bcf0181ecd
[Feat] Distrifusion Acceleration Support for Diffusion Inference ( #5895 )
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* Distrifusion Support source
* comp comm overlap optimization
* sd3 benchmark
* pixart distrifusion bug fix
* sd3 bug fix and benchmark
* generation bug fix
* naming fix
* add docstring, fix counter and shape error
* add reference
* readme and requirement
4 months ago
66abf1c6e8
[HotFix] CI,import,requirements-test for #5838 ( #5892 )
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* [Hot Fix] CI,import,requirements-test
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Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
5 months ago
cba20525a8
[Feat] Diffusion Model(PixArtAlpha/StableDiffusion3) Support ( #5838 )
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* Diffusion Model Inference support
* Stable Diffusion 3 Support
* pixartalpha support
5 months ago
7b249c76e5
[Fix] Fix spec-dec Glide LlamaModel for compatibility with transformers ( #5837 )
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* fix glide llama model
* revise
5 months ago
b45000f839
[Inference]Add Streaming LLM ( #5745 )
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* Add Streaming LLM
* add some parameters to llama_generation.py
* verify streamingllm config
* add test_streamingllm.py
* modified according to the opinions of review
* add Citation
* change _block_tables tolist
6 months ago
677cbfacf8
[Fix/Example] Fix Llama Inference Loading Data Type ( #5763 )
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* [fix/example] fix llama inference loading dtype
* revise loading dtype of benchmark llama3
6 months ago
85946d4236
[Inference]Fix readme and example for API server ( #5742 )
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* fix chatapi readme and example
* updating doc
* add an api and change the doc
* remove
* add credits and del 'API' heading
* readme
* readme
6 months ago
8bcfe360fd
[example] Update Inference Example ( #5725 )
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* [example] update inference example
7 months ago
f47f2fbb24
[Inference] Fix API server, test and example ( #5712 )
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* fix api server
* fix generation config
* fix api server
* fix comments
* fix infer hanging bug
* resolve comments, change backend to free port
7 months ago
7806842f2d
add paged-attetionv2: support seq length split across thread block ( #5707 )
7 months ago
5d9a49483d
[Inference] Add example test_ci script
7 months ago
61a1b2e798
[Inference] Fix bugs and docs for feat/online-server ( #5598 )
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* fix test bugs
* add do sample test
* del useless lines
* fix comments
* fix tests
* delete version tag
* delete version tag
* add
* del test sever
* fix test
* fix
* Revert "add"
This reverts commit b9305fb024
7 months ago
c064032865
[Online Server] Chat Api for streaming and not streaming response ( #5470 )
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* fix bugs
* fix bugs
* fix api server
* fix api server
* add chat api and test
* del request.n
7 months ago
de378cd2ab
[Inference] Finish Online Serving Test, add streaming output api, continuous batching test and example ( #5432 )
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* finish online test and add examples
* fix test_contionus_batching
* fix some bugs
* fix bash
* fix
* fix inference
* finish revision
* fix typos
* revision
7 months ago
55cc7f3df7
[Fix] Fix Inference Example, Tests, and Requirements ( #5688 )
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* clean requirements
* modify example inference struct
* add test ci scripts
* mark test_infer as submodule
* rm deprecated cls & deps
* import of HAS_FLASH_ATTN
* prune inference tests to be run
* prune triton kernel tests
* increment pytest timeout mins
* revert import path in openmoe
7 months ago
8754abae24
[Fix] Fix & Update Inference Tests (compatibility w/ main)
7 months ago
56ed09aba5
[sync] resolve conflicts of merging main
7 months ago
537a3cbc4d
[kernel] Support New KCache Layout - Triton Kernel ( #5677 )
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* kvmemcpy triton for new kcache layout
* revise tests for new kcache layout
* naive triton flash decoding - new kcache layout
* rotary triton kernel - new kcache layout
* remove redundancy - triton decoding
* remove redundancy - triton kvcache copy
* [pre-commit.ci] auto fixes from pre-commit.com hooks
for more information, see https://pre-commit.ci
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Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
7 months ago
5cd75ce4c7
