Run GPU workloads in the cloud with Python decorators. Modal provides serverless A100/H100 GPUs for model inference, fine-tuning, and batch jobs with zero infrastructure.
这里应该同时让用户和 Agent 知道第一步该复制什么、安装什么、落到哪里。
pip install modal && modal setupPython 装饰器把本地函数变成云端 GPU 任务。
Serverless GPU 云平台，Python 装饰器定义云函数，自动 GPU 分配/扩缩/计费。
一句话总结：Serverless GPU 云，Python 装饰器 → 云端 A100/H100，自动扩缩按秒计费，无 Docker/K8s，推理/微调/批处理最简路径。
适合人群：需要云 GPU 但不想管基础设施的 ML 工程师。
Q: 冷启动？ A: ~30 秒首次，预热容器 <1 秒。
modal.com — Serverless GPU 云
Cloud platform to run open-source AI models with a simple API. Replicate hosts Llama, Stable Diffusion, Whisper, and thousands of models — no GPU setup or Docker required.
Fully managed vector database for production AI search. Pinecone offers serverless scaling, hybrid search, metadata filtering, and enterprise security with zero infrastructure.