锟斤拷锟斤拷位锟矫ｏ拷锟斤拷页 > 锟斤拷锟斤拷锟教筹拷 > 锟教筹拷 > TGI 锟斤拷-LoRA: 锟斤拷锟斤拷一锟轿ｏ拷锟姐定 30 锟斤拷模锟酵碉拷锟斤拷锟斤拷锟斤拷锟斤拷
锟斤拷锟角凤拷锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟� AI 模锟斤拷锟斤拷锟斤拷锟斤拷锟侥革拷锟斤拷锟皆和高成憋拷锟斤拷 锟斤拷么锟斤拷 锟斤拷锟斤拷锟斤拷锟皆诧拷锟斤拷一锟轿就搞定 30 锟斤拷模锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟轿ｏ拷 锟节碉拷锟斤拷锟� ML 锟斤拷锟斤拷锟叫ｏ拷锟斤拷些希锟斤拷锟斤拷址锟斤拷锟斤拷锟斤拷锟斤拷莸募锟街碉拷锟斤拷锟街拷锟斤拷锟斤拷锟斤拷栈锟斤拷锟斤拷一锟斤拷锟斤拷微锟斤拷锟斤拷锟斤拷锟界”锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷纾拷锟斤拷锟斤拷锟街拷峁癸拷锟斤拷锟斤拷锟侥ｏ拷停锟斤拷锟斤拷锟矫匡拷锟侥ｏ拷投锟斤拷锟斤拷锟截讹拷锟斤拷锟斤拷锟斤拷锟斤拷烁叨锟斤拷鼗锟斤拷锟斤拷锟斤拷牵锟斤拷锟�
锟斤拷锟角凤拷锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟� AI 模锟斤拷锟斤拷锟斤拷锟斤拷锟侥革拷锟斤拷锟皆和高成憋拷锟斤拷 锟斤拷么锟斤拷 锟斤拷锟斤拷锟斤拷锟皆诧拷锟斤拷一锟轿就搞定 30 锟斤拷模锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟轿ｏ拷 锟节碉拷锟斤拷锟� ML 锟斤拷锟斤拷锟叫ｏ拷锟斤拷些希锟斤拷锟斤拷址锟斤拷锟斤拷锟斤拷锟斤拷莸募锟街碉拷锟斤拷锟街拷锟斤拷锟斤拷锟斤拷栈锟斤拷锟斤拷一锟斤拷锟斤拷微锟斤拷锟斤拷锟斤拷锟界”锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷纾拷锟斤拷锟斤拷锟街拷峁癸拷锟斤拷锟斤拷锟侥ｏ拷停锟斤拷锟斤拷锟矫匡拷锟侥ｏ拷投锟斤拷锟斤拷锟截讹拷锟斤拷锟斤拷锟斤拷锟斤拷烁叨锟斤拷鼗锟斤拷锟斤拷锟斤拷牵锟斤拷锟轿达拷锟斤拷为每锟斤拷细锟斤拷应锟矫诧拷锟斤拷模锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟介烦锟酵成憋拷锟截ｏ拷锟斤拷-LoRA 锟斤拷锟斤拷锟结供锟斤拷一锟斤拷锟斤拷潜锟斤拷锟侥答案★拷
锟斤拷锟斤拷织锟斤拷锟皆ｏ拷锟斤拷锟斤拷微锟斤拷锟斤拷锟斤拷锟斤拷锟侥ｏ拷锟斤拷锟斤拷锟斤拷锟斤拷锟侥ｏ拷原锟斤拷锟叫讹拷锟斤拷:
锟斤拷之锟斤拷微锟斤拷使锟斤拷织锟杰癸拷锟酵凤拷锟斤拷锟斤拷锟捷的硷拷值锟斤拷锟斤拷锟斤拷锟斤拷使锟斤拷锟斤拷锟斤拷械摹锟斤拷叨锟阶ㄒ碉拷锟斤拷锟斤拷锟斤拷锟绞憋拷锟斤拷锟斤拷锟斤拷锟斤拷票锟斤拷锟斤拷为锟斤拷要锟斤拷锟斤拷锟斤拷锟斤拷锟皆改憋拷锟斤拷戏锟斤拷锟斤拷
锟斤拷锟斤拷去前锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷啥锟斤拷锟斤拷锟斤拷锟叫的ｏ拷锟斤拷锟斤拷锟斤拷锟斤拷锟侥ｏ拷锟� (LLM) 锟斤拷锟斤拷锟斤拷锟斤拷硕喾斤拷锟斤拷锟斤拷战锟斤拷锟斤拷锟金单革拷模锟酵的成憋拷锟酵诧拷锟斤拷锟斤拷锟斤拷锟斤拷锟窖撅拷锟斤拷锟斤拷锟斤拷头锟斤拷锟剿ｏ拷锟斤拷锟斤拷锟斤拷说 n 锟斤拷模锟斤拷锟剿★拷锟斤拷锟斤拷味锟脚ｏ拷锟斤拷然微锟斤拷锟斤拷锟斤拷锟矫ｏ拷锟斤拷锟斤拷锟斤拷锟斤拷 LLM 锟侥诧拷锟斤拷头锟斤拷锟斤拷酶锟斤拷锟斤拷锟斤拷锟揭诧拷锟斤拷锟斤拷锟斤拷锟绞碉拷锟�
