Modal
UnknownServerless AI infrastructure for inference, training, batch processing, and secure compute.
工具信息
什么是 Modal？
Modal is a code-defined cloud infrastructure platform for AI and data workloads. It lets teams run CPU-, GPU-, and data-intensive workloads, including model inference, training, batch processing, and isolated sandboxes.
核心功能
Serverless AI compute
Run CPU-, GPU-, and data-intensive workloads with sub-second cold starts and autoscaling.
Inference deployment
Deploy and scale inference for language models, audio, image and video generation, embeddings, and custom models.
Model training
Support fine-tuning, reinforcement learning, multi-node training, and parallel hyperparameter sweeps.
Secure sandboxes
Create programmatically scalable, secure, ephemeral environments for untrusted code and agent workloads.
Global GPU infrastructure
Access GPUs on demand across clouds and regions, with automated fleet health and scaling based on demand.
Observability and governance
Use integrated logging, visibility into functions, sandboxes, and containers, plus team controls, isolation, SOC2 and HIPAA support, and data residency controls.
使用场景
- #1
LLM inference
Run language models or inference engines on GPU hardware and scale capacity with request demand.
- #2
Multimodal inference
Run image, video, audio, embedding, and custom-model workloads with configurable frameworks and hardware.
- #3
Batch processing
Run evaluations, embeddings, re-ranking, and dataset generation in parallel across GPUs.
- #4
Fine-tuning
Perform SFT, LoRA, and full fine-tuning on supported GPU configurations.
- #5
AI coding agents
Create isolated development sandboxes with custom images and dependencies for coding agents.
- #6
Reinforcement learning
Run concurrent trajectories and rollout environments alongside training and inference infrastructure.
定价方案
Pricing is not clearly published in the provided official-source facts.
替代工具
常见问题
What is Modal?
What programming language does Modal support?
Can Modal run GPU workloads?
Does Modal support model fine-tuning?
Can Modal be used for AI coding agents?
What is Modal's pricing?
Modal 联系方式与社交媒体
- 网站：
- Twitter
- YouTube
- LinkedIn
- GitHub