- 20 Nov, 2023 1 commit
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Cuiqing Li (李崔卿) authored
* 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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- 19 Nov, 2023 1 commit
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Xu Kai authored
* [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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- 16 Nov, 2023 1 commit
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Cuiqing Li (李崔卿) authored
* 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:
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- 10 Nov, 2023 1 commit
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Zhongkai Zhao authored
* [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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- 30 Oct, 2023 1 commit
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Cuiqing Li authored
[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:
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- 24 Oct, 2023 1 commit
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Jianghai authored
* add bench chatglm * fix bug and make utils --------- Co-authored-by: CjhHa1 <cjh18671720497outlook.com>
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- 20 Oct, 2023 1 commit
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Xu Kai authored
* add reference and fix some bugs * update gptq init --------- Co-authored-by:Xu Kai <xukai16@foxamil.com>
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- 19 Oct, 2023 1 commit
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Cuiqing Li authored
* 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:
CjhHa1 <cjh18671720497@outlook.com>
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- 16 Oct, 2023 1 commit
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Xu Kai authored
* [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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- 04 Oct, 2023 2 commits
- 02 Oct, 2023 2 commits
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Yuanheng Zhao authored
* 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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Yuanheng Zhao authored
* 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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- 22 Sep, 2023 1 commit
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Xu Kai authored
* [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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- 19 Sep, 2023 1 commit
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Hongxin Liu authored
* [misc] update pre-commit * [misc] run pre-commit * [misc] remove useless configuration files * [misc] ignore cuda for clang-format
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- 11 Sep, 2023 1 commit
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Cuiqing Li authored
[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:
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:
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