Cerebrium

vLLM 可以在基于云的 GPU 机器上通过 Cerebrium 运行，Cerebrium 是一个无服务器 AI 基础设施平台，旨在简化公司构建和部署基于 AI 的应用程序的流程。

要安装 Cerebrium 客户端，请运行

pip install cerebrium
cerebrium login

接下来，创建您的 Cerebrium 项目，运行

cerebrium init vllm-project

接下来，要安装所需的软件包，请将以下内容添加到您的 cerebrium.toml 文件中

[cerebrium.deployment]
docker_base_image_url = "nvidia/cuda:12.1.1-runtime-ubuntu22.04"

[cerebrium.dependencies.pip]
vllm = "latest"

接下来，让我们添加代码来处理您选择的 LLM 的推理（本示例中使用 mistralai/Mistral-7B-Instruct-v0.1），将以下代码添加到您的 main.py 文件中

from vllm import LLM, SamplingParams

llm = LLM(model="mistralai/Mistral-7B-Instruct-v0.1")

def run(prompts: list[str], temperature: float = 0.8, top_p: float = 0.95):

    sampling_params = SamplingParams(temperature=temperature, top_p=top_p)
    outputs = llm.generate(prompts, sampling_params)

    # Print the outputs.
    results = []
    for output in outputs:
        prompt = output.prompt
        generated_text = output.outputs[0].text
        results.append({"prompt": prompt, "generated_text": generated_text})

    return {"results": results}

然后，运行以下代码将其部署到云端

cerebrium deploy

如果成功，您应该会收到一个 CURL 命令，您可以使用该命令调用推理。请记住在 URL 末尾添加您正在调用的函数名称（在本例中为 /run）

curl -X POST https://api.cortex.cerebrium.ai/v4/p-xxxxxx/vllm/run \
 -H 'Content-Type: application/json' \
 -H 'Authorization: <JWT TOKEN>' \
 --data '{
   "prompts": [
     "Hello, my name is",
     "The president of the United States is",
     "The capital of France is",
     "The future of AI is"
   ]
 }'

您应该会收到如下响应

{
    "run_id": "52911756-3066-9ae8-bcc9-d9129d1bd262",
    "result": {
        "result": [
            {
                "prompt": "Hello, my name is",
                "generated_text": " Sarah, and I'm a teacher. I teach elementary school students. One of"
            },
            {
                "prompt": "The president of the United States is",
                "generated_text": " elected every four years. This is a democratic system.\n\n5. What"
            },
            {
                "prompt": "The capital of France is",
                "generated_text": " Paris.\n"
            },
            {
                "prompt": "The future of AI is",
                "generated_text": " bright, but it's important to approach it with a balanced and nuanced perspective."
            }
        ]
    },
    "run_time_ms": 152.53663063049316
}

现在您拥有一个自动缩放的端点，您只需为您使用的计算资源付费！