Heyang Sun 
								
							 
						 
						
							
							
							
							
								
							
							
								df8e4d7889 
								
							 
						 
						
							
							
								
								[LLM] apply allreduce and bias to training in LowBitLinear ( #9395 )  
							
							 
							
							
							
						 
						
							2023-11-09 14:35:54 +08:00  
						
						
							 
							
							
								 
							 
							
						 
					 
				
					
						
							
								
								
									 
									Wang, Jian4 
								
							 
						 
						
							
							
							
							
								
							
							
								40cead6b5b 
								
							 
						 
						
							
							
								
								LLM: Fix CPU qlora dtype convert issue ( #9394 )  
							
							 
							
							
							
						 
						
							2023-11-09 14:34:01 +08:00  
						
						
							 
							
							
								 
							 
							
						 
					 
				
					
						
							
								
								
									 
									Ruonan Wang 
								
							 
						 
						
							
							
							
							
								
							
							
								bfca76dfa7 
								
							 
						 
						
							
							
								
								LLM: optimize QLoRA by updating lora convert logic ( #9372 )  
							
							 
							
							... 
							
							
							
							* update convert logic of qlora
* update
* refactor and further improve performance
* fix style
* meet code review 
							
						 
						
							2023-11-08 17:46:49 +08:00  
						
						
							 
							
							
								 
							 
							
						 
					 
				
					
						
							
								
								
									 
									Ruonan Wang 
								
							 
						 
						
							
							
							
							
								
							
							
								7e8fb29b7c 
								
							 
						 
						
							
							
								
								LLM: optimize QLoRA by reducing convert time ( #9370 )  
							
							 
							
							
							
						 
						
							2023-11-08 13:14:34 +08:00  
						
						
							 
							
							
								 
							 
							
						 
					 
				
					
						
							
								
								
									 
									Yishuo Wang 
								
							 
						 
						
							
							
							
							
								
							
							
								bfd9f88f0d 
								
							 
						 
						
							
							
								
								[LLM] Use fp32 as dtype when batch_size <=8 and qtype is q4_0/q8_0/fp8 ( #9365 )  
							
							 
							
							
							
						 
						
							2023-11-08 09:54:53 +08:00  
						
						
							 
							
							
								 
							 
							
						 
					 
				
					
						
							
								
								
									 
									Heyang Sun 
								
							 
						 
						
							
							
							
							
								
							
							
								fae6db3ddc 
								
							 
						 
						
							
							
								
								[LLM] refactor cpu low-bit forward logic ( #9366 )  
							
							 
							
							... 
							
							
							
							* [LLM] refactor cpu low-bit forward logic
* fix style
* Update low_bit_linear.py
* Update low_bit_linear.py
* refine 
							
						 
						
							2023-11-07 15:09:16 +08:00  
						
						
							 
							
							
								 
							 
							
						 
					 
				
					
						
							
								
								
									 
									Heyang Sun 
								
							 
						 
						
							
							
							
							
								
							
							
								af94058203 
								
							 
						 
						
							
							
								
								[LLM] Support CPU deepspeed distributed inference ( #9259 )  
							
							 
							
							... 
							
							
							
							* [LLM] Support CPU Deepspeed distributed inference
* Update run_deepspeed.py
* Rename
* fix style
* add new codes
* refine
* remove annotated codes
* refine
* Update README.md
* refine doc and example code 
							
						 
						
							2023-11-06 17:56:42 +08:00  
						
						
							 
							
							
								 
							 
							
						 
					 
				
					
						
							
								
								
									 
									Xin Qiu 
								
							 
						 
						
							
							
							
							
								
							
							
								1420e45cc0 
								
							 
						 
						
							
							
								
								Chatglm2 rope optimization on xpu ( #9350 )  
							
							 
							
							
							
						 
						
							2023-11-06 13:56:34 +08:00  
						
						
							 
							
							
								 
							 
							
						 
					 
				
					
						
							
								
								
									 
									Yuwen Hu 
								
							 
						 
						
							
							
							
							
								
							
							
								a0150bb205 
								
							 
						 
						
							
							
								
								[LLM] Move embedding layer to CPU for iGPU inference ( #9343 )  
							
							 
							
							... 
							
