2a718c8be8
Optimized the execution interval time between cuda kernels caused by view and memcopy ( #5390 )
...
* 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
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
9afa52061f
[inference] refactored config ( #5376 )
10 months ago
1f8c7e7046
[Inference] User Experience: update the logic of default tokenizer and generation config. ( #5337 )
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* add
* fix
* fix
* pause
* fix
* fix pytest
* align
* fix
* license
* fix
* fix
* fix readme
* fix some bugs
* remove tokenizer config
10 months ago
6fb4bcbb24
[Inference/opt] Fused KVCahce Memcopy ( #5374 )
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* fused kv memcopy
* add TODO in test_kvcache_copy.py
10 months ago
58740b5f68
[inference] added inference template ( #5375 )
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
35382a7fbf
[Inference]Fused the gate and up proj in mlp，and optimized the autograd process. ( #5365 )
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* fused the gate and up proj in mlp
* fix code styles
* opt auto_grad
* rollback test_inference_engine.py
* modifications based on the review feedback.
* fix bugs in flash attn
* Change reshape to view
* fix test_rmsnorm_triton.py
10 months ago
1dedb57747
[Fix/Infer] Remove unused deps and revise requirements ( #5341 )
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* remove flash-attn dep
* rm padding llama
* revise infer requirements
* move requirements out of module
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
027aa1043f
[doc] updated inference readme ( #5343 )
10 months ago
db1a763307
[inference] removed redundancy init_batch ( #5353 )
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
f8e456d202
[inference] simplified config verification ( #5346 )
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* [inference] simplified config verification
* polish
* polish
10 months ago
df0aa49585
[Inference] Kernel Fusion, fused copy kv cache into rotary embedding ( #5336 )
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* revise rotary embedding
* remove useless print
* adapt
10 months ago
c565519913
merge commit
10 months ago
5f98a9d68a
[Infer] Optimize Blocked KVCache And Kernels Using It ( #5325 )
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* revise shape of kvcache (context attn kernel)
* revise shape of kvcache (flash decoding kernel)
* revise shape of kvcache (kvcache copy) and attn func
* init of kvcache in kvcache manager
* revise llama modeling
* revise block size retrieval
* use torch for rms_norm benchmarking
* revise block size retrieval
10 months ago
e8f0642f28
[Inference]Add Nopadding Llama Modeling ( #5327 )
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* add nopadding llama modeling
* add nopadding_llama.py
* rm unused codes
* fix bugs in test_xine_copy.py
* fix code style
10 months ago
71321a07cf
fix typo change dosen't to doesn't ( #5308 )
10 months ago
388179f966
[tests] fix t5 test. ( #5322 )
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* [ci] fix shardformer tests. (#5255 )
* fix ci
fix
* revert: revert p2p
* feat: add enable_metadata_cache option
* revert: enable t5 tests
---------
Co-authored-by: Wenhao Chen <cwher@outlook.com>
* fix t5 test
---------
Co-authored-by: Wenhao Chen <cwher@outlook.com>
10 months ago
c7c104cb7c
[DOC] Update inference readme ( #5280 )
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* add readme
* add readme
* 1
* update engine
* finish readme
* add readme
10 months ago
087d0cb1fc
[accelerator] fixed npu api
10 months ago
8823cc4831
Merge pull request #5310 from hpcaitech/feature/npu
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Feature/npu
10 months ago
1f8a75d470
[Inference] Update rms norm kernel, benchmark with vLLM ( #5315 )
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* add
* xi
* del
* del
* fix
10 months ago
7ddd8b37f0
fix ( #5311 )
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
7cfed5f076
[feat] refactored extension module ( #5298 )
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* [feat] refactored extension module
* polish
* polish
* polish
* polish
* polish
* polish
* polish
* polish
* polish
* polish
10 months ago
bce9499ed3
fix some typo ( #5307 )
10 months ago
af8359c430
[hotfix] fix boundary check in batch ( #5306 )
10 months ago
c647e00e3c
[Inference]Add fused rotary kernel and get cos cache kernel ( #5302 )
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* add fused rotary and get cos cache func
* staged
* fix bugs
* fix bugs
10 months ago
3da9993b0d
[Kernel/Fix] Revise flash attention triton kernel API and add benchmark ( #5301 )
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* fix decoding kernel pytest
* revise and add triton context attn benchmark
10 months ago
cea9c86e45
add utils.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
6e487e7d3c
[kernel/fix] Performance Optimization for Decoding Kernel and Benchmarking ( #5274 )
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* prevent re-creating intermediate tensors
* add singleton class holding intermediate values
* fix triton kernel api
* add benchmark in pytest
* fix kernel api and add benchmark
* revise flash decoding triton kernel in/out shapes
* fix calling of triton kernel in modeling
* fix pytest: extract to util functions
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
10 months ago
148469348a
Merge branch 'main' into sync/npu
10 months ago
5ae9099f92
[kernel] Add RMSLayerNorm triton kernel ( #5262 )
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* add layerrmsnorm triton kernel
* add layerrmsnorm kernel
* modify the atol and rtol in test file
* Remove the logics of mean computations, and update the name of ther kernel functions and files
* add benchmark of rms norm
10 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
10 months ago
46e091651b
[shardformer] hybridparallelplugin support gradients accumulation. ( #5246 )
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* support gradients acc
fix
fix
fix
fix
fix
fix
fix
fix
fix
fix
fix
fix
fix
* fix
fix
* fix
fix
fix
10 months ago
0f2b46a41c
[kernel] Revise KVCache copy triton kernel API ( #5273 )
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* [kernel/fix] revise kvcache copy kernel api
* fix benchmark
11 months ago
d8db500efc
[Inference] Fix request handler and add recycle logic ( #5260 )
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* fix request handler
* fix comment
11 months ago
c597678da4
[doc] updated inference readme ( #5269 )
11 months ago
fa85e02b3b
[kernel] Add KV cache copy kernel during decoding ( #5261 )
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* add kv copy triton kernel during decoding stage
* add pytest and fix kernel
* fix test utilities
* revise kernel config
* add benchmark for kvcache copy
11 months ago
ef4f0ee854
[hotfix]: add pp sanity check and fix mbs arg ( #5268 )
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* fix: fix misleading mbs arg
* feat: add pp sanity check
* fix: fix 1f1b sanity check
11 months ago
1ded7e81ef
[git] fixed rebased files
11 months ago
1513f20f4d
[kernel] Add flash decoding triton kernel for blocked kv cache ( #5249 )
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* add flash decoding unpad triton kernel
* rename flash decoding kernel
* add kernel testing (draft)
* revise pytest
* support kv group (GQA)
* (trivial) fix api and pytest
* (trivial) func renaming
* (trivial) func/file renaming
* refactor pytest for attention
* (trivial) format and consistent vars of context/decode attn
* (trivial) remove test redundancy
11 months ago
yuehuayingxueluo