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vllm_api.py
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vllm_api.py
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import requests
import json
def send_vllm_request(api_url, base64_image, model, system_message, user_message, messages, seed,
temperature, max_tokens, top_k, top_p, repeat_penalty, stop, api_key,
tools=None, tool_choice=None):
headers = {
"Content-Type": "application/json",
"Authorization": f"Bearer {api_key}"
}
data = {
"model": model,
"messages": prepare_vllm_messages(system_message, user_message, messages, base64_image),
"temperature": temperature,
"max_tokens": max_tokens,
"top_k": top_k,
"top_p": top_p,
"repetition_penalty": repeat_penalty,
"stop": stop,
"seed": seed
}
if tools:
data["functions"] = tools
if tool_choice:
if tool_choice == "auto":
data["function_call"] = "auto"
elif tool_choice == "none":
data["function_call"] = "none"
else:
data["function_call"] = {"name": tool_choice["function"]["name"]}
response = requests.post(api_url, headers=headers, data=json.dumps(data))
if response.status_code == 200:
response_data = response.json()
message = response_data["choices"][0]["message"]
if "function_call" in message:
return {
"function_call": {
"name": message["function_call"]["name"],
"arguments": message["function_call"]["arguments"]
}
}, messages
else:
return message["content"], messages
else:
raise Exception(f"Error: {response.status_code}, {response.text}")
def prepare_vllm_messages(system_message, user_message, messages, base64_image=None):
vllm_messages = [
{"role": "system", "content": system_message},
]
for message in messages:
vllm_messages.append(message)
if base64_image:
vllm_messages.append({
"role": "user",
"content": [
{"type": "text", "text": user_message},
{"type": "image_url", "image_url": {"url": f"data:image/jpeg;base64,{base64_image}"}}
]
})
else:
vllm_messages.append({"role": "user", "content": user_message})
return vllm_messages