							
							
							* Move embedding layer to CPU for iGPU llm inference
* Empty cache after to cpu
* Remove empty cache as it seems to have some negative effect to first token 
							
						 
						
							2023-11-03 11:13:45 +08:00  
						
						
							 
							
							
								 
							 
							
						 
					 
				
					
						
							
								
								
									 
									Yishuo Wang 
								
							 
						 
						
							
							
							
							
								
							
							
								726203d778 
								
							 
						 
						
							
							
								
								[LLM] Replace Embedding layer to fix it on CPU ( #9254 )  
							
							 
							
							
							
						 
						
							2023-11-01 13:58:10 +08:00  
						
						
							 
							
							
								 
							 
							
						 
					 
				
					
						
							
								
								
									 
									Yang Wang 
								
							 
						 
						
							
							
							
							
								
							
							
								e1bc18f8eb 
								
							 
						 
						
							
							
								
								fix import ipex problem ( #9323 )  
							
							 
							
							... 
							
							
							
							* fix import ipex problem
* fix style 
							
						 
						
							2023-10-31 20:31:34 -07:00  
						
						
							 
							
							
								 
							 
							
						 
					 
				
					
						
							
								
								
									 
									Yina Chen 
								
							 
						 
						
							
							
							
							
								
							
							
								2262ae4d13 
								
							 
						 
						
							
							
								
								Support MoFQ4 on arc ( #9301 )  
							
							 
							
							... 
							
							
							
							* init
* update
* fix style
* fix style
* fix style
* meet comments 
							
						 
						
							2023-11-01 10:59:46 +08:00  
						
						
							 
							
							
								 
							 
							
						 
					 
				
					
						
							
								
								
									 
									Yang Wang 
								
							 
						 
						
							
							
							
							
								
							
							
								163d033616 
								
							 
						 
						
							
							
								
								Support qlora in CPU ( #9233 )  
							
							 
							
							... 
							
							
							
							* support qlora in CPU
* revert example
* fix style 
							
						 
						
							2023-10-27 14:01:15 -07:00  
						
						
							 
							
							
								 
							 
							
						 
					 
				
					
						
							
								
								
									 
									Cengguang Zhang 
								
							 
						 
						
							
							
							
							
								
							
							
								44b5fcc190 
								
							 
						 
						
							
							
								
								LLM: fix pretraining_tp argument issue. ( #9281 )  
							
							 
							
							
							
						 
						
							2023-10-26 18:43:58 +08:00  
						
						
							 
							
							
								 
							 
							
						 
					 
				
					
						
							
								
								
									 
									WeiguangHan 
								
							 
						 
						
							
							
							
							
								
							
							
								6b2a32eba2 
								
							 
						 
						
							
							
								
								LLM: add missing function for PyTorch InternLM model ( #9285 )  
							
							 
							
							
							
						 
						
							2023-10-26 18:05:23 +08:00  
						
						
							 
							
							
								 
							 
							
						 
					 
				
					
						
							
								
								
									 
									Yina Chen 
								
							 
						 
						
							
							
							
							
								
							
							
								f879c48f98 
								
							 
						 
						
							
							
								
								fp8 convert use ggml code ( #9277 )  
							
							 
							
							
							
						 
						
							2023-10-26 17:03:29 +08:00  
						
						
							 
							
							
								 
							 
							
						 
					 
				
					
						
							
								
								
									 
									Yina Chen 
								
							 
						 
						
							
							
							
							
								
							
							
								e2264e8845 
								
							 
						 
						
							
							
								
								Support arc fp4 ( #9266 )  
							
							 
							
							... 
							
