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308 commits

Author SHA1 Message Date
Ziteng Zhang
986f65cea9 [LLM] Add trust_remote_code for local renamed model in bigdl_llm_model.py (#9762) 2023-12-25 11:31:14 +08:00
Guancheng Fu
daf536fb2d vLLM: Apply attention optimizations for selective batching (#9758) 
* fuse_rope for prefil

* apply kv_cache optimizations

* apply fast_decoding_path

* Re-enable kv_cache optimizations for prefill

* reduce KV_CACHE_ALLOC_BLOCK for selective_batching
 2023-12-25 10:29:31 +08:00
Qiyuan Gong
4c487313f2 Revert "[LLM] IPEX auto importer turn on by default for XPU (#9730)" (#9759) 
This reverts commit 0284801fbd.
 2023-12-22 16:38:24 +08:00
Qiyuan Gong
0284801fbd [LLM] IPEX auto importer turn on by default for XPU (#9730) 
* Set BIGDL_IMPORT_IPEX default to true, i.e., auto import IPEX for XPU.
* Remove import intel_extension_for_pytorch as ipex from GPU example.
* Add support for bigdl-core-xe-21.
 2023-12-22 16:20:32 +08:00
Guancheng Fu
fdf93c9267 Implement selective batching for vLLM (#9659) 
* add control to load hf model

* finish initial version of selective_batching

* temp

* finish

* Remove print statement

* fix error

* Apply yang's optimization

* a version that works

* We need to check kv_cache passed in, this could be an error. TODO: add fast decoding path

* format

* temp solution: not batching prefill requests

* a version that works for prefill batching

* format

* a solid version: works normally

* a temp version

* Solid version: remove redundant functions

* fix format

* format

* solid: add option to enable selective_batching

* remove logic for using transformer models

* format

* format

* solid: enable argument VLLM_ENABLE_SELECTIVE_BATCHING

* format

* finish

* format
 2023-12-22 13:45:46 +08:00
Ruonan Wang
2f36769208 LLM: bigdl-llm lora support & lora example (#9740) 
* lora support and single card example

* support multi-card, refactor code

* fix model id and style

* remove torch patch, add two new class for bf16, update example

* fix style

* change to training_mode

* small fix

* add more info in help

* fixstyle, update readme

* fix ut

* fix ut

* Handling compatibility issues with default LoraConfig
 2023-12-22 11:05:39 +08:00
SONG Ge
ba0b939579 [LLM] Support transformers-v4.36.0 on mistral model (#9744) 
* add support transformers-v4.36.0 on mistral model

* python/llm/src/bigdl/llm/transformers/models/mistral.py

* make the redundant implementation as utils

* fix code style

* fix

* fix style

* update with utils enough_kv_room
 2023-12-22 09:59:27 +08:00
Xin Qiu
e36111e713 mixstral fused qkv and rope (#9724) 
* mixstral fused qkv and rope

* fix and clean

* fix style

* update

* update

* fix

* update

* fix
 2023-12-22 09:26:35 +08:00
Jiao Wang
e4f6e43675 safetenor to false (#9728) 2023-12-21 14:41:51 -08:00
Yishuo Wang
426660b88e simplify qwen attention (#9747) 2023-12-21 17:53:29 +08:00
Wang, Jian4
984697afe2 LLM: Add bloom gguf support (#9734) 
* init

* update bloom add merges

* update

* update readme

* update for llama error

* update
 2023-12-21 14:06:25 +08:00
Heyang Sun
df775cf316 fix python style (#9742) 
* fix python style

* fix

* fix
 2023-12-21 11:25:05 +08:00
Xin Qiu
6c3e698bf1 mistral decoding_fast_path and fused mlp (#9714) 
* mistral decoding_fast_path and fused mlp

* meet code review
 2023-12-21 10:11:37 +08:00
Heyang Sun
d157f623b6 Load Mixtral gguf in a block-wise way (#9725) 
* Load Mixtral gguf in a block-wise way