锟斤拷谓锟斤拷锟斤拷锟斤拷要锟斤拷要锟斤拷锟斤拷锟斤拷锟解，锟斤拷时锟斤拷锟接κ憋拷锟斤拷锟斤拷恕锟絋GI 锟斤拷锟斤拷瞥锟斤拷锟斤拷鹿锟斤拷锟� - 锟斤拷-LoRA 锟斤拷锟斤拷 (???)锟斤拷
LoRA 锟斤拷 锟酵斤拷锟斤拷锟斤拷 锟斤拷锟斤拷一锟街讹拷预训锟斤拷锟斤拷模锟酵斤拷锟叫革拷效微锟斤拷锟侥硷拷锟斤拷锟斤拷锟斤拷锟斤拷锟剿硷拷锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟窖碉拷锟斤拷锟斤拷锟侥ｏ拷停锟斤拷锟斤拷锟窖碉拷锟揭恍★拷锟斤拷殖锟轿拷锟斤拷锟斤拷锟斤拷牟锟斤拷锟斤拷锟斤拷涂锟绞乖ぱ碉拷锟斤拷锟侥ｏ拷锟斤拷锟接︼拷囟锟斤拷锟斤拷锟斤拷锟叫╋拷锟斤拷锟斤拷锟斤拷拇锟叫★拷锟皆ぱ碉拷锟� LLM 锟斤拷龋锟酵拷锟斤拷锟斤拷锟斤拷锟皆� 1% 锟侥存储锟斤拷锟节存开锟斤拷锟斤拷锟斤拷锟杰达到锟斤拷全模锟斤拷微锟斤拷锟斤拷模锟斤拷锟洁当锟斤拷效锟斤拷锟斤拷
LoRA 锟斤拷锟斤拷锟皆好达拷锟角ｏ拷锟斤拷通锟斤拷锟斤拷锟斤拷锟节达拷锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷微锟斤拷锟缴憋拷锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷 锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷 锟斤拷锟斤拷锟斤拷 小锟斤拷锟捷硷拷 锟斤拷效锟斤拷锟斤拷锟矫★拷
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| 图 1锟斤拷LoRA 锟斤拷锟� |
锟斤拷训锟斤拷锟斤拷锟斤拷锟叫ｏ拷LoRA 锟结冻锟斤拷原模锟斤拷权锟斤拷
W
锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷小锟斤拷锟斤拷
A
锟斤拷
B
锟斤拷锟斤拷微锟斤拷锟斤拷锟斤拷使锟斤拷微锟斤拷锟斤拷锟接革拷效锟斤拷知锟斤拷锟斤拷一锟斤拷锟斤拷锟斤拷锟杰比斤拷锟斤拷锟斤拷锟斤拷锟斤拷图 1 锟斤拷 LoRA 模锟斤拷锟斤拷锟斤拷锟侥癸拷锟斤拷原锟斤拷锟剿★拷锟斤拷锟角达拷预训锟斤拷模锟斤拷
Wx
锟叫伙拷取锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟酵斤拷锟斤拷锟斤拷锟斤拷
BAx
锟斤拷锟�
[6]
锟斤拷
锟剿斤拷锟斤拷 LoRA 锟侥低斤拷锟斤拷锟斤拷幕锟斤拷锟剿硷拷锟斤拷锟斤拷锟角匡拷锟斤拷锟斤拷锟斤拷锟叫撅拷一锟铰讹拷-LoRA 锟斤拷锟斤拷锟剿★拷锟斤拷锟斤拷锟斤拷锟杰硷拷: 锟斤拷锟斤拷一锟斤拷锟斤拷锟斤拷预训锟斤拷模锟酵猴拷一些锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷些锟斤拷锟斤拷微锟斤拷锟截讹拷锟斤拷 LoRA锟斤拷锟斤拷-LoRA 锟斤拷锟斤拷锟斤拷一锟街革拷锟捷达拷锟斤拷锟斤拷锟斤拷态选锟斤拷锟斤拷锟斤拷 LoRA 锟侥伙拷锟狡★拷
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| 图 2锟斤拷锟斤拷-LORA 锟斤拷锟� |
图 2
展示锟斤拷锟斤拷锟街讹拷态路锟缴的癸拷锟斤拷原锟斤拷锟斤拷每锟斤拷锟矫伙拷锟斤拷锟襟都帮拷锟斤拷锟斤拷锟斤拷
x
锟皆硷拷锟斤拷锟斤拷锟斤拷锟接� LoRA 锟斤拷 id (锟斤拷锟角筹拷为同锟斤拷锟届构锟矫伙拷锟斤拷锟斤拷)锟斤拷LoRA id 锟斤拷息使锟斤拷 TGI 锟斤拷锟斤拷凭锟斤拷选锟斤拷锟斤拷确锟斤拷 LoRA 锟斤拷锟斤拷锟斤拷锟斤拷