							
							
							* support arc fp4
* fix style
* fix style 
							
						 
						
							2023-10-25 15:42:48 +08:00  
						
						
							 
							
							
								 
							 
							
						 
					 
				
					
						
							
								
								
									 
									Yang Wang 
								
							 
						 
						
							
							
							
							
								
							
							
								067c7e8098 
								
							 
						 
						
							
							
								
								Support deepspeed AutoTP ( #9230 )  
							
							 
							
							... 
							
							
							
							* Support deepspeed
* add test script
* refactor convert
* refine example
* refine
* refine example
* fix style
* refine example and adapte latest ipex
* fix style 
							
						 
						
							2023-10-24 23:46:28 -07:00  
						
						
							 
							
							
								 
							 
							
						 
					 
				
					
						
							
								
								
									 
									Jin Qiao 
								
							 
						 
						
							
							
							
							
								
							
							
								90162264a3 
								
							 
						 
						
							
							
								
								LLM: replace torch.float32 with auto type ( #9261 )  
							
							 
							
							
							
						 
						
							2023-10-24 17:12:13 +08:00  
						
						
							 
							
							
								 
							 
							
						 
					 
				
					
						
							
								
								
									 
									SONG Ge 
								
							 
						 
						
							
							
							
							
								
							
							
								bd5215d75b 
								
							 
						 
						
							
							
								
								[LLM] Reimplement chatglm fuse rms optimization ( #9260 )  
							
							 
							
							... 
							
							
							
							* re-implement chatglm rope rms
* update 
							
						 
						
							2023-10-24 16:35:12 +08:00  
						
						
							 
							
							
								 
							 
							
						 
					 
				
					
						
							
								
								
									 
									SONG Ge 
								
							 
						 
						
							
							
							
							
								
							
							
								bfc1e2d733 
								
							 
						 
						
							
							
								
								add fused rms optimization for chatglm model ( #9256 )  
							
							 
							
							
							
						 
						
							2023-10-24 14:40:58 +08:00  
						
						
							 
							
							
								 
							 
							
						 
					 
				
					
						
							
								
								
									 
									Guancheng Fu 
								
							 
						 
						
							
							
							
							
								
							
							
								f37547249d 
								
							 
						 
						
							
							
								
								Refine README/CICD ( #9253 )  
							
							 
							
							
							
						 
						
							2023-10-24 12:56:03 +08:00  
						
						
							 
							
							
								 
							 
							
						 
					 
				
					
						
							
								
								
									 
									binbin Deng 
								
							 
						 
						
							
							
							
							
								
							
							
								db37edae8a 
								
							 
						 
						
							
							
								
								LLM: update langchain api document page ( #9222 )  
							
							 
							
							
							
						 
						
							2023-10-24 10:13:41 +08:00  
						
						
							 
							
							
								 
							 
							
						 
					 
				
					
						
							
								
								
									 
									Wang, Jian4 
								
							 
						 
						
							
							
							
							
								
							
							
								c14a61681b 
								
							 
						 
						
							
							
								
								Add load low-bit in model-serving for reduce EPC ( #9239 )  
							
							 
							
							... 
							
							
							
							* init load low-bit
* fix
* fix 
							
						 
						
							2023-10-23 11:28:20 +08:00  
						
						
							 
							
							
								 
							 
							
						 
					 
				
					
						
							
								
								
									 
									Yina Chen 
								
							 
						 
						
							
							
							
							
								
							
							
								0383306688 
								
							 
						 
						
							
							
								
								Add arc fp8 support ( #9232 )  
							
							 
							
							... 
							
