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Author SHA1 Message Date
Yang Wang
51d07a9fd8 Support directly loading gptq models from huggingface (#9391) 
* Support directly loading GPTQ models from huggingface

* fix style

* fix tests

* change example structure

* address comments

* fix style

* address comments
 2023-11-13 20:48:12 -08:00
SONG Ge
2888818b3a [LLM] Support mixed_fp8 on Arc (#9415) 
* ut gpu allocation memory fix

* support mix_8bit on arc

* rename mixed_4bit to mixed_fp4 and mixed_8bit to mixed_fp8

* revert unexpected changes

* revert unexpected changes

* unify common logits

* rename in llm xmx_checker

* fix typo error and re-unify
 2023-11-13 09:26:30 +08:00
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
Zhao Changmin
edccfb2ed3 LLM: Check model device type (#9092) 
* check model device
 2023-10-09 15:49:15 +08:00
Yina Chen
4c4f8d1663 [LLM]Fix Arc falcon abnormal output issue (#9096) 
* update

* update

* fix error & style

* fix style

* update train

* to input_seq_size
 2023-10-09 15:09:37 +08:00
Zhao Changmin
548e4dd5fe LLM: Adapt transformers models for optimize model SL (#9022) 
* LLM: Adapt transformers model for SL
 2023-10-09 11:13:44 +08:00
Ruonan Wang
f64257a093 LLM: basic api support for esimd fp16 (#9067) 
* basic api support for fp16

* fix style

* fix

* fix error and style

* fix style

* meet code review

* update based on comments
 2023-10-09 11:05:17 +08:00
Xin Qiu
b3e94a32d4 change log4error import (#9098) 2023-10-08 09:23:28 +08:00
Kai Huang
78ea7ddb1c Combine apply_rotary_pos_emb for gpt-neox (#9074) 2023-10-07 16:27:46 +08:00
Yang Wang
36dd4afd61 Fix llama when rope scaling is not None (#9086) 
* Fix llama when rope scaling is not None

* fix style

* fix style
 2023-10-06 13:27:37 -07:00
Yang Wang
fcb1c618a0 using bigdl-llm fused rope for llama (#9066) 
* optimize llama xpu rope

* fix bug

* fix style

* refine append cache

* remove check

* do not cache cos sin

* remove unnecessary changes

* clean up

* fix style

* check for training
 2023-10-06 09:57:29 -07:00
Jiao Wang
aefa5a5bfe Qwen kv cache (#9079) 
* qwen and aquila

* update

* update

* style
 2023-10-05 11:59:17 -07:00
Jiao Wang
d5ca1f32b6 Aquila KV cache optimization (#9080) 
* update

* update

* style
 2023-10-05 11:10:57 -07:00
Yang Wang
88565c76f6 add export merged model example (#9018) 
* add export merged model example

* add sources

* add script

* fix style
 2023-10-04 21:18:52 -07:00
Yang Wang
0cd8f1c79c Use ipex fused rms norm for llama (#9081) 
* also apply rmsnorm

* fix cpu
 2023-10-04 21:04:55 -07:00
Cengguang Zhang
fb883100e7 LLM: support chatglm-18b convert attention forward in benchmark scripts. (#9072) 
* add chatglm-18b convert.

* fix if statement.

* fix
 2023-09-28 14:04:52 +08:00
Yishuo Wang
6de2189e90 [LLM] fix chatglm main choice (#9073) 2023-09-28 11:23:37 +08:00
Cengguang Zhang
b4a1266ef0 [WIP] LLM: add kv cache support for internlm. (#9036) 
* LLM: add kv cache support for internlm

* add internlm apply_rotary_pos_emb

* fix.

* fix style.
 2023-09-25 14:16:59 +08:00
Ruonan Wang
975da86e00 LLM: fix gptneox kv cache (#9044) 2023-09-25 13:03:57 +08:00
Jiao Wang
028a6d9383 MPT model optimize for long sequence (#9020) 
* mpt_long_seq

* update

* update

* update

* style

* style2

* update
 2023-09-21 21:27:23 -07:00
Ruonan Wang
b943d73844 LLM: refactor kv cache (#9030) 
* refactor utils

* meet code review; update all models

* small fix
 2023-09-21 21:28:03 +08:00
Cengguang Zhang
868511cf02 LLM: fix kv cache issue of bloom and falcon. (#9029) 2023-09-21 18:12:20 +08:00
Ruonan Wang
bf51ec40b2 LLM: Fix empty cache (#9024) 
* fix

* fix

* update example
 2023-09-21 17:16:07 +08:00
Yina Chen
714884414e fix error (#9025) 2023-09-21 16:42:11 +08:00
SONG Ge
fa47967583 [LLM] Optimize kv_cache for gptj model family (#9010) 
* optimize gptj model family attention

* add license and comment for dolly-model

* remove xpu mentioned

* remove useless info

* code sytle

* style fix

* code style in gptj fix

* remove gptj arch

* move apply_rotary_pos_emb into utils

* kv_seq_length update

* use hidden_states instead of query layer to reach batch size
 2023-09-21 10:42:08 +08:00
Cengguang Zhang
b3cad7de57 LLM: add bloom kv cache support (#9012) 
* LLM: add bloom kv cache support

* fix style.
 2023-09-20 21:10:53 +08:00
Kai Huang
156af15d1e Add NF3 (#9008) 
* add nf3

* grammar
 2023-09-20 20:03:07 +08:00
Kai Huang
6981745fe4 Optimize kv_cache for gpt-neox model family (#9015) 
* override gptneox

* style

* move to utils

* revert
 2023-09-20 19:59:19 +08:00
Cengguang Zhang
735a17f7b4 LLM: add kv cache to falcon family. (#8995) 
* add kv cache to falcon family.

