoothquant llama
* fix import error
* fix linear import torch-int
* fix smoothquant llama import error
* fix import accelerate error
* fix bug
* fix import smooth cuda
* fix smoothcuda
* [Inference Refactor] Merge chatglm2 with pp and tp (#5023)
merge chatglm with pp and tp
* [Refactor] remove useless inference code (#5022)
* remove useless code
* fix quant model
* fix test import bug
* mv original inference legacy
* fix chatglm2
* [Refactor] refactor policy search and quant type controlling in inference (#5035)
* [Refactor] refactor policy search and quant type controling in inference
* [inference] update readme (#5051)
* update readme
* update readme
* fix architecture
* fix table
* fix table
* [inference] udpate example (#5053)
* udpate example
* fix run.sh
* fix rebase bug
* fix some errors
* update readme
* add some features
* update interface
* update readme
* update benchmark
* add requirements-infer
---------
Co-authored-by: Bin Jia <45593998+FoolPlayer@users.noreply.github.com>
Co-authored-by: Zhongkai Zhao <kanezz620@gmail.com>
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1 year ago |
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Cuiqing Li (李崔卿)
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28052a71fb
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[Kernels]Update triton kernels into 2.1.0 (#5046)
* update flash-context-attention
* adding kernels
* fix
* reset
* add build script
* add building process
* add llama2 exmaple
* add colossal-llama2 test
* clean
* fall back test setting
* fix test file
* clean
* clean
* clean
---------
Co-authored-by: cuiqing.li <lixx336@gmail.com>
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1 year ago |
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Zhongkai Zhao
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70885d707d
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[hotfix] Suport extra_kwargs in ShardConfig (#5031)
* [refactor]: replace inference args with extra_kwargs in ShardConfig
* modify shardconfig
* polish code
* fix policy bug in llama
* fix bug in auto policy
* remove setattr in ShardConfig
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1 year ago |
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Cuiqing Li
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459a88c806
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[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>
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1 year ago |
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Jianghai
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c6cd629e7a
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[Inference]ADD Bench Chatglm2 script (#4963)
* add bench chatglm
* fix bug and make utils
---------
Co-authored-by: CjhHa1 <cjh18671720497outlook.com>
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1 year ago |
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Xu Kai
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785802e809
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[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>
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1 year ago |
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Cuiqing Li
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3a41e8304e
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[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>
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1 year ago |
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Xu Kai
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611a5a80ca
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[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
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1 year ago |
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Xu Kai
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d1fcc0fa4d
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[infer] fix test bug (#4838)
* fix test bug
* delete useless code
* fix typo
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1 year ago |
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Jianghai
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013a4bedf0
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[inference]fix import bug and delete down useless init (#4830)
* fix import bug and release useless init
* fix
* fix
* fix
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1 year ago |
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Yuanheng Zhao
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573f270537
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[Infer] Serving example w/ ray-serve (multiple GPU case) (#4841)
* fix imports
* add ray-serve with Colossal-Infer tp
* trivial: send requests script
* add README
* fix worker port
* fix readme
* use app builder and autoscaling
* trivial: input args
* clean code; revise readme
* testci (skip example test)
* use auto model/tokenizer
* revert imports fix (fixed in other PRs)
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1 year ago |
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Yuanheng Zhao
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3a74eb4b3a
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[Infer] Colossal-Inference serving example w/ TorchServe (single GPU case) (#4771)
* add Colossal-Inference serving example w/ TorchServe
* add dockerfile
* fix dockerfile
* fix dockerfile: fix commit hash, install curl
* refactor file structure
* revise readme
* trivial
* trivial: dockerfile format
* clean dir; revise readme
* fix comments: fix imports and configs
* fix formats
* remove unused requirements
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1 year ago |
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Xu Kai
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946ab56c48
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[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
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1 year ago |
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Hongxin Liu
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079bf3cb26
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[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
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1 year ago |
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Cuiqing Li
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bce0f16702
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[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>
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1 year ago |