锟斤拷-LoRA 锟斤拷锟斤拷锟斤拷锟斤拷锟角斤拷锟借部锟斤拷一锟斤拷锟斤拷锟斤拷模锟酵★拷锟斤拷锟斤拷锟斤拷锟斤拷 LoRA 锟斤拷锟斤拷锟斤拷锟斤拷小锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷约锟斤拷囟锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟矫碉拷锟斤拷锟节达拷锟斤拷锟解。锟斤拷注锟解，锟斤拷锟斤拷锟杰硷拷锟截讹拷锟劫革拷锟斤拷锟斤拷锟斤拷取锟斤拷锟斤拷锟斤拷目锟斤拷锟� GPU 锟斤拷源锟皆硷拷锟姐部锟斤拷锟侥ｏ拷汀锟斤拷锟斤拷锟叫э拷锟绞碉拷锟斤拷锟斤拷嗟憋拷锟斤拷锟揭伙拷尾锟斤拷锟斤拷锟街э拷锟斤拷硕锟斤拷锟斤拷锟斤拷微锟斤拷锟斤拷模锟酵★拷
LoRA 权锟截的达拷小锟斤拷锟饺猴拷锟斤拷锟斤拷锟斤拷锟斤拷锟侥诧拷同锟斤拷锟斤拷同锟斤拷锟斤拷锟斤拷锟斤拷通锟斤拷锟斤拷锟角筹拷小锟斤拷锟斤拷吒锟斤拷锟斤拷一锟斤拷直锟斤拷印锟斤拷: predibase/magicoder 为 13.6MB锟斤拷锟斤拷锟斤拷 mistralai/Mistral-7B-v0.1 锟竭达拷 (14.48GB) 锟斤拷 1/1000锟斤拷锟斤拷远锟斤拷裕锟斤拷锟� 30 锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟截碉拷 RAM 锟斤拷只锟斤拷锟斤拷 VRAM 锟斤拷锟斤拷 3%锟斤拷锟斤拷锟斤拷诖锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷说锟斤拷锟斤拷锟斤拷锟斤拷锟解。锟斤拷耍锟斤拷锟斤拷强锟斤拷锟揭伙拷尾锟斤拷锟斤拷锟侥ｏ拷汀锟�
锟斤拷锟饺ｏ拷锟斤拷锟斤拷要训锟斤拷 LoRA 模锟酵诧拷锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷权锟截★拷锟斤拷锟斤拷锟斤拷诖舜锟斤拷业锟� LoRA 微锟斤拷锟斤拷氐锟� 指锟斤拷 锟斤拷锟斤拷注锟解，锟斤拷锟姐将微锟斤拷锟斤拷锟侥ｏ拷锟斤拷锟斤拷偷锟� Hub 时锟斤拷只锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟侥合诧拷模锟酵★拷锟斤拷 Hub 锟斤拷锟斤拷 LoRA 锟斤拷锟斤拷锟斤拷时锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟侥ｏ拷涂锟斤拷贫铣锟斤拷锟斤拷锟侥ｏ拷筒锟斤拷锟斤拷涞ワ拷锟斤拷锟斤拷亍锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟街э拷郑锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷堑锟� 专锟斤拷支锟街计伙拷 锟斤拷锟斤拷锟斤拷为锟截讹拷锟斤拷锟斤拷锟斤拷锟斤拷锟皆硷拷锟斤拷 LoRA 时锟斤拷锟斤拷锟斤拷锟侥硷拷值锟脚伙拷锟斤拷锟街★拷
锟斤拷某些锟斤拷织锟斤拷锟皆ｏ拷为锟皆硷拷锟斤拷锟斤拷锟斤拷训锟斤拷一锟斤拷 LoRA 锟斤拷锟杰比斤拷锟斤拷锟窖ｏ拷锟斤拷为锟斤拷锟角匡拷锟斤拷缺锟斤拷锟斤拷应锟斤拷专业知识锟斤拷锟斤拷锟斤拷锟斤拷源锟斤拷锟斤拷使选锟斤拷锟剿伙拷锟斤拷模锟酵诧拷准锟斤拷锟斤拷锟斤拷锟斤拷锟捷ｏ拷锟斤拷锟芥还锟斤拷要锟斤拷锟斤拷锟斤拷锟铰硷拷锟斤拷锟斤拷探锟斤拷锟斤拷锟轿空间，锟揭碉拷锟斤拷锟接诧拷锟斤拷锟皆达拷锟斤拷锟叫达拷锟斤拷耄伙拷锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟今，硷拷使锟斤拷锟节撅拷锟斤拷岣伙拷锟斤拷哦锟斤拷锟剿碉拷锟揭诧拷锟斤拷锟轿斤拷锟斤拷锟睫★拷