							
							
							* add fp8 support
* add log
* fix style 
							
						 
						
							2023-10-20 17:15:07 +08:00  
						
						
							 
							
							
								 
							 
							
						 
					 
				
					
						
							
								
								
									 
									Yang Wang 
								
							 
						 
						
							
							
							
							
								
							
							
								118249b011 
								
							 
						 
						
							
							
								
								support transformers 4.34+ for llama ( #9229 )  
							
							 
							
							
							
						 
						
							2023-10-19 22:36:30 -07:00  
						
						
							 
							
							
								 
							 
							
						 
					 
				
					
						
							
								
								
									 
									Chen, Zhentao 
								
							 
						 
						
							
							
							
							
								
							
							
								5850241423 
								
							 
						 
						
							
							
								
								correct Readme GPU example and API docstring ( #9225 )  
							
							 
							
							... 
							
							
							
							* update readme to correct GPU usage
* update from_pretrained supported low bit options
* fix stype check 
							
						 
						
							2023-10-19 16:08:47 +08:00  
						
						
							 
							
							
								 
							 
							
						 
					 
				
					
						
							
								
								
									 
									Yang Wang 
								
							 
						 
						
							
							
							
							
								
							
							
								b0ddde0410 
								
							 
						 
						
							
							
								
								Fix removing convert dtype bug ( #9216 )  
							
							 
							
							... 
							
							
							
							* Fix removing convert dtype bug
* fix style 
							
						 
						
							2023-10-18 11:24:22 -07:00  
						
						
							 
							
							
								 
							 
							
						 
					 
				
					
						
							
								
								
									 
									Ruonan Wang 
								
							 
						 
						
							
							
							
							
								
							
							
								942d6418e7 
								
							 
						 
						
							
							
								
								LLM: fix chatglm kv cache ( #9215 )  
							
							 
							
							
							
						 
						
							2023-10-18 19:09:53 +08:00  
						
						
							 
							
							
								 
							 
							
						 
					 
				
					
						
							
								
								
									 
									SONG Ge 
								
							 
						 
						
							
							
							
							
								
							
							
								0765f94770 
								
							 
						 
						
							
							
								
								[LLM] Optimize kv_cache for mistral model family ( #9189 )  
							
							 
							
							... 
							
							
							
							* add kv_cache optimization for mistral model
* kv_cache optimize for mistral
* update stylr
* update 
							
						 
						
							2023-10-18 15:13:37 +08:00  
						
						
							 
							
							
								 
							 
							
						 
					 
				
					
						
							
								
								
									 
									Ruonan Wang 
								
							 
						 
						
							
							
							
							
								
							
							
								3555ebc148 
								
							 
						 
						
							
							
								
								LLM: fix wrong length in gptj kv_cache optimization ( #9210 )  
							
							 
							
							... 
							
							
							
							* fix wrong length in gptj kv cache
* update 
							
						 
						
							2023-10-18 14:59:02 +08:00  
						
						
							 
							
							
								 
							 
							
						 
					 
				
					
						
							
								
								
									 
									Shengsheng Huang 
								
							 
						 
						
							
							
							
							
								
							
							
								6dad8d16df 
								
							 
						 
						
							
							
								
								optimize NormHead for Baichuan2 ( #9205 )  
							
							 
							
							... 
							
							
							
							* optimize NormHead for Baichuan2
* fix ut and change name
* rename functions 
							
						 
						
							2023-10-18 14:05:07 +08:00  
						
						
							 
							
							
								 
							 
							
						 
					 
				
					
						
							
								
								
									 
									Ruonan Wang 
								
							 
						 
						
							
							
							
							
								
							
							
								09815f7064 
								
							 
						 
						
							
							
								
								LLM: fix RMSNorm optimization of Baichuan2-13B/Baichuan-13B ( #9204 )  
							
							 
							
							... 
							
							
							
							* fix rmsnorm of baichuan2-13B
* update baichuan1-13B too
* fix style 
							
						 
						
							2023-10-17 18:40:34 +08:00  
						
						
							 
							
							
								 
							 
							
						 
					 
				
					
						
							
								
								
									 
									Ruonan Wang 
								
							 
						 
						
							
							
							
							
								
							
							
								c0497ab41b 
								
							 
						 
						
							
							
								
								LLM: support kv_cache optimization for Qwen-VL-Chat ( #9193 )  
							
							 
							
							... 
							
