f79963199c
[inference]Add alibi to flash attn function ( #5678 )
...
* add alibi to flash attn function
* rm redundant modifications
2024-04-30 19:35:05 +08:00
5f00002e43
[Inference] Adapt Baichuan2-13B TP ( #5659 )
...
* 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
5d4c1fe8f5
[Fix/Inference] Fix GQA Triton and Support Llama3 ( #5624 )
...
* [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
e37ee2fb65
[Feat]Tensor Model Parallel Support For Inference ( #5563 )
...
* 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
56b222eff8
[inference/model]Adapted to the baichuan2-7B model ( #5591 )
...
* 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 )
...
- resolve conflicts of rebasing feat/speculative-decoding
2024-04-10 18:13:49 +08:00
d85d91435a
[Inference/SpecDec] Support GLIDE Drafter Model ( #5455 )
...
* 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
912e24b2aa
[SpecDec] Fix inputs for speculation and revise past KV trimming ( #5449 )
...
* fix drafter pastkv and usage of batch bucket
2024-04-10 11:07:52 +08:00
a37f82629d
[Inference/SpecDec] Add Speculative Decoding Implementation ( #5423 )
...
* 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
e6496dd371
[Inference] Optimize request handler of llama ( #5512 )
...
* optimize request_handler
* fix ways of writing
2024-03-26 16:37:14 +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 )
...
* 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
ff4998c6f3
[fix] remove unused comment
2024-03-25 12:00:57 +08:00
5b017d6324
[fix]
2024-03-21 15:55:25 +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
9dec66fad6
[fix] multi graphs capture error
2024-03-11 10:51:16 +08:00
b2c0d9ff2b
[fix] multi graphs capture error
2024-03-11 10:49:31 +08:00
cefaeb5fdd
[feat] cuda graph support and refactor non-functional api
2024-03-08 14:19:35 +08:00
bc1da87366
[Fix/Inference] Fix format of input prompts and input model in inference engine ( #5395 )
...
* 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
b21aac5bae
[Inference] Optimize and Refactor Inference Batching/Scheduling ( #5367 )
...
* 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
8c69debdc7
[Inference]Support vllm testing in benchmark scripts ( #5379 )
...
* add vllm benchmark scripts
* fix code style
* update run_benchmark.sh
* fix code style
2024-02-08 15:27:26 +08:00
9afa52061f
[inference] refactored config ( #5376 )
2024-02-08 14:04:14 +08:00
1f8c7e7046
[Inference] User Experience: update the logic of default tokenizer and generation config. ( #5337 )
...
* 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
58740b5f68
[inference] added inference template ( #5375 )
2024-02-07 17:11:43 +08:00
35382a7fbf
[Inference]Fused the gate and up proj in mlp，and optimized the autograd process. ( #5365 )
...
* 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
2024-02-06 19:38:25 +08:00
631862f339
[Inference]Optimize generation process of inference engine ( #5356 )
...
* 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
027aa1043f
[doc] updated inference readme ( #5343 )
2024-02-02 14:31:10 +08:00
db1a763307
[inference] removed redundancy init_batch ( #5353 )
2024-02-02 11:44:15 +08:00
e8f0642f28
[Inference]Add Nopadding Llama Modeling ( #5327 )
...
* add nopadding llama modeling
* add nopadding_llama.py
* rm unused codes
* fix bugs in test_xine_copy.py
* fix code style
2024-01-30 10:31:46 +08:00
c7c104cb7c
[DOC] Update inference readme ( #5280 )
...
* add readme
* add readme
* 1
* update engine
* finish readme
* add readme
2024-01-29 16:21:06 +08:00
4f28cb43c0
[inference]Optimize the usage of the mid tensors space in flash attn ( #5304 )
...
* 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 )
...
* 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
86b63f720c
[Inference]Adapted to the triton attn kernels ( #5264 )
...
* adapted to the triton attn kernels
* fix pad input
* adapted to copy_kv_to_blocked_cache
* fix ci test
* update kv memcpy
* remove print
2024-01-17 16:03:10 +08:00
d8db500efc
[Inference] Fix request handler and add recycle logic ( #5260 )
...
* fix request handler
* fix comment
2024-01-15 17:50:46 +08:00
1ded7e81ef
[git] fixed rebased files
2024-01-11 13:50:45 +00:00
d40eb26029
fix bugs in request_handler.py and engine.py
2024-01-11 13:46:14 +00:00
10e3c9f923
rm torch.cuda.synchronize
2024-01-11 13:46:14 +00:00
fab294c7f4
fix CI 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
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
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
86853a37d5
Add padding llama model
2024-01-11 13:39:56 +00:00
0e616462a7
[Inference] add logit processor and request handler ( #5166 )
...
* 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 )
...
* 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 )
...
* 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
yuehuayingxueluo