aabc9fb6aa
[feat] add use_cuda_kernel option
2024-03-19 13:24:25 +08:00
d02e257abd
Merge branch 'feature/colossal-infer' into colossal-infer-cuda-graph
2024-03-14 10:37:05 +08:00
ae24b4f025
diverse tests
2024-03-14 10:35:08 +08:00
1821a6dab0
[fix] pytest and fix dyn grid bug
2024-03-13 17:28:32 +08:00
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
2024-03-13 17:20:03 +08:00
ed431de4e4
fix rmsnorm template function invocation problem(template function partial specialization is not allowed in Cpp) and luckily pass e2e precision test ( #5454 )
2024-03-13 16:00:55 +08:00
f7aecc0c6b
feat rmsnorm cuda kernel and add unittest, benchmark script ( #5417 )
2024-03-08 16:21:12 +08:00
95c21498d4
add silu_and_mul for infer
2024-03-07 16:57:49 +08:00
0aa27f1961
[Inference]Move benchmark-related code to the example directory. ( #5408 )
...
* move benchmark-related code to the example directory.
* fix bugs in test_fused_rotary_embedding.py
2024-02-28 16:46:03 +08:00
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
2024-02-28 14:36:50 +08:00
19061188c3
[Infer/Fix] Fix Dependency in test - RMSNorm kernel ( #5399 )
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fix dependency in pytest
2024-02-26 16:17:47 +08:00
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
2024-02-23 10:51:35 +08:00
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
2024-02-21 13:23:57 +08:00
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
2024-02-21 11:31:48 +08:00
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
2024-02-19 17:18:20 +08:00
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
2024-02-07 17:55:48 +08:00
6fb4bcbb24
[Inference/opt] Fused KVCahce Memcopy ( #5374 )
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* fused kv memcopy
* add TODO in test_kvcache_copy.py
2024-02-07 17:15:42 +08:00
58740b5f68
[inference] added inference template ( #5375 )
2024-02-07 17:11:43 +08:00
8106ede07f
Revert "[Inference] Adapt to Fused rotary ( #5348 )" ( #5373 )
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This reverts commit 9f4ab2eb92
2024-02-07 14:27:04 +08:00
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
2024-02-07 11:36:04 +08:00
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
2024-02-02 15:38:21 +08:00
e76acbb076
[inference] moved ops tests to test_infer ( #5354 )
2024-02-02 13:51:22 +08:00
db1a763307
[inference] removed redundancy init_batch ( #5353 )
2024-02-02 11:44:15 +08:00
f8e456d202
[inference] simplified config verification ( #5346 )
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* [inference] simplified config verification
* polish
* polish
2024-02-01 15:31:01 +08:00
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
2024-01-30 16:06:09 +08:00
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
2024-01-26 14:00:10 +08:00
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
2024-01-18 16:31:14 +08:00
1ded7e81ef
[git] fixed rebased files
2024-01-11 13:50:45 +00:00
fab294c7f4
fix CI bugs
2024-01-11 13:46:14 +00:00
e545a871b8
[Hotfix] Fix accuracy and align attention method api with Triton kernel ( #5229 )
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* fix accuracy
* alignment in attention
* fix attention
* fix
* fix bugs
* fix bugs
* fix bugs
2024-01-11 13:46:14 +00:00
fa4fbdbffb
adapted to pad_context_forward
2024-01-11 13:44:06 +00:00
47e53eaa1c
fix bugs in attention.py and request_handler.py
2024-01-11 13:44:06 +00:00
bfd9b1b494
[Inference] Pytorch Attention func, pad&nopad input support ( #5219 )
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* add attn
* add attention test
* fix attn forward
* fix decoding
2024-01-11 13:44:06 +00:00
bbfebfb9fc
fix bugs in sampler
2024-01-11 13:39:56 +00:00
02c1bf8b2a
add context_attention_unpadded
2024-01-11 13:39:56 +00:00
4df8876fca
Fixed a writing error
2024-01-11 13:39:56 +00:00
9489dc64d8
precision alignment
2024-01-11 13:39:56 +00:00
62968588d1
fix bugs in request_handler
2024-01-11 13:39:56 +00:00
62fd08ee44
Fixed a bug in the inference frame
2024-01-11 13:39:56 +00:00
0e616462a7
[Inference] add logit processor and request handler ( #5166 )
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* add logit processor and request handler
* add
* add
* add
* fix
* add search tokens and update func
* finish request handler
* add running list test
* fix test
* fix some bug
* add
* add
* fix bugs
* fix some bugs
* fix bug
* fix
* fix
* add copy fun
* del useless attn
* fix request status
---------
Co-authored-by: CjhHa1 <cjh18671720497outlook.com>
2024-01-11 13:39:56 +00:00
8daee26989
[Inference] Add the logic of the inference engine ( #5173 )
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* add infer_struct and infer_config
* update codes
* change InferConfig
* Add hf_model_config to the engine
* rm _get_hf_model_config
* update codes
* made adjustments according to the feedback from the reviewer.
