MindSpore

Design

  • Functional Differential Programming
  • Distributed Training Design
  • MindSpore IR (MindIR)
  • Second Order Optimizer
  • Design of Visualization↗
  • Glossary

Specification

  • Benchmarks
  • Network List↗
  • API List
  • Syntax Support

API

  • mindspore
  • mindspore.amp
  • mindspore.common.initializer
  • mindspore.communication
  • mindspore.dataset
  • mindspore.dataset.audio
  • mindspore.dataset.config
  • mindspore.dataset.text
  • mindspore.dataset.transforms
  • mindspore.dataset.vision
  • mindspore.mindrecord
  • mindspore.nn
  • mindspore.nn.probability
  • mindspore.nn.transformer
  • mindspore.numpy
  • mindspore.ops
  • mindspore.ops.function
  • mindspore.rewrite
  • mindspore.scipy
  • mindspore.boost
  • C++ API↗

API Mapping

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

Migration Guide

  • Overview
  • Environment Preparation and Information Acquisition
  • Model Analysis and Preparation
  • Constructing MindSpore Network
  • Debugging and Tuning
  • Network Migration Debugging Example
  • FAQs
  • Differences Between MindSpore and PyTorch
  • Using Third-party Operator Libraries Based on Customized Interfaces

FAQ

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

RELEASE NOTES

  • Release Notes
MindSpore
  • »
  • MindSpore Documentation
  • View page source

MindSpore Documentation

Design
The design concept of MindSpore's main functions to help framework developers better understand the overall architecture.
Specifications
Specifications of benchmark performance, network support, API support and syntax support.
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.
FAQ
Frequently asked questions and answers, including installation, data processing, compilation and execution, debugging and tuning, distributed parallelism, inference, etc.

Click to download the API documentation

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