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
68359ed1e1
[release] update version ( #5752 )
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* [release] update version
* [devops] update compatibility test
* [devops] update compatibility test
* [devops] update compatibility test
* [devops] update compatibility test
* [test] fix ddp plugin test
* [test] fix gptj and rpc test
* [devops] fix cuda ext compatibility
* [inference] fix flash decoding test
* [inference] fix flash decoding test
6 months ago
b96c6390f4
[inference] Fix running time of test_continuous_batching ( #5750 )
6 months ago
7806842f2d
add paged-attetionv2: support seq length split across thread block ( #5707 )
7 months ago
18d67d0e8e
[Feat]Inference RPC Server Support ( #5705 )
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* rpc support source
* kv cache logical/physical disaggregation
* sampler refactor
* colossalai launch built in
* Unitest
* Rpyc support
---------
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
7 months ago
50104ab340
[Inference/Feat] Add convert_fp8 op for fp8 test in the future ( #5706 )
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* add convert_fp8 op for fp8 test in the future
* rerun ci
7 months ago
bc9063adf1
resolve rebase conflicts on Branch feat/online-serving
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
69cd7e069d
[Inference] ADD async and sync Api server using FastAPI ( #5396 )
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* add api server
* fix
* add
* add completion service and fix bug
* add generation config
* revise shardformer
* fix bugs
* add docstrings and fix some bugs
* fix bugs and add choices for prompt template
7 months ago
9c2fe7935f
[Inference]Adapt temperature processing logic ( #5689 )
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* Adapt temperature processing logic
* add ValueError for top_p and top_k
* add GQA Test
* fix except_msg
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
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
---------
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
5f00002e43
[Inference] Adapt Baichuan2-13B TP ( #5659 )
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* adapt to baichuan2 13B
* add baichuan2 13B TP
* update baichuan tp logic
* rm unused code
* Fix TP logic
* fix alibi slopes tp logic
* rm nn.Module
* Polished the code.
* change BAICHUAN_MODEL_NAME_OR_PATH
* Modified the logic for loading Baichuan weights.
* fix typos
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
3c91e3f176
[Inference]Adapt to baichuan2 13B ( #5614 )
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* adapt to baichuan2 13B
* adapt to baichuan2 13B
* change BAICHUAN_MODEL_NAME_OR_PATH
* fix test_decoding_attn.py
* Modifications based on review comments.
* change BAICHUAN_MODEL_NAME_OR_PATH
* mv attn mask processes to test flash decoding
* mv get_alibi_slopes baichuan modeling
* fix bugs in test_baichuan.py
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
12f10d5b0b
[Fix/Inference]Fix CUDA Rotary Rmbedding GQA ( #5623 )
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* fix rotary embedding GQA
* change test_rotary_embdding_unpad.py KH
7 months ago
5d4c1fe8f5
[Fix/Inference] Fix GQA Triton and Support Llama3 ( #5624 )
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* [fix] GQA calling of flash decoding triton
* fix kv cache alloc shape
* fix rotary triton - GQA
* fix sequence max length assigning
* Sequence max length logic
* fix scheduling and spec-dec
* skip without import error
* fix pytest - skip without ImportError
---------
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
7 months ago
ccf72797e3
feat baichuan2 rmsnorm whose hidden size equals to 5120 ( #5611 )
7 months ago
e37ee2fb65
[Feat]Tensor Model Parallel Support For Inference ( #5563 )
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* tensor parallel support naive source
* [fix]precision, model load and refactor the framework
* add tp unit test
* docstring
* fix do_sample
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
e60d430cf5
[Fix] resolve conflicts of rebasing feat/speculative-decoding ( #5557 )
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- resolve conflicts of rebasing feat/speculative-decoding
8 months ago
d85d91435a
[Inference/SpecDec] Support GLIDE Drafter Model ( #5455 )
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* add glide-llama policy and modeling
* update glide modeling, compitable with transformers 4.36.2
* revise glide llama modeling/usage
* fix issues of glimpsing large kv
* revise the way re-loading params for glide drafter
* fix drafter and engine tests
* enable convert to glide strict=False
* revise glide llama modeling
* revise vicuna prompt template
* revise drafter and tests
* apply usage of glide model in engine
8 months ago
a37f82629d
[Inference/SpecDec] Add Speculative Decoding Implementation ( #5423 )
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* fix flash decoding mask during verification
* add spec-dec
* add test for spec-dec
* revise drafter init
* remove drafter sampling
* retire past kv in drafter
* (trivial) rename attrs
* (trivial) rename arg
* revise how we enable/disable spec-dec
8 months ago
5a9b05f7b2
[Inference/SpecDec] Add Basic Drafter Model Container ( #5405 )
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* [Infer/Fix] Fix Dependency in test - RMSNorm kernel (#5399 )
fix dependency in pytest
* add drafter model container (basic ver)
8 months ago
d63c469f45
[Infer] Revise and Adapt Triton Kernels for Spec-Dec ( #5401 )
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* [Infer/Fix] Fix Dependency in test - RMSNorm kernel (#5399 )
fix dependency in pytest
* resolve conflicts for revising flash-attn
* adapt kv cache copy kernel for spec-dec
* fix seqlen-n kvcache copy kernel/tests
* test kvcache copy - use torch.equal
* add assertions
* (trivial) comment out
8 months ago
04aca9e55b
[Inference/Kernel]Add get_cos_and_sin Kernel ( #5528 )
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* Add get_cos_and_sin kernel
* fix code comments
* fix code typos
* merge common codes of get_cos_and_sin kernel.
* Fixed a typo
* Changed 'asset allclose' to 'assert equal'.
8 months ago
68e9396bc0
[fix] merge conflicts
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
9fe61b4475
[fix]
8 months ago
aabc9fb6aa
[feat] add use_cuda_kernel option
8 months ago
d02e257abd
Merge branch 'feature/colossal-infer' into colossal-infer-cuda-graph
9 months ago
ae24b4f025
diverse tests
9 months ago
1821a6dab0
[fix] pytest and fix dyn grid bug
9 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
ed431de4e4
fix rmsnorm template function invocation problem(template function partial specialization is not allowed in Cpp) and luckily pass e2e precision test ( #5454 )
9 months ago
f7aecc0c6b
feat rmsnorm cuda kernel and add unittest, benchmark script ( #5417 )
9 months ago
95c21498d4
add silu_and_mul for infer
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
19061188c3
[Infer/Fix] Fix Dependency in test - RMSNorm kernel ( #5399 )
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fix dependency in pytest
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
b21aac5bae
[Inference] Optimize and Refactor Inference Batching/Scheduling ( #5367 )
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* add kvcache manager funcs for batching
* add batch bucket for batching
* revise RunningList struct in handler
* add kvcache/batch funcs for compatibility
* use new batching methods
* fix indexing bugs
* revise abort logic
* use cpu seq lengths/block tables
* rm unused attr in Sequence
* fix type conversion/default arg
* add and revise pytests
* revise pytests, rm unused tests
* rm unused statements
* fix pop finished indexing issue
* fix: use index in batch when retrieving inputs/update seqs
* use dict instead of odict in batch struct
* arg type hinting
* fix make compress
* refine comments
* fix: pop_n_seqs to pop the first n seqs
* add check in request handler
* remove redundant conversion
* fix test for request handler
* fix pop method in batch bucket
* fix prefill adding
9 months ago
yuehuayingxueluo