2ddf624a86
[shardformer] upgrade transformers to 4.39.3 ( #5815 )
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* [shardformer]upgrade transformers for gpt2/gptj/whisper (#5807 )
* [shardformer] fix modeling of gpt2 and gptj
* [shardformer] fix whisper modeling
* [misc] update requirements
---------
Co-authored-by: ver217 <lhx0217@gmail.com>
* [shardformer]upgrade transformers for mistral (#5808 )
* upgrade transformers for mistral
* fix
* fix
* [shardformer]upgrade transformers for llama (#5809 )
* update transformers
fix
* fix
* fix
* [inference] upgrade transformers (#5810 )
* update transformers
fix
* fix
* fix
* fix
* fix
* [gemini] update transformers for gemini (#5814 )
---------
Co-authored-by: ver217 <lhx0217@gmail.com>
2024-06-14 10:59:33 +08:00
8554585a5f
[Inference] Fix flash-attn import and add model test ( #5794 )
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* Fix torch int32 dtype
Signed-off-by: char-1ee <xingjianli59@gmail.com>
* Fix flash-attn import
Signed-off-by: char-1ee <xingjianli59@gmail.com>
* Add generalized model test
Signed-off-by: char-1ee <xingjianli59@gmail.com>
* Remove exposed path to model
Signed-off-by: char-1ee <xingjianli59@gmail.com>
* Add default value for use_flash_attn
Signed-off-by: char-1ee <xingjianli59@gmail.com>
* Rename model test
Signed-off-by: char-1ee <xingjianli59@gmail.com>
---------
Signed-off-by: char-1ee <xingjianli59@gmail.com>
2024-06-12 14:13:50 +08:00
b303976a27
Fix test import
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Signed-off-by: char-1ee <xingjianli59@gmail.com>
2024-06-10 02:03:30 +00:00
5f398fc000
Pass inference model shard configs for module init
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Signed-off-by: char-1ee <xingjianli59@gmail.com>
2024-06-07 08:33:52 +00:00
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
2024-06-05 10:51:19 +08:00
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
2024-05-31 19:40:26 +08:00
b96c6390f4
[inference] Fix running time of test_continuous_batching ( #5750 )
2024-05-24 19:34:15 +08:00
7806842f2d
add paged-attetionv2: support seq length split across thread block ( #5707 )
2024-05-14 12:46:54 +08:00
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>
2024-05-14 10:00:55 +08:00
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
2024-05-10 18:39:54 +08:00
bc9063adf1
resolve rebase conflicts on Branch feat/online-serving
2024-05-08 15:20:53 +00:00
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
2024-05-08 15:20:53 +00:00
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
2024-05-08 15:20:53 +00:00
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
2024-05-08 15:20:52 +00:00
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
2024-05-08 15:18:28 +00:00
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
2024-05-08 17:58:29 +08:00
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
2024-05-08 11:30:15 +08:00
8754abae24
[Fix] Fix & Update Inference Tests (compatibility w/ main)
2024-05-05 16:28:56 +00:00
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>
2024-05-03 17:20:45 +08:00
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
2024-04-30 15:52:23 +08:00
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
2024-04-30 15:47:07 +08:00
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
2024-04-26 17:51:49 +08:00
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
2024-04-25 23:11:30 +08:00
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>
2024-04-25 14:24:02 +08:00
12f10d5b0b
[Fix/Inference]Fix CUDA Rotary Rmbedding GQA ( #5623 )
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* fix rotary embedding GQA
* change test_rotary_embdding_unpad.py KH
2024-04-23 13:44:49 +08:00
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>
2024-04-23 13:09:55 +08:00
ccf72797e3
feat baichuan2 rmsnorm whose hidden size equals to 5120 ( #5611 )
2024-04-19 15:34:53 +08:00
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
2024-04-18 16:56:46 +08:00
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>
2024-04-18 16:45:07 +08:00
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'
2024-04-15 16:53:02 +08:00
e60d430cf5
[Fix] resolve conflicts of rebasing feat/speculative-decoding ( #5557 )
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- resolve conflicts of rebasing feat/speculative-decoding
2024-04-10 18:13:49 +08:00
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
2024-04-10 11:07:52 +08:00
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
2024-04-10 11:07:52 +08:00
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)
2024-04-10 11:07:51 +08:00
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
2024-04-10 11:07:51 +08:00
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'.
2024-04-01 13:47:14 +08:00
68e9396bc0
[fix] merge conflicts
2024-03-25 14:48:28 +08:00
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
2024-03-25 13:40:34 +08:00
9fe61b4475
[fix]
2024-03-25 11:37:58 +08:00
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 )
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* 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
flybird11111