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
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
249644c23b
[Inference]Repalce Attention layer and MLP layer by shardformer to optimize the weight transpose operation，add fused_qkv and fused linear_add ( #5340 )
...
* 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
2024-02-01 15:49:39 +08:00
f8e456d202
[inference] simplified config verification ( #5346 )
...
* [inference] simplified config verification
* polish
* polish
2024-02-01 15:31:01 +08:00
df0aa49585
[Inference] Kernel Fusion, fused copy kv cache into rotary embedding ( #5336 )
...
* revise rotary embedding
* remove useless print
* adapt
2024-01-31 16:31:29 +08:00
c565519913
merge commit
2024-01-31 10:41:47 +08:00
5f98a9d68a
[Infer] Optimize Blocked KVCache And Kernels Using It ( #5325 )
...
* 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
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
1f8a75d470
[Inference] Update rms norm kernel, benchmark with vLLM ( #5315 )
...
* add
* xi
* del
* del
* fix
2024-01-29 10:22:33 +08:00
7ddd8b37f0
fix ( #5311 )
2024-01-26 15:02:12 +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
7cfed5f076
[feat] refactored extension module ( #5298 )
...
* [feat] refactored extension module
* polish
* polish
* polish
* polish
* polish
* polish
* polish
* polish
* polish
* polish
2024-01-25 17:01:48 +08:00
c647e00e3c
[Inference]Add fused rotary kernel and get cos cache kernel ( #5302 )
...
* add fused rotary and get cos cache func
* staged
* fix bugs
* fix bugs
2024-01-24 16:20:42 +08:00
3da9993b0d
[Kernel/Fix] Revise flash attention triton kernel API and add benchmark ( #5301 )
...
* fix decoding kernel pytest
* revise and add triton context attn benchmark
2024-01-23 17:16:02 +08:00
8e606ecc7e
[Inference] Benchmarking rotary embedding and add a fetch function ( #5277 )
...
* fix bugs and add a cos/sin cache fetch func
* add docstring
* fix bug
* fix
2024-01-23 12:11:53 +08:00
d7f8db8e21
[hotfix] fix 3d plugin test ( #5292 )
2024-01-22 15:19:04 +08:00
6e487e7d3c
[kernel/fix] Performance Optimization for Decoding Kernel and Benchmarking ( #5274 )
...
* 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
2024-01-19 15:47:16 +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
148469348a
Merge branch 'main' into sync/npu
2024-01-18 12:05:21 +08:00
5ae9099f92
[kernel] Add RMSLayerNorm triton kernel ( #5262 )
...
* 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
2024-01-18 10:21:03 +08:00
5d9a0ae75b
[hotfix] Fix ShardFormer test execution path when using sequence parallelism ( #5230 )
2024-01-17 17:42:29 +08:00
46e091651b
[shardformer] hybridparallelplugin support gradients accumulation. ( #5246 )
...
* support gradients acc
fix
fix
fix
fix
fix
fix
fix
fix
fix
fix
fix
fix
fix
* fix
fix
* fix
fix
fix
2024-01-17 15:22:33 +08:00
2a0558d8ec
[ci] fix test_hybrid_parallel_plugin_checkpoint_io.py ( #5276 )
...
* fix ci
fix
* fix test
* revert: revert p2p
* feat: add enable_metadata_cache option
* revert: enable t5 tests
* fix
---------
Co-authored-by: Wenhao Chen <cwher@outlook.com>
2024-01-17 13:38:55 +08:00
d69cd2eb89
[workflow] fixed oom tests ( #5275 )
...
* [workflow] fixed oom tests
* polish
* polish
* polish
2024-01-16 18:55:13 +08:00
0f2b46a41c
[kernel] Revise KVCache copy triton kernel API ( #5273 )
...
* [kernel/fix] revise kvcache copy kernel api
* fix benchmark
2024-01-16 14:41:02 +08:00
fa85e02b3b
[kernel] Add KV cache copy kernel during decoding ( #5261 )
...
* add kv copy triton kernel during decoding stage
* add pytest and fix kernel
* fix test utilities
* revise kernel config
* add benchmark for kvcache copy
2024-01-15 17:37:20 +08:00
ef4f0ee854
[hotfix]: add pp sanity check and fix mbs arg ( #5268 )
...
* fix: fix misleading mbs arg
* feat: add pp sanity check
* fix: fix 1f1b sanity check
2024-01-15 15:57:40 +08:00
1ded7e81ef
[git] fixed rebased files
2024-01-11 13:50:45 +00:00
1513f20f4d
[kernel] Add flash decoding triton kernel for blocked kv cache ( #5249 )
...
* 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
2024-01-11 13:46:14 +00:00
fded91d049
[Inference] Kernel: no pad rotary embedding ( #5252 )
...
* fix bugs
* comment
* use more accurate atol
* fix
2024-01-11 13:46:14 +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 )
...
* 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 )
...
* 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
07b5283b6a
[kernel] Add triton kernel for context attention (FAv2) without padding ( #5192 )
...
* add context attn unpadded triton kernel
* test compatibility
* kv cache copy (testing)
* fix k/v cache copy
* fix kv cache copy and test
* fix boundary of block ptrs
* add support for GQA/MQA and testing
* fix import statement
---------
Co-authored-by: Round Heng <yuanhengzhao@Rounds-MacBook-Pro.local>
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 )
...
* 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
3de2e62299
[Inference] Add CacheBlock and KV-Cache Manager ( #5156 )
...
* [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 )
...
* 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 )
...
* [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
e830ef917d
[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>
2024-01-11 19:07:45 +08:00
yuehuayingxueluo