[Inference/Kernel] refactor kvcache manager and rotary_embedding and kvcache_memcpy oper… ( #5663 )
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* refactor kvcache manager and rotary_embedding and kvcache_memcpy operator
* refactor decode_kv_cache_memcpy
* enable alibi in pagedattention
7 months ago
7f8b16635b
[misc] refactor launch API and tensor constructor ( #5666 )
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* [misc] remove config arg from initialize
* [misc] remove old tensor contrusctor
* [plugin] add npu support for ddp
* [pre-commit.ci] auto fixes from pre-commit.com hooks
for more information, see https://pre-commit.ci
* [devops] fix doc test ci
* [test] fix test launch
* [doc] update launch doc
---------
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
7 months ago
5be590b99e
[kernel] Support new KCache Layout - Context Attention Triton Kernel ( #5658 )
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* add context attn triton kernel - new kcache layout
* add benchmark triton
* tiny revise
* trivial - code style, comment
7 months ago
f342a93871
[Fix] Remove obsolete files - inference ( #5650 )
7 months ago
a8fd3b0342
[Inference/Kernel] Optimize paged attention: Refactor key cache layout ( #5643 )
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* optimize flashdecodingattention: refactor code with different key cache layout(from [num_blocks, num_kv_heads, block_size, head_size] to [num_blocks, num_kv_heads, head_size/x, block_size, x])
* [pre-commit.ci] auto fixes from pre-commit.com hooks
for more information, see https://pre-commit.ci
---------
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
7 months ago
90cd5227a3
[Fix/Inference]Fix vllm benchmark ( #5630 )
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* Fix bugs about OOM when running vllm-0.4.0
* rm used params
* change generation_config
* change benchmark log file name
7 months ago
04863a9b14
[example] Update Llama Inference example ( #5629 )
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* [example] add infernece benchmark llama3
* revise inference config - arg
* remove unused args
* add llama generation demo script
* fix init rope in llama policy
* add benchmark-llama3 - cleanup
7 months ago
ccf72797e3
feat baichuan2 rmsnorm whose hidden size equals to 5120 ( #5611 )
7 months ago
be396ad6cc
[Inference/Kernel] Add Paged Decoding kernel, sequence split within the same thread block ( #5531 )
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* feat flash decoding for paged attention
* refactor flashdecodingattention
* [pre-commit.ci] auto fixes from pre-commit.com hooks
for more information, see https://pre-commit.ci
---------
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
7 months ago
56b222eff8
[inference/model]Adapted to the baichuan2-7B model ( #5591 )
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* Adapted to the baichuan2-7B model
* modified according to the review comments.
* Modified the method of obtaining random weights.
* modified according to the review comments.
* change mlp layewr 'NOTE'
8 months ago
934e31afb2
The writing style of tail processing and the logic related to macro definitions have been optimized. ( #5519 )
8 months ago
87079cffe8
[Inference]Support FP16/BF16 Flash Attention 2 And Add high_precision Flag To Rotary Embedding ( #5461 )
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* Support FP16/BF16 Flash Attention 2
* fix bugs in test_kv_cache_memcpy.py
* add context_kv_cache_memcpy_kernel.cu
* rm typename MT
* add tail process
* add high_precision
* add high_precision to config.py
* rm unused code
* change the comment for the high_precision parameter
* update test_rotary_embdding_unpad.py
* fix vector_copy_utils.h
* add comment for self.high_precision when using float32
8 months ago
f366a5ea1f
[Inference/kernel]Add Fused Rotary Embedding and KVCache Memcopy CUDA Kernel ( #5418 )
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* add rotary embedding kernel
* add rotary_embedding_kernel
* add fused rotary_emb and kvcache memcopy
* add fused_rotary_emb_and_cache_kernel.cu
* add fused_rotary_emb_and_memcopy
* fix bugs in fused_rotary_emb_and_cache_kernel.cu
* fix ci bugs
* use vec memcopy and opt the gloabl memory access
* fix code style
* fix test_rotary_embdding_unpad.py
* codes revised based on the review comments
* fix bugs about include path
* rm inline
9 months ago
f7aecc0c6b
feat rmsnorm cuda kernel and add unittest, benchmark script ( #5417 )
9 months ago
0aa27f1961
[Inference]Move benchmark-related code to the example directory. ( #5408 )
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* move benchmark-related code to the example directory.
