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Gary Miguel редактировал(а) эту страницу 2021-10-19 17:42:12 -07:00

Содержание

• Learning Roadmap
• Basic
• Intermediate
• Advanced
• Domain Experts

Learning Roadmap

See ORT Mindmap for an alternate way of visualizing the relationships between these topics (right click and hold to drag, ctrl+scroll to zoom).

Basic

• InferenceSession/ORTModule
• Graph/Node/NodeArg
• Ops and Kernels
• ORTValue/Tensor
• GraphTransformer
• Per-op Gradient Building
• Performance Investigation

Intermediate

• ExecutionProvider
• IOBinding/dlpack
• PyBind
• Gradient Graph Building
• CUDA Programming

Advanced

• Execution Engine

  • SessionState
  • ExecutionFrame

• Memory Management

• Distributed Training

Domain Experts

• Performance optimization for CUDA kernels
• Hyper-parameter tuning

Please use the learning roadmap on the home wiki page for building general understanding of ORT.

Navigation by topic

Upcoming Release Roadmap

Glossary

Development

• Github Development
• Tips & Tricks
• Logging
• Leverage Existing Artifacts

Common Tasks

• Run a model
• Write a kernel
• Investigate performance shortcomings
• Testing
• Update documentation

Dependencies

• ONNX

Core Architecture

• Execution Engine
• Execution Provider
• Graph
• Memory Management
• Ops and Kernels
• User Interface

Feature Details

• Contrib Ops
• CUDA Programming

Inferencing

Training

• Model Training Domain Knowledge
• Distributed Training