access vllm

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hmp 2024-04-11 22:00:07 +08:00
parent 02b6f26b05
commit 2406022c2a
3 changed files with 76 additions and 2 deletions

46
docs/use_vllm.md Normal file
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# 使用VLLM
## 1. 首先启动 VLLM自行选择模型
```
python -m vllm.entrypoints.openai.api_server --model /home/hmp/llm/cache/Qwen1___5-32B-Chat --tensor-parallel-size 2 --dtype=half
```
这里使用了存储在 `/home/hmp/llm/cache/Qwen1___5-32B-Chat` 的本地模型,可以根据自己的需求更改。
## 2. 测试 VLLM
```
curl http://localhost:8000/v1/chat/completions \
-H "Content-Type: application/json" \
-d '{
"model": "/home/hmp/llm/cache/Qwen1___5-32B-Chat",
"messages": [
{"role": "system", "content": "You are a helpful assistant."},
{"role": "user", "content": "怎么实现一个去中心化的控制器?"}
]
}'
```
## 3. 配置本项目
```
API_KEY = "sk-123456789xxxxxxxxxxxxxxxxxxxxxxxxxxxxxx123456789"
LLM_MODEL = "vllm-/home/hmp/llm/cache/Qwen1___5-32B-Chat(max_token=4096)"
API_URL_REDIRECT = {"https://api.openai.com/v1/chat/completions": "http://localhost:8000/v1/chat/completions"}
```
```
"vllm-/home/hmp/llm/cache/Qwen1___5-32B-Chat(max_token=4096)"
其中
"vllm-" 是前缀(必要)
"/home/hmp/llm/cache/Qwen1___5-32B-Chat" 是模型名(必要)
"(max_token=6666)" 是配置(非必要)
```
## 4. 启动!
```
python main.py
```

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@ -784,6 +784,29 @@ for model in [m for m in AVAIL_LLM_MODELS if m.startswith("one-api-")]:
"token_cnt": get_token_num_gpt35,
},
})
# -=-=-=-=-=-=- vllm 对齐支持 -=-=-=-=-=-=-
for model in [m for m in AVAIL_LLM_MODELS if m.startswith("vllm-")]:
# 为了更灵活地接入vllm多模型管理界面设计了此接口例子AVAIL_LLM_MODELS = ["vllm-/home/hmp/llm/cache/Qwen1___5-32B-Chat(max_token=6666)"]
# 其中
# "vllm-" 是前缀(必要)
# "mixtral-8x7b" 是模型名(必要)
# "(max_token=6666)" 是配置(非必要)
try:
_, max_token_tmp = read_one_api_model_name(model)
except:
print(f"vllm模型 {model} 的 max_token 配置不是整数,请检查配置文件。")
continue
model_info.update({
model: {
"fn_with_ui": chatgpt_ui,
"fn_without_ui": chatgpt_noui,
"can_multi_thread": True,
"endpoint": openai_endpoint,
"max_token": max_token_tmp,
"tokenizer": tokenizer_gpt35,
"token_cnt": get_token_num_gpt35,
},
})
# -=-=-=-=-=-=- azure模型对齐支持 -=-=-=-=-=-=-

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@ -323,7 +323,10 @@ def generate_payload(inputs, llm_kwargs, history, system_prompt, stream):
if not is_any_api_key(llm_kwargs['api_key']):
raise AssertionError("你提供了错误的API_KEY。\n\n1. 临时解决方案直接在输入区键入api_key然后回车提交。\n\n2. 长效解决方案在config.py中配置。")
api_key = select_api_key(llm_kwargs['api_key'], llm_kwargs['llm_model'])
if llm_kwargs['llm_model'].startswith('vllm-'):
api_key = 'no-api-key'
else:
api_key = select_api_key(llm_kwargs['api_key'], llm_kwargs['llm_model'])
headers = {
"Content-Type": "application/json",
@ -365,7 +368,9 @@ def generate_payload(inputs, llm_kwargs, history, system_prompt, stream):
if llm_kwargs['llm_model'].startswith('one-api-'):
model = llm_kwargs['llm_model'][len('one-api-'):]
model, _ = read_one_api_model_name(model)
if llm_kwargs['llm_model'].startswith('vllm-'):
model = llm_kwargs['llm_model'][len('vllm-'):]
model, _ = read_one_api_model_name(model)
if model == "gpt-3.5-random": # 随机选择, 绕过openai访问频率限制
model = random.choice([
"gpt-3.5-turbo",