* fix: import error.

* refactor

* update comments.

* add two version falcon attention forward.

* fix

* fix.

* fix.

* fix.

* fix style.

* fix style.
 2023-09-20 15:36:30 +08:00
Ruonan Wang
94a7f8917b LLM: fix optimized kv cache for baichuan-13b (#9009) 
* fix baichuan 13b

* fix style

* fix

* fix style
 2023-09-20 15:30:14 +08:00
Yang Wang
c88f6ec457 Experiment XPU QLora Finetuning (#8937) 
* Support xpu finetuning

* support xpu finetuning

* fix style

* fix style

* fix style

* refine example

* add readme

* refine readme

* refine api

* fix fp16

* fix example

* refactor

* fix style

* fix compute type

* add qlora

* refine training args

* fix example

* fix style

* fast path forinference

* address comments

* refine readme

* revert lint
 2023-09-19 10:15:44 -07:00
Ruonan Wang
004c45c2be LLM: Support optimized kv_cache for baichuan family (#8997) 
* add initial support for baichuan attantion

* support baichuan1

* update based on comment

* update based on comment

* support baichuan2

* update link, change how to jusge baichuan2

* fix style

* add model parameter for pob emb

* update based on comment
 2023-09-19 15:38:54 +08:00
Zhao Changmin
2a05581da7 LLM: Apply low_cpu_mem_usage algorithm on optimize_model API (#8987) 
* low_cpu_mem_usage
 2023-09-18 21:41:42 +08:00
Zhao Changmin
16b9412e80 tie_word_embeddings (#8977) 
tie_word_embeddings
 2023-09-15 10:17:09 +08:00
Yishuo Wang
bcf456070c fix bloom-176b int overflow (#8973) 2023-09-14 14:37:57 +08:00
Ruonan Wang
dd57623650 LLM: reduce GPU memory for optimize_model=True (#8965) 
* reduce gpu memory for llama & chatglm

* change to device type
 2023-09-13 17:27:09 +08:00
SONG Ge
7132ef6081 [LLM Doc] Add optimize_model doc in transformers api (#8957) 
* add optimize in from_pretrained

* add api doc for load_low_bit

* update api docs following comments

* update api docs

* update

* reord comments
 2023-09-13 10:42:33 +08:00
Zhao Changmin
c32c260ce2 LLM: Add save/load API in optimize_model to support general pytorch model (#8956) 
* support hf format SL
 2023-09-13 10:22:00 +08:00
Guancheng Fu
0bf5857908 [LLM] Integrate FastChat as a serving framework for BigDL-LLM (#8821) 
* Finish changing

* format

* add licence

* Add licence

* fix

* fix

* Add xpu support for fschat

* Fix patch

* Also install webui dependencies

* change setup.py dependency installs

* fiox

* format

* final test
 2023-09-13 09:28:05 +08:00
Zhao Changmin
dcaa4dc130 LLM: Support GQA on llama kvcache (#8938) 
* support GQA
 2023-09-12 12:18:40 +08:00
Yang Wang
16761c58be Make llama attention stateless (#8928) 
* Make llama attention stateless

* fix style

* fix chatglm

* fix chatglm xpu
 2023-09-11 18:21:50 -07:00
Zhao Changmin
e62eda74b8 refine (#8912) 
Co-authored-by: leonardozcm <leonardozcm@gmail.com>
 2023-09-11 16:40:33 +08:00
Yina Chen
df165ad165 init (#8933) 2023-09-11 14:30:55 +08:00
Ruonan Wang
b3f5dd5b5d LLM: update q8 convert xpu&cpu (#8930) 2023-09-08 16:01:17 +08:00
Yina Chen
33d75adadf [LLM]Support q5_0 on arc (#8926) 
* support q5_0

* delete

* fix style
 2023-09-08 15:52:36 +08:00
Yang Wang
ee98cdd85c Support latest transformer version (#8923) 
* Support latest transformer version

* fix style
 2023-09-07 19:01:32 -07:00
Yang Wang
25428b22b4 Fix chatglm2 attention and kv cache (#8924) 
* fix chatglm2 attention

* fix bf16 bug

* make model stateless

* add utils

* cleanup

* fix style
 2023-09-07 18:54:29 -07:00
Yina Chen
b209b8f7b6 [LLM] Fix arc qtype != q4_0 generate issue (#8920) 
* Fix arc precision!=q4_0 generate issue

* meet comments
 2023-09-07 08:56:36 -07:00
Yang Wang
c34400e6b0 Use new layout for xpu qlinear (#8896) 
* use new layout for xpu qlinear

* fix style
 2023-09-06 21:55:33 -07:00
Zhao Changmin
8bc1d8a17c LLM: Fix discards in optimize_model with non-hf models and add openai whisper example (#8877) 
* openai-whisper
 2023-09-07 10:35:59 +08:00
SONG Ge
7a71ced78f [LLM Docs] Remain API Docs Issues Solution (#8780) 
* langchain readthedocs update

* solve langchain.llms.transformersllm issues

* langchain.embeddings.transformersembeddings/transfortmersllms issues

* update docs for get_num_tokens

* add low_bit api doc

* add optimizer model api doc

* update rst index

* fix coomments style

* update docs following the comments

* update api doc
 2023-09-06 16:29:34 +08:00