* update codes
* add ci test for config and struct
* Add the logic of the inference engine
* update engine and test
* Recover cache_manager.py
* add logger
* fix conflict
* update codes
* update codes
* update model and tokenizer
* fix add the logic about shardformer
* change kvcache_manager docstring
* add policy
* fix ci bug in test_kvcache_manager.py
* remove codes related o tokenizer and move model_policy
* fix code style
* add ordered_set to requirements-infer.txt
* Delete extra empty lines
* add ordered_set to requirements-test.txt
2024-01-11 13:39:56 +00:00
93aeacca34
[Inference]Update inference config and fix test ( #5178 )
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* unify the config setting
* fix test
* fix import
* fix test
* fix
* fix
* add logger
* revise log info
---------
Co-authored-by: CjhHa1 <cjh18671720497outlook.com>
2024-01-11 13:39:29 +00:00
3de2e62299
[Inference] Add CacheBlock and KV-Cache Manager ( #5156 )
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* [Inference] Add KVCache Manager
* function refactored
* add test for KVCache Manager
* add attr beam width
* Revise alloc func in CacheManager
* Fix docs and pytests
* add tp slicing for head number
* optimize shapes of tensors used as physical cache
* Apply using InferenceConfig on KVCacheManager
* rm duplicate config file
* Optimize cache allocation: use contiguous cache
* Fix config in pytest (and config)
2024-01-11 13:39:29 +00:00
fab9b931d9
[Inference]Add BatchInferState, Sequence and InferConfig ( #5149 )
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* add infer_struct and infer_config
* update codes
* change InferConfig
* Add hf_model_config to the engine
* rm _get_hf_model_config
* update codes
* made adjustments according to the feedback from the reviewer.
* update codes
* add ci test for config and struct
2024-01-11 13:39:29 +00:00
2bb92243d4
[Inference/NFC] Clean outdated inference tests and deprecated kernels ( #5159 )
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* [inference/nfc] remove outdated inference tests
* remove outdated kernel tests
* remove deprecated triton kernels
* remove imports from deprecated kernels
2024-01-11 13:39:29 +00:00
75af66cd81
[Hotfix] Fix model policy matching strategy in ShardFormer ( #5064 )
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* hotfix/Fix get model policy strategy in ShardFormer
* fix bug in auto policy
2023-11-22 11:19:39 +08:00
fb103cfd6e
[inference] update examples and engine ( #5073 )
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* update examples and engine
* fix choices
* update example
2023-11-20 19:44:52 +08:00
0c7d8bebd5
[hotfix/hybridengine] fix bug when tp*pp size = 1 ( #5069 )
2023-11-20 17:15:37 +08:00
fd6482ad8c
[inference] Refactor inference architecture ( #5057 )
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* [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>
2023-11-19 21:05:05 +08:00
70885d707d
[hotfix] Suport extra_kwargs in ShardConfig ( #5031 )
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* [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
2023-11-10 10:49:50 +08:00
Runyu Lu