* refine
 2023-12-21 10:03:23 +08:00
Zhao Changmin
4bda975a3e LLM: Align lowbit model config (#9735) 
* align lowbit model config
 2023-12-21 09:48:58 +08:00
Wang, Jian4
e1e921f425 LLM: gguf other model using dtype (#9729) 2023-12-21 09:33:40 +08:00
Yishuo Wang
13ea6330bd optimize qwen rope (#9737) 2023-12-20 17:34:34 +08:00
Ziteng Zhang
4c032a433e [LLM] Add glibc checker (#9624) 
* Add glibc checker
* Add env BIGDL_GLIBC_CHECK to control glibc checker. The default is false, i.e., don't check.
 2023-12-20 16:52:43 +08:00
Yina Chen
cd652a1710 Support fp8 e5m2 on arc (#9711) 
* init

* fix style

* update

* fix style

* update
 2023-12-20 16:26:17 +08:00
Yishuo Wang
e54c428d30 add bf16/fp16 fuse mlp support (#9726) 2023-12-20 10:40:45 +08:00
Heyang Sun
612651cb5d fix typo (#9723) 2023-12-20 09:41:59 +08:00
Yishuo Wang
522cf5ed82 [LLM] Improve chatglm2/3 rest token performance with long context (#9716) 2023-12-19 17:29:38 +08:00
Yishuo Wang
f2e6abb563 fix mlp batch size check (#9718) 2023-12-19 14:22:22 +08:00
Heyang Sun
1fa7793fc0 Load Mixtral GGUF Model (#9690) 
* Load Mixtral GGUF Model

* refactor

* fix empty tensor when to cpu

* update gpu and cpu readmes

* add dtype when set tensor into module
 2023-12-19 13:54:38 +08:00
Qiyuan Gong
d0a3095b97 [LLM] IPEX auto importer (#9706) 
* IPEX auto importer and get_ipex_version.
* Add BIGDL_IMPORT_IPEX to control auto import, default is false.
 2023-12-19 13:39:38 +08:00
Yang Wang
f4fb58d99c fusing qkv project and rope (#9612) 
* Try fusing qkv project and rope

* add fused mlp

* fuse append cache

* fix style and clean up code

* clean up
 2023-12-18 16:45:00 -08:00
Cengguang Zhang
4d22add4af LLM: fix qwen efficiency issue in perf-test. 2023-12-18 18:32:54 +08:00
Ruonan Wang
8ed89557e5 LLM: add mlp optimization of mixtral (#9709) 2023-12-18 16:59:52 +08:00
Xin Qiu
320110d158 handle empty fused norm result (#9688) 
* handle empty fused norm result

* remove fast_rms_norm

* fix style
 2023-12-18 09:56:11 +08:00
SONG Ge
d5b81af7bd Support mixtral attention optimization on transformers-v4.36.0 (#9674) 
* add example code to support mistral/mixtral attention on transformers v4.36.0

* update

* style fix

* add update for seen-tokens

* support mixtral

* rm mistral change

* small fix

* add more comments and remove use_cache part

---------

Co-authored-by: plusbang <binbin1.deng@intel.com>
 2023-12-15 14:30:23 +08:00
Cengguang Zhang
adbef56001 LLM: update qwen attention forward. (#9695) 
* feat: update qwen attention forward.