AutoTrain 锟缴帮拷锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷一锟脚硷拷锟斤拷AutoTrain 锟斤拷一锟斤拷锟睫达拷锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷只锟借单锟斤拷锟斤拷锟斤拷锟斤拷昙达拷锟窖碉拷锟斤拷锟斤拷锟窖澳ｏ拷汀锟斤拷锟斤拷锟斤拷峁╋拷硕锟斤拷锟绞癸拷锟� AutoTrain 锟侥凤拷锟斤拷锟斤拷锟斤拷锟斤拷 锟斤拷锟截帮拷装 锟解，锟斤拷锟角伙拷支锟斤拷:
| AutoTrain 锟斤拷锟斤拷 | 硬锟斤拷锟斤拷锟斤拷 | 锟斤拷锟斤拷锟斤拷 | 锟斤拷注 |
|---|---|---|---|
| Hugging Face Space | 锟斤拷锟斤拷 GPU 锟斤拷锟斤拷锟斤拷硬锟斤拷 | 锟睫达拷锟斤拷 | 锟斤拷锟斤拷锟斤拷锟� |
| DGX 锟斤拷 | 锟斤拷锟� 8xH100 GPU | 锟睫达拷锟斤拷 | 锟斤拷锟斤拷锟剿达拷模锟斤拷 |
| Google Colab | 锟斤拷锟斤拷 T4 GPU | 锟酵达拷锟斤拷 | 锟斤拷锟斤拷小模锟斤拷锟皆硷拷锟斤拷锟斤拷锟斤拷锟侥ｏ拷锟� |
锟斤拷锟斤拷锟斤拷 Predibase 锟斤拷 LoRA Land 为锟斤拷锟斤拷锟斤拷要使锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷 LoRA 锟斤拷锟斤拷锟斤拷:
TGI 锟侥碉拷 锟斤拷锟斤拷锟叫很讹拷锟斤拷锟斤拷锟轿诧拷锟斤拷 TGI 锟斤拷锟斤拷锟斤拷锟斤拷息锟斤拷锟斤拷锟斤，锟斤拷锟角斤拷锟斤拷锟斤拷一些要锟斤拷:
v2.1.1
锟斤拷锟斤拷掳姹撅拷锟� TGI
mistralai/Mistral-7B-v0.1
LORA_ADAPTERS
锟斤拷锟斤拷锟斤拷锟斤拷
LORA_ADAPTERS=predibase/customer_support,predibase/magicoder
model=mistralai/Mistral-7B-v0.1
# share a volume with the Docker container to avoid downloading weights every run
volume=$PWD/data
docker run --gpus all --shm-size 1g -p 8080:80 -v $volume:/data \
ghcr.io/huggingface/text-generation-inference:2.1.1 \
--model-id $model \
--lora-adapters=predibase/customer_support,predibase/magicoder
锟斤拷锟斤拷锟秸讹拷 支锟街讹拷锟斤拷 GPU 锟斤拷锟斤拷锟斤拷 AI 锟斤拷锟劫匡拷 锟斤拷只锟斤拷锟斤拷锟斤拷锟铰硷拷锟缴匡拷 AWS锟斤拷GCP 锟皆硷拷 Azure 锟斤拷锟斤拷使锟斤拷 GUI 锟斤拷锟斤拷锟洁当锟斤拷锟阶★拷锟斤拷锟斤拷默锟斤拷使锟斤拷 TGI 锟斤拷锟斤拷锟侥憋拷锟斤拷锟斤拷 (锟斤拷也锟斤拷锟斤拷 选锟斤拷 使锟斤拷锟皆硷拷锟斤拷 docker 锟斤拷锟斤拷)锟斤拷
要锟斤拷锟斤拷锟斤拷锟秸讹拷锟斤拷使锟矫讹拷-LoRA 锟斤拷锟斤拷锟斤拷只锟斤拷锟斤拷转锟斤拷 锟斤拷锟斤拷台 锟斤拷然锟斤拷:
mistralai/Mistral-7B-v0.1
