Modal Cloud Compute

关于

Modal is a high-performance serverless platform that simplifies running Python code in the cloud without managing infrastructure. It enables developers to execute compute-intensive tasks on powerful GPUs, scale functions horizontally to thousands of containers, and build robust serverless APIs. Whether you are training large language models, processing massive datasets in parallel, or scheduling recurring data jobs, Modal provides the environment and specialized hardware needed for modern AI and data science workloads while ensuring you only pay for the compute you use.

主要功能

• Automatic horizontal scaling from zero to thousands of containers based on demand.
• Persistent storage via Modal Volumes for sharing data and model weights between runs.
• Declarative environment management using custom Modal Images and dependency pinning.
• Instant access to powerful GPUs including H100 and B200 for AI/ML workloads.
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• Secure secret management for handling API keys and sensitive environment variables.

使用场景

• Running massive parallel batch processing jobs for data science and analytics.
• Deploying and serving Large Language Models (LLMs) and diffusion models for inference.
• Building and deploying serverless web APIs and scheduled cron jobs without server management.