* fix: style.
 2023-12-15 14:06:15 +08:00
Wang, Jian4
b8437a1c1e LLM: Add gguf mistral model support (#9691) 
* add mistral support

* need to upgrade transformers version

* update
 2023-12-15 13:37:39 +08:00
Wang, Jian4
496bb2e845 LLM: Support load BaiChuan model family gguf model (#9685) 
* support baichuan model family gguf model

* update gguf generate.py

* add verify models

* add support model_family

* update

* update style

* update type

* update readme

* update

* remove support model_family
 2023-12-15 13:34:33 +08:00
Yishuo Wang
9a330bfc2b fix fuse mlp when using q5_0 or fp8 (#9689) 2023-12-14 16:16:05 +08:00
Xin Qiu
5e46e0e5af fix baichuan2-7b 1st token performance regression on xpu (#9683) 
* fix baichuan2-7b 1st token performance regression

* add comments

* fix style
 2023-12-14 09:58:32 +08:00
Yishuo Wang
09ca540f9b use fuse mlp in qwen (#9672) 2023-12-13 17:20:08 +08:00
Ruonan Wang
c7741c4e84 LLM: update moe block convert to optimize rest token latency of Mixtral (#9669) 
* update moe block convert

* further accelerate final_hidden_states

* fix style

* fix style
 2023-12-13 16:17:06 +08:00
Xiangyu Tian
1c6499e880 [LLM] vLLM: Support Mixtral Model (#9670) 
Add Mixtral support for BigDL vLLM.
 2023-12-13 14:44:47 +08:00
Ruonan Wang
dc5b1d7e9d LLM: integrate sdp kernel for FP16 rest token inference on GPU [DG2/ATSM] (#9633) 
* integrate sdp

* update api

* fix style

* meet code review

* fix

* distinguish mtl from arc

* small fix
 2023-12-13 11:29:57 +08:00
Qiyuan Gong
5b0e7e308c [LLM] Add support for empty activation (#9664) 
* Add support for empty activation, e.g., [0, 4096]. Empty activation is allowed by PyTorch.
* Add comments.
 2023-12-13 11:07:45 +08:00
SONG Ge
284e7697b1 [LLM] Optimize ChatGLM2 kv_cache to support beam_search on ARC (#9579) 
* optimize kv_cache to support beam_search on Arc

* correctness test update

* fix query_length issue

* simplify implementation

* only enable the optimization on gpu device

* limit the beam_search support only enabled with gpu device and batch_size > 1

* add comments for beam_search case and revert ut change

* meet comments

* add more comments to describe the differece between multi-cases
 2023-12-13 11:02:14 +08:00
Ziteng Zhang
8931f2eb62 [LLM] Fix transformer qwen size mismatch and rename causal_mask (#9655) 
* Fix size mismatching caused by context_layer
* Change registered_causal_mask to causal_mask
 2023-12-12 20:57:40 +08:00
binbin Deng
59ce86d292 LLM: support optimize_model=True for Mixtral model (#9657) 2023-12-12 16:41:26 +08:00
Heyang Sun
9f02f96160 [LLM] support for Yi AWQ model (#9648) 2023-12-11 14:07:34 +08:00
Xin Qiu
82255f9726 Enable fused layernorm (#9614) 
* bloom layernorm

* fix

* layernorm

* fix

* fix

* fix

* style fix

* fix

* replace nn.LayerNorm
 2023-12-11 09:26:13 +08:00
Yina Chen
70f5e7bf0d Support peft LoraConfig (#9636) 
* support peft loraconfig

* use testcase to test

* fix style

* meet comments
 2023-12-08 16:13:03 +08:00
Xin Qiu
0b6f29a7fc add fused rms norm for Yi and Qwen (#9640) 2023-12-08 16:04:38 +08:00
Xin Qiu
5636b0ba80 set new linear status (#9639) 2023-12-08 11:02:49 +08:00
Yuwen Hu
6f34978b94 [LLM] Add more performance tests for win iGPU (more in-out pairs, RWKV model) (#9626) 
* Add supports for loading rwkv models using from_pretrained api

* Temporarily enable pr tests

* Add RWKV in tests and more in-out pairs

* Add rwkv for 512 tests

* Make iterations smaller

* Change back to nightly trigger
 2023-12-07 18:55:16 +08:00
Ruonan Wang
d9b0c01de3 LLM: fix unlora module in qlora finetune (#9621) 
* fix unlora module

* split train and inference
 2023-12-07 16:32:02 +08:00