锟斤拷
|
锟斤拷锟斤拷
|
硬锟斤拷
AWS
|
us-east-1
|
Nvidia L4
锟侥憋拷锟斤拷锟斤拷
LORA_ADAPTERS=predibase/customer_support,predibase/magicoder
锟斤拷锟斤拷锟剿碉拷
锟斤拷
锟斤拷注锟解，锟斤拷锟斤拷只锟斤拷锟斤拷锟斤拷锟斤拷锟矫ｏ拷锟斤拷锟斤拷愿锟斤拷锟斤拷锟揭拷锟斤拷锟斤拷锟斤拷锟斤拷媒锟斤拷锟斤拷锟斤拷谩锟�
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| 图 3锟斤拷锟斤拷-LoRA 锟斤拷锟斤拷锟秸讹拷 |
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| 图 4锟斤拷锟斤拷-LoRA 锟斤拷锟斤拷锟秸讹拷 2 |
锟斤拷些锟剿匡拷锟斤拷锟叫碉拷 锟斤拷锟斤拷锟斤拷 锟斤拷锟斤拷瞬锟斤拷锟绞癸拷锟斤拷锟疥，锟斤拷锟角对此诧拷锟斤拷锟斤拷锟斤拷 [?]锟斤拷锟斤拷时锟斤拷锟斤拷锟矫硷拷锟斤拷也锟斤拷通锟斤拷锟斤拷锟斤拷锟皆讹拷执锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟角筹拷锟津单★拷
from huggingface_hub import create_inference_endpoint
# Custom Docker image details
custom_image = {
"health_route": "/health",
"url": "ghcr.io/huggingface/text-generation-inference:2.1.1", # This is the min version
"env": {
"LORA_ADAPTERS": "predibase/customer_support,predibase/magicoder", # Add adapters here
"MAX_BATCH_PREFILL_TOKENS": "2048", # Set according to your needs
"MAX_INPUT_LENGTH": "1024", # Set according to your needs
"MAX_TOTAL_TOKENS": "1512", # Set according to your needs
"MODEL_ID": "/repository"
}
}
# Creating the inference endpoint
endpoint = create_inference_endpoint(
name="mistral-7b-multi-lora",
repository="mistralai/Mistral-7B-v0.1",
framework="pytorch",
accelerator="gpu",
instance_size="x1",
instance_type="nvidia-l4",
region="us-east-1",
vendor="aws",
min_replica=1,
max_replica=1,
task="text-generation",
custom_image=custom_image,
)
endpoint.wait()
print("Your model is ready to use!")
锟斤拷锟斤拷锟斤拷锟斤拷么锟皆硷拷锟揭� 3 锟斤拷 40 锟诫。锟斤拷注锟解，锟斤拷锟斤拷模锟酵匡拷锟斤拷锟斤拷要锟斤拷锟斤拷锟斤拷时锟戒。锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟绞憋拷锟斤拷锟斤拷锟斤拷猓拷锟斤拷锟� GitHub 锟斤拷锟结交 锟斤拷锟斤拷 锟斤拷
