MindSpore

Design

  • MindSpore Design Overview
  • Programming Paradigm
  • Functional Differential Programming
  • MindSpore IR (MindIR)
  • Full-scenarios Unification
  • Combination of Dynamic and Static Graphs
  • Third-Party Hardware Interconnection
  • Distributed Training Design
  • Graph-Kernel Fusion Acceleration Engine
  • High Performance Data Processing Engine
  • Glossary

Models

  • Official Models

API

  • mindspore
  • mindspore.nn
  • mindspore.ops
  • mindspore.ops.primitive
  • mindspore.amp
  • mindspore.train
  • mindspore.communication
  • mindspore.common.initializer
  • mindspore.dataset
  • mindspore.dataset.transforms
  • mindspore.mindrecord
  • mindspore.nn.probability
  • mindspore.rewrite
  • mindspore.boost
  • mindspore.numpy
  • mindspore.scipy

API Mapping

  • PyTorch and MindSpore API Mapping Table
  • TensorFlow and MindSpore API Mapping Table

Migration Guide

  • Overview of Migration Guide
  • Environment Preparation and Information Acquisition
  • Model Analysis and Preparation
  • Constructing MindSpore Network
  • Debugging and Tuning
  • Network Migration Debugging Example
  • FAQs

Syntax Support

  • Static Graph Syntax Support
  • Tensor Index Support

FAQ

  • Installation
  • Data Processing
  • Implement Problem
  • Network Compilation
  • Operators Compile
  • Migration from a Third-party Framework
  • Performance Tuning
  • Precision Tuning
  • Distributed Parallel
  • Inference
  • Feature Advice

RELEASE NOTES

  • Release Notes
MindSpore
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  • MindSpore Documentation
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MindSpore Documentation

Design
The design concept of MindSpore's main functions to help framework developers better understand the overall architecture.
Model Libraries
Contains model examples and performance data for different domains.
API
MindSpore API description list.
API Mapping
API mapping between PyTorch and MindSpore, TensorFlow and MindSpore provided by the community.
Migration Guide
The complete steps and considerations for migrating neural networks from other machine learning frameworks to MindSpore.
Syntax Support
Syntax support for static graphs, Tensor indexes, etc.
FAQ
Frequently asked questions and answers, including installation, data processing, compilation and execution, debugging and tuning, distributed parallelism, inference, etc.
RELEASE NOTES
Contains information on major features and augments, API changes for the release versions.
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