* fix bugs in test_fused_rotary_embedding.py
9 months ago
600881a8ea
[Inference]Add CUDA KVCache Kernel ( #5406 )
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* add cuda KVCache kernel
* annotation benchmark_kvcache_copy
* add use cuda
* fix import path
* move benchmark scripts to example/
* rm benchmark codes in test_kv_cache_memcpy.py
* rm redundancy codes
* rm redundancy codes
* pr was modified according to the review
9 months ago
bc1da87366
[Fix/Inference] Fix format of input prompts and input model in inference engine ( #5395 )
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* Fix bugs in inference_engine
* fix bugs in engine.py
* rm CUDA_VISIBLE_DEVICES
* add request_ids in generate
* fix bug in engine.py
* add logger.debug for BatchBucket
9 months ago
2a718c8be8
Optimized the execution interval time between cuda kernels caused by view and memcopy ( #5390 )
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* opt_view_and_memcopy
* fix bugs in ci
* fix ci bugs
* update benchmark scripts
* fix ci bugs
9 months ago
730103819d
[Inference]Fused kv copy into rotary calculation ( #5383 )
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* revise rotary embedding
* remove useless print
* adapt
* fix
* add
* fix
* modeling
* fix
* fix
* fix
* fused kv copy
* fused copy
* colossalai/kernel/triton/no_pad_rotary_embedding.py
* del padding llama
* del
9 months ago
8c69debdc7
[Inference]Support vllm testing in benchmark scripts ( #5379 )
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* add vllm benchmark scripts
* fix code style
* update run_benchmark.sh
* fix code style
10 months ago
8106ede07f
Revert "[Inference] Adapt to Fused rotary ( #5348 )" ( #5373 )
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This reverts commit 9f4ab2eb92
10 months ago
9f4ab2eb92
[Inference] Adapt to Fused rotary ( #5348 )
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* revise rotary embedding
* remove useless print
* adapt
* fix
* add
* fix
* modeling
* fix
* fix
* fix
10 months ago
631862f339
[Inference]Optimize generation process of inference engine ( #5356 )
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* opt inference engine
* fix run_benchmark.sh
* fix generate in engine.py
* rollback tesh_inference_engine.py
10 months ago
21ad4a27f9
[Inference/opt]Optimize the mid tensor of RMS Norm ( #5350 )
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* opt rms_norm
* fix bugs in rms_layernorm
10 months ago
249644c23b
[Inference]Repalce Attention layer and MLP layer by shardformer to optimize the weight transpose operation，add fused_qkv and fused linear_add ( #5340 )
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* add fused qkv
* replace attn and mlp by shardformer
* fix bugs in mlp
* add docstrings
* fix test_inference_engine.py
* add optimize unbind
* add fused_addmm
* rm squeeze(1)
* refactor codes
* fix ci bugs
* rename ShardFormerLlamaMLP and ShardFormerLlamaAttention
* Removed the dependency on LlamaFlashAttention2
* rollback test_inference_engine.py
10 months ago
c565519913
merge commit
10 months ago
4f28cb43c0
[inference]Optimize the usage of the mid tensors space in flash attn ( #5304 )
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* opt flash attn
* opt tmp tensor
* fix benchmark_llama
* fix code style
* fix None logic for output tensor
* fix adapted to get_xine_cache
* add comment
* fix ci bugs
* fix some codes
* rm duplicated codes
* rm duplicated codes
* fix code style
* add _get_dtype in config.py
10 months ago
bfff9254ac
[inference] Adapted to Rotary Embedding and RMS Norm ( #5283 )
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* adapted to rotary_embedding
* adapted to nopad rms norm
* fix bugs in benchmark
* fix flash_decoding.py
10 months ago
9e2342bde2
[Hotfix] Fix bugs in testing continuous batching ( #5270 )
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* fix bug
* fix bugs
* fix bugs
* fix bugs and add padding
* add funcs and fix bugs
* fix typos
* fix bugs
* add func
11 months ago
86b63f720c
[Inference]Adapted to the triton attn kernels ( #5264 )
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* adapted to the triton attn kernels
* fix pad input
* adapted to copy_kv_to_blocked_cache
* fix ci test
* update kv memcpy
* remove print
11 months ago
d202cc28c0
[npu] change device to accelerator api ( #5239 )
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* update accelerator
* fix timer
* fix amp
* update
* fix
* update bug
* add error raise
* fix autocast
* fix set device
* remove doc accelerator
* update doc
* update doc
* update doc
* use nullcontext
* update cpu
* update null context
* change time limit for example
* udpate
* update
* update
* update
* [npu] polish accelerator code
---------
Co-authored-by: Xuanlei Zhao <xuanlei.zhao@gmail.com>
Co-authored-by: zxl <43881818+oahzxl@users.noreply.github.com>
11 months ago
1cd7efc520
[inference] refactor examples and fix schedule ( #5077 )
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* [setup] refactor infer setup
* [hotfix] fix infenrece behavior on 1 1 gpu
* [exmaple] refactor inference examples
1 year ago
Runyu Lu