锟斤拷使锟斤拷锟斤拷锟斤拷锟秸讹拷时锟斤拷锟斤拷锟斤拷要指锟斤拷
adapter_id
锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟揭伙拷锟� cURL 示锟斤拷:
curl 127.0.0.1:3000/generate \
-X POST \
-H 'Content-Type: application/json' \
-d '{
"inputs": "Hello who are you?",
"parameters": {
"max_new_tokens": 40,
"adapter_id": "predibase/customer_support"
}
}'
锟斤拷锟斤还锟斤拷一锟斤拷使锟斤拷
InferenceClient
锟斤拷示锟斤拷锟斤拷锟斤拷示锟斤拷锟斤拷锟斤拷
Hugging Face Hub Python 锟斤拷
锟斤拷锟斤拷确锟斤拷锟斤拷锟矫碉拷锟斤拷
huggingface-hub>=0.24.0
锟斤拷锟节憋拷要锟斤拷锟斤拷拢锟斤拷慊癸拷锟�
锟斤拷录
hub锟斤拷
from huggingface_hub import InferenceClient
tgi_deployment = "127.0.0.1:3000"
client = InferenceClient(tgi_deployment)
response = client.text_generation(
prompt="Hello who are you?",
max_new_tokens=40,
adapter_id='predibase/customer_support',
)
锟斤拷锟斤拷 锟斤拷锟斤拷 锟斤拷锟斤拷锟桔的ｏ拷锟斤拷锟角诧拷锟斤拷锟角碉拷一锟斤拷锟斤拷锟叫凤拷摹锟斤拷锟斤拷锟斤拷锟侥讹拷一锟斤拷 LoRAX 锟斤拷锟斤拷锟斤拷哦锟� Predibase 锟斤拷锟斤拷锟斤拷锟斤拷篇锟斤拷色 锟斤拷锟斤拷 锟斤拷锟斤拷为锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷要锟斤拷锟斤拷锟斤拷锟角的癸拷锟斤拷锟斤拷
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| 图 5锟斤拷锟斤拷-LoRA 锟缴憋拷 锟斤拷锟斤拷锟斤拷 TGI 锟斤拷英伟锟斤拷 L4 锟较诧拷锟斤拷锟斤拷 mistralai/Mistral-7B-v0.1 锟斤拷锟斤拷模锟酵ｏ拷锟斤拷 锟斤拷锟斤拷锟秸讹拷 锟缴憋拷 为 0.8 锟斤拷元/小时锟斤拷每锟斤拷锟斤拷锟斤拷 75 锟斤拷锟斤拷锟斤拷平锟斤拷每锟斤拷锟斤拷锟斤拷锟斤拷 450 锟斤拷锟斤拷锟斤拷锟皆拷锟�234 锟斤拷锟斤拷锟斤拷锟皆拷锟斤拷锟斤拷锟斤拷锟接︼拷锟斤拷玫锟� GPT3.5 Turbo 锟缴憋拷锟斤拷锟斤拷锟剿对比★拷 |
锟斤拷-LoRA 锟斤拷锟斤拷锟揭伙拷锟矫达拷锟角ｏ拷 锟斤拷锟斤拷为锟斤拷锟侥ｏ拷徒锟斤拷卸锟轿诧拷锟斤拷 锟斤拷锟斤拷锟揭拷锟斤拷说枚唷ｏ拷锟斤拷锟街憋拷锟斤拷锟斤拷锟斤拷锟斤拷为锟斤拷模锟酵诧拷锟斤拷要锟斤拷锟斤拷锟斤拷锟斤拷权锟截ｏ拷锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷小小锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷图 5 锟斤拷示锟斤拷锟斤拷使锟斤拷 TGI 锟斤拷-LoRA 时锟斤拷锟斤拷使锟斤拷锟接革拷锟斤拷模锟酵ｏ拷每锟斤拷锟斤拷元锟侥成憋拷也锟斤拷锟斤拷同锟侥★拷锟斤拷锟斤拷锟斤拷锟绞癸拷枚锟�-LoRA锟斤拷每锟洁部锟斤拷一锟斤拷微锟斤拷模锟酵ｏ拷TGI 锟侥成憋拷锟酵伙拷锟斤拷之锟斤拷锟斤拷锟斤拷锟接★拷
