About DockerFit
AI/ML Infrastructure Configuration Engine
Our Mission
DockerFit eliminates the frustration of configuring AI/ML environments by providing an intelligent Dockerfile generator based on verified compatibility matrices.
We understand the pain of CUDA version hell, driver incompatibilities, and cryptic error messages. That's why we built DockerFit β to give you confidence that your environment will work before you spend hours building images.
What We Do
Compatibility Matrix Database
We maintain a curated database of tested compatibility combinations for PyTorch, TensorFlow, vLLM, and more. Every framework version is mapped to compatible CUDA versions, Python versions, and NVIDIA drivers.
Intelligent Configuration
Select your deployment target (AWS g5, Hugging Face Spaces, local development, etc.) and DockerFit automatically recommends the best CUDA version and generates optimized Dockerfiles with proper settings.
Production-Ready Output
Generated Dockerfiles include best practices: multi-stage builds, cache optimization, minimal image sizes, proper user permissions, and platform-specific configurations.
Key Features
π― Hardware Target Selection
Choose from 12+ deployment targets including AWS EC2, GCP, Azure, Hugging Face Spaces, and more
π Smart CUDA Matching
Automatically selects compatible CUDA versions based on your framework and hardware choice
π¦ Multiple Frameworks
Support for PyTorch (9 versions), TensorFlow (8 versions), vLLM, and modern web frameworks
π Optimized Images
Multi-stage builds, BuildKit cache mounts, and minimal runtime dependencies
π Bilingual Support
Full Chinese and English documentation with localized content
π§ Error Fix Guides
Detailed troubleshooting for common Docker + GPU issues
Built With
Data Sources
Our compatibility data is sourced from official documentation and community testing:
- PyTorch: Official compatibility matrix and Docker Hub tags
- TensorFlow: Official release notes and tested GPU configurations
- NVIDIA: CUDA compatibility guide and driver requirements
- Cloud Providers: AWS, GCP, Azure GPU instance specifications
Get in Touch
Have questions, suggestions, or found an issue with our compatibility data? We'd love to hear from you!
[email protected]Built with β€οΈ for the AI/ML community
Β© 2025 DockerFit. All compatibility data sourced from official documentation.