							
							
							* dupport qwen_vl_chat
* fix style 
							
						 
						
							2023-10-17 13:33:56 +08:00  
						
						
							 
							
							
								 
							 
							
						 
					 
				
					
						
							
								
								
									 
									binbin Deng 
								
							 
						 
						
							
							
							
							
								
							
							
								1cd9ab15b8 
								
							 
						 
						
							
							
								
								LLM: fix ChatGLMConfig check ( #9191 )  
							
							 
							
							
							
						 
						
							2023-10-17 11:52:56 +08:00  
						
						
							 
							
							
								 
							 
							
						 
					 
				
					
						
							
								
								
									 
									Yang Wang 
								
							 
						 
						
							
							
							
							
								
							
							
								7160afd4d1 
								
							 
						 
						
							
							
								
								Support XPU DDP training and autocast for LowBitMatmul ( #9167 )  
							
							 
							
							... 
							
							
							
							* support autocast in low bit matmul
* Support XPU DDP training
* fix  amp 
							
						 
						
							2023-10-16 20:47:19 -07:00  
						
						
							 
							
							
								 
							 
							
						 
					 
				
					
						
							
								
								
									 
									Ruonan Wang 
								
							 
						 
						
							
							
							
							
								
							
							
								77afb8796b 
								
							 
						 
						
							
							
								
								LLM: fix convert of chatglm ( #9190 )  
							
							 
							
							
							
						 
						
							2023-10-17 10:48:13 +08:00  
						
						
							 
							
							
								 
							 
							
						 
					 
				
					
						
							
								
								
									 
									dingbaorong 
								
							 
						 
						
							
							
							
							
								
							
							
								af3b575c7e 
								
							 
						 
						
							
							
								
								expose modules_to_not_convert in optimize_model ( #9180 )  
							
							 
							
							... 
							
							
							
							* expose modules_to_not_convert in optimize_model
* some fixes 
							
						 
						
							2023-10-17 09:50:26 +08:00  
						
						
							 
							
							
								 
							 
							
						 
					 
				
					
						
							
								
								
									 
									Cengguang Zhang 
								
							 
						 
						
							
							
							
							
								
							
							
								5ca8a851e9 
								
							 
						 
						
							
							
								
								LLM: add fuse optimization for Mistral. ( #9184 )  
							
							 
							
							... 
							
							
							
							* add fuse optimization for mistral.
* fix.
* fix
* fix style.
* fix.
* fix error.
* fix style.
* fix style. 
							
						 
						
							2023-10-16 16:50:31 +08:00  
						
						
							 
							
							
								 
							 
							
						 
					 
				
					
						
							
								
								
									 
									Jiao Wang 
								
							 
						 
						
							
							
							
							
								
							
							
								49e1381c7f 
								
							 
						 
						
							
							
								
								update rope ( #9155 )  
							
							 
							
							
							
						 
						
							2023-10-15 21:51:45 -07:00  
						
						
							 
							
							
								 
							 
							
						 
					 
				
					
						
							
								
								
									 
									binbin Deng 
								
							 
						 
						
							
							
							
							
								
							
							
								a164c24746 
								
							 
						 
						
							
							
								
								LLM: add kv_cache optimization for chatglm2-6b-32k ( #9165 )  
							
							 
							
							
							
						 
						
							2023-10-16 10:43:15 +08:00  
						
						
							 
							
							
								 
							 
							
						 
					 
				
					
						
							
								
								
									 
									Yang Wang 
								
							 
						 
						
							
							
							
							
								
							
							
								7a2de00b48 
								
							 
						 
						
							
							
								
								Fixes for xpu Bf16 training ( #9156 )  
							
							 
							
							... 
							