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| 图 6锟斤拷锟斤拷-LoRA 锟斤拷锟斤拷模式 |
锟斤拷锟斤拷锟斤拷锟斤拷模锟斤拷时锟斤拷一锟斤拷锟斤拷实锟斤拷锟斤拷战锟斤拷每锟斤拷模锟酵碉拷使锟斤拷模式锟叫很达拷锟斤拷锟�: 某些模锟酵碉拷使锟斤拷锟绞匡拷锟杰较碉拷; 锟斤拷些模锟酵碉拷使锟斤拷模式锟斤拷锟斤拷锟斤拷锟襟发的ｏ拷锟斤拷些锟斤拷锟斤拷锟角革拷频锟侥★拷锟斤拷使锟斤拷锟斤拷展锟斤拷梅浅锟斤拷锟斤拷眩锟斤拷锟斤拷锟斤拷堑锟矫匡拷锟侥ｏ拷锟斤拷嗷ワ拷锟斤拷锟斤拷锟斤拷锟斤拷时锟津。碉拷锟斤拷锟斤拷锟斤拷一锟斤拷 GPU 时锟斤拷锟斤拷锟斤拷趾芏唷帮拷锟斤拷搿憋拷锟筋，锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷刍锟斤拷锟斤拷锟斤拷盏锟斤拷戮薮锟斤拷锟剿费★拷锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷拢锟斤拷锟斤拷锟揭拷锟斤拷锟睫度碉拷锟斤拷锟矫匡拷锟� GPU 锟斤拷锟斤拷锟斤拷锟绞ｏ拷锟斤拷锟斤拷锟斤拷使锟斤拷锟轿何讹拷锟斤拷锟斤拷源锟斤拷锟斤拷锟斤拷要确锟斤拷锟斤拷锟姐够锟斤拷 GPU锟斤拷同时锟斤拷知锟斤拷些 GPU 锟斤拷锟斤拷锟矫ｏ拷太锟斤拷锟剿ｏ拷
锟斤拷使锟矫讹拷-LoRA 锟斤拷锟斤拷时锟斤拷锟斤拷锟斤拷锟狡斤拷榷锟斤拷恕锟斤拷锟酵� 6锟斤拷锟斤拷锟角匡拷锟皆匡拷锟斤拷锟斤拷-LoRA 锟斤拷锟斤拷模式锟角筹拷平锟饺ｏ拷锟斤拷锟斤拷锟斤拷锟斤拷某些 LoRA 锟斤拷锟斤拷锟斤拷使锟斤拷模式锟斤拷锟斤拷锟饺讹拷锟斤拷通锟斤拷锟斤拷锟较讹拷锟� LoRA锟斤拷锟斤拷锟斤拷使锟斤拷模式锟斤拷锟狡斤拷龋锟斤拷锟斤拷锟秸癸拷锟斤拷锟斤拷锟阶★拷锟斤拷注锟解，锟斤拷锟较斤拷锟结供锟斤拷一锟斤拷锟斤拷锟接ｏ拷锟斤拷锟皆硷拷锟侥癸拷锟斤拷锟斤拷锟截碉拷使锟斤拷模式锟斤拷锟斤拷约锟斤拷锟�-LoRA 锟斤拷锟斤拷馨锟斤拷锟矫︼拷锟斤拷锟揭拷锟斤拷约锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟角碉拷目锟斤拷锟角ｏ拷锟斤拷锟借考锟斤拷 1 锟斤拷模锟酵碉拷锟斤拷展锟斤拷锟斤拷锟斤拷锟借考锟斤拷 30 锟斤拷模锟酵碉拷锟斤拷展锟斤拷
AI 锟斤拷展锟斤拷锟斤拷锟斤拷锟届，锟斤拷实锟斤拷锟斤拷应锟斤拷锟斤拷锟接︼拷裕锟斤拷锟斤拷锟斤拷锟斤拷选锟斤拷锟斤拷一锟斤拷锟斤拷锟斤拷碌锟侥ｏ拷锟斤拷锟轿拷锟斤拷锟侥ｏ拷停锟接︼拷锟斤拷锟矫达拷欤匡拷锟饺伙拷锟斤拷堑锟斤拷锟斤拷锟绞癸拷锟斤拷锟� mistralai/Mistral-7B-v0.1 锟斤拷为锟斤拷锟斤拷模锟酵ｏ拷锟斤拷锟斤拷实锟斤拷锟斤拷锟斤拷选锟斤拷锟侥ｏ拷锟斤拷 Mistral v0.3 支锟斤拷 锟斤拷锟斤拷锟斤拷锟斤拷 ; 锟斤拷锟斤拷锟结还锟斤拷锟斤拷锟斤拷系锟叫碉拷模锟斤拷锟剿ｏ拷锟斤拷 Llama 3锟斤拷锟杰碉拷锟斤拷说锟斤拷锟斤拷锟斤拷锟街硷拷锟斤拷锟斤拷效锟斤拷锟斤拷锟杰革拷锟矫碉拷锟铰伙拷锟斤拷模锟酵诧拷锟较筹拷锟街★拷
锟斤拷锟斤拷锟矫碉拷锟侥ｏ拷只要锟斤拷锟斤拷 锟姐够锟斤拷锟斤拷锟斤拷 锟斤拷锟斤拷锟斤拷锟斤拷模锟酵ｏ拷锟斤拷锟斤拷训锟斤拷 LoRA 锟斤拷员冉锟斤拷锟斤拷祝锟窖碉拷锟揭诧拷锟皆比较憋拷锟剿ｏ拷锟斤拷实锟较ｏ拷 Predibase 锟斤拷锟斤拷 训锟斤拷一锟斤拷 LoRA 锟斤拷锟斤拷约 8.00 锟斤拷元锟斤拷使锟斤拷锟街达拷锟斤拷芎统锟斤拷霉锟斤拷锟绞碉拷锟斤拷锟斤拷锟揭拷拇锟斤拷锟侥讹拷也锟斤拷锟劫★拷锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷:
锟斤拷-LoRA 锟斤拷锟斤拷锟斤拷 AI 模锟酵诧拷锟斤拷母锟斤拷锟斤拷苑锟斤拷锟斤拷锟轿拷锟斤拷锟酵癸拷锟斤拷锟斤拷锟阶拷锟侥ｏ拷筒锟斤拷锟侥成憋拷锟酵革拷锟斤拷锟斤拷锟斤拷锟斤拷锟结供锟剿斤拷锟斤拷锟斤拷锟斤拷锟酵拷锟斤拷锟斤拷玫锟揭伙拷锟斤拷锟侥ｏ拷筒锟斤拷锟教︼拷锟轿拷锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟街拷锟斤拷锟接拷锟斤拷锟斤拷锟酵憋拷锟斤拷锟斤拷锟斤拷锟斤拷锟角匡拷锟斤拷锟斤拷锟斤拷锟斤拷锟杰★拷 锟斤拷锟角猴拷锟斤拷 AI 锟杰硷拷锟角大胆诧拷锟缴该★拷锟斤拷锟斤拷模锟斤拷 + 锟斤拷-LoRA锟斤拷 应锟矫凤拷式 锟斤拷锟接讹拷拥锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷募锟斤拷院统杀锟斤拷锟皆硷拷锟斤拷锟斤拷锟斤拷枚锟�-LoRA 锟斤拷为锟斤拷 AI 战锟皆的伙拷石锟斤拷确锟斤拷锟斤拷锟斤拷锟街拷诳锟斤拷俜锟秸癸拷募锟斤拷锟斤拷锟斤拷锟绞硷拷毡锟斤拷锟斤拷锟斤拷鹊锟轿伙拷锟�
实锟街讹拷-LoRA 锟斤拷锟斤拷锟斤拷芊浅锟斤拷锟斤拷郑锟斤拷锟斤拷锟斤拷锟斤拷锟� punica-ai 锟斤拷 lorax 锟脚队匡拷锟斤拷锟斤拷锟脚伙拷锟斤拷锟斤拷锟接和匡拷埽锟斤拷霉锟斤拷锟斤拷丫锟斤拷芨锟叫э拷恕锟絋GI 锟斤拷锟斤拷锟斤拷些锟脚伙拷锟斤拷为锟斤拷锟� LoRA 模锟斤拷锟结供锟斤拷锟劫革拷效锟斤拷锟斤拷锟斤拷锟斤拷
锟截憋拷锟叫� Punica锟斤拷LoRAX 锟斤拷 S-LoRA 锟脚讹拷锟节讹拷-LoRA 锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟侥筹拷色锟斤拷锟斤拷锟脚的癸拷锟斤拷锟斤拷
英锟斤拷原锟斤拷: https://hf.co/blog/multi-lora-serving
原锟斤拷锟斤拷锟斤拷: Derek Thomas锟斤拷Diego Maniloff锟斤拷David Holtz
锟斤拷锟斤拷: Matrix Yao (姚伟锟斤拷)锟斤拷英锟截讹拷锟斤拷锟窖帮拷锟斤拷锟绞︼拷锟斤拷锟斤拷锟斤拷锟斤拷锟轿� transformer-family 模锟斤拷锟节革拷模态锟斤拷锟斤拷锟较碉拷应锟矫硷拷锟斤拷锟侥Ｄｏ拷偷锟窖碉拷锟斤拷锟斤拷锟斤拷锟�
全锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷ERA5锟斤拷锟斤拷锟截凤拷锟斤拷
锟侥讹拷锟斤拷锟斤拷学习锟斤拷锟斤拷锟斤拷锟界构锟斤拷锟斤拷锟铰ｏ拷
锟侥讹拷锟斤拷为Mate品锟斤拷盛锟戒：HarmonyOS NEXT锟接筹拷锟斤拷锟斤拷戏锟斤拷锟杰得碉拷锟斤拷锟斤拷头锟�
锟侥讹拷实锟街讹拷锟襟集猴拷锟斤拷DataTable锟斤拷锟洁互转锟斤拷
锟侥讹拷锟斤拷锟斤拷NEXT元锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟窖匡拷锟斤拷锟较硷拷锟斤拷品
锟侥讹拷锟结巢锟斤拷锟叫★拷锟斤拷锟斤拷锟斤拷锟斤拷锟斤拷锟狡硷拷锟截闭凤拷锟斤拷
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