							
							
							* Support bf16 training
* Use a stable transformer version
* remove env
* fix style 
							
						 
						
							2023-10-14 21:28:59 -07:00  
						
						
							 
							
							
								 
							 
							
						 
					 
				
					
						
							
								
								
									 
									Cengguang Zhang 
								
							 
						 
						
							
							
							
							
								
							
							
								51a133de56 
								
							 
						 
						
							
							
								
								LLM: add fuse rope and norm optimization for Baichuan. ( #9166 )  
							
							 
							
							... 
							
							
							
							* add fuse rope optimization.
* add rms norm optimization. 
							
						 
						
							2023-10-13 17:36:52 +08:00  
						
						
							 
							
							
								 
							 
							
						 
					 
				
					
						
							
								
								
									 
									Cengguang Zhang 
								
							 
						 
						
							
							
							
							
								
							
							
								433f408081 
								
							 
						 
						
							
							
								
								LLM: Add fuse rope and norm optimization for Aquila. ( #9161 )  
							
							 
							
							... 
							
							
							
							* add fuse norm optimization.
* add fuse rope optimization 
							
						 
						
							2023-10-13 14:18:37 +08:00  
						
						
							 
							
							
								 
							 
							
						 
					 
				
					
						
							
								
								
									 
									SONG Ge 
								
							 
						 
						
							
							
							
							
								
							
							
								e7aa67e141 
								
							 
						 
						
							
							
								
								[LLM] Add rope  optimization for internlm ( #9159 )  
							
							 
							
							... 
							
							
							
							* add rope and norm optimization for internlm and gptneox
* revert gptneox back and split with pr#9155 #
* add norm_forward
* style fix
* update
* update 
							
						 
						
							2023-10-13 14:18:28 +08:00  
						
						
							 
							
							
								 
							 
							
						 
					 
				
					
						
							
								
								
									 
									Ruonan Wang 
								
							 
						 
						
							
							
							
							
								
							
							
								b8aee7bb1b 
								
							 
						 
						
							
							
								
								LLM: Fix Qwen kv_cache optimization ( #9148 )  
							
							 
							
							... 
							
							
							
							* first commit
* ut pass
* accelerate rotate half by using common util function
* fix style 
							
						 
						
							2023-10-12 15:49:42 +08:00  
						
						
							 
							
							
								 
							 
							
						 
					 
				
					
						
							
								
								
									 
									binbin Deng 
								
							 
						 
						
							
							
							
							
								
							
							
								69942d3826 
								
							 
						 
						
							
							
								
								LLM: fix model check before attention optimization ( #9149 )  
							
							 
							
							
							
						 
						
							2023-10-12 15:21:51 +08:00  
						
						
							 
							
							
								 
							 
							
						 
					 
				
					
						
							
								
								
									 
									binbin Deng 
								
							 
						 
						
							
							
							
							
								
							
							
								eb3fb18eb4 
								
							 
						 
						
							
							
								
								LLM: improve PyTorch API doc ( #9128 )  
							
							 
							
							
							
						 
						
							2023-10-11 15:03:39 +08:00  
						
						
							 
							
							
								 
							 
							
						 
					 
				
					
						
							
								
								
									 
									Zhao Changmin 
								
							 
						 
						
							
							
							
							
								
							
							
								1709beba5b 
								
							 
						 
						
							
							
								
								LLM: Explicitly close pickle file pointer before removing temporary directory ( #9120 )  
							
							 
							
							... 
							
							
							
							* fp close 
							
						 
						
							2023-10-10 14:57:23 +08:00  
						
						
							 
							
							
								 
							 
							
						 
					 
				
					
						
							
								
								
									 
									binbin Deng 
								
							 
						 
						
							
							
							
							
								
							
							
								e4d1457a70 
								
							 
						 
						
							
							
								
								LLM: improve transformers style API doc ( #9113 )  
							
							 
							
							
							
						 
						
							2023-10-10 09:31:00 +08:00