tommyjiang / mmcv

OpenMMLab Computer Vision Foundation

Introduction

MMCV is a foundational python library for computer vision research and supports many research projects as below:

• MMDetection: Detection toolbox and benchmark
• MMDetection3D: General 3D object detection toolbox and benchmark
• MMSegmentation: Semantic segmentation toolbox and benchmark
• MMEditing: Image and video editing toolbox
• MMPose: Pose estimation toolbox and benchmark
• MMAction2: Action understanding toolbox and benchmark
• MMClassification: Image classification toolbox and benchmark

It provides the following functionalities.

• Universal IO APIs
• Image/Video processing
• Image and annotation visualization
• Useful utilities (progress bar, timer, ...)
• PyTorch runner with hooking mechanism
• Various CNN architectures
• High-quality implementation of common CUDA ops

See the documentation for more features and usage.

Note: MMCV requires Python 3.6+.

Installation

There are two versions of MMCV:

• mmcv: lite, without CUDA ops but all other features, similar to mmcv<1.0.0. It is useful when you do not need those CUDA ops.
• mmcv-full: comprehensive, with full features and various CUDA ops out of box. It takes longer time to build.

Note: Do not install both versions in the same environment, otherwise you may encounter errors like ModuleNotFound. You need to uninstall one before installing the other.

a. Install the lite version.

pip install mmcv

b. Install the full version.

Before installing mmcv-full, make sure that PyTorch has been successfully installed following the official guide.

We provide pre-built mmcv packages (recommended) with different PyTorch and CUDA versions to simplify the building.

For pip < 20.3, please refer to the following table:

CUDA	torch 1.7	torch 1.6	torch 1.5	torch 1.4	torch 1.3
11.0	install pip install mmcv-full==latest+torch1.7.0+cu110 -f https://download.openmmlab.com/mmcv/dist/index.html
10.2	install pip install mmcv-full==latest+torch1.7.0+cu102 -f https://download.openmmlab.com/mmcv/dist/index.html	install pip install mmcv-full==latest+torch1.6.0+cu102 -f https://download.openmmlab.com/mmcv/dist/index.html	install pip install mmcv-full==latest+torch1.5.0+cu102 -f https://download.openmmlab.com/mmcv/dist/index.html
10.1	install pip install mmcv-full==latest+torch1.7.0+cu101 -f https://download.openmmlab.com/mmcv/dist/index.html	install pip install mmcv-full==latest+torch1.6.0+cu101 -f https://download.openmmlab.com/mmcv/dist/index.html	install pip install mmcv-full==latest+torch1.5.0+cu101 -f https://download.openmmlab.com/mmcv/dist/index.html	install pip install mmcv-full==latest+torch1.4.0+cu101 -f https://download.openmmlab.com/mmcv/dist/index.html	install pip install mmcv-full==latest+torch1.3.0+cu101 -f https://download.openmmlab.com/mmcv/dist/index.html
9.2	install pip install mmcv-full==latest+torch1.7.0+cu92 -f https://download.openmmlab.com/mmcv/dist/index.html	install pip install mmcv-full==latest+torch1.6.0+cu92 -f https://download.openmmlab.com/mmcv/dist/index.html	install pip install mmcv-full==latest+torch1.5.0+cu92 -f https://download.openmmlab.com/mmcv/dist/index.html	install pip install mmcv-full==latest+torch1.4.0+cu92 -f https://download.openmmlab.com/mmcv/dist/index.html	install pip install mmcv-full==latest+torch1.3.0+cu92 -f https://download.openmmlab.com/mmcv/dist/index.html
cpu	install pip install mmcv-full==latest+torch1.7.0+cpu -f https://download.openmmlab.com/mmcv/dist/index.html	install pip install mmcv-full==latest+torch1.6.0+cpu -f https://download.openmmlab.com/mmcv/dist/index.html	install pip install mmcv-full==latest+torch1.5.0+cpu -f https://download.openmmlab.com/mmcv/dist/index.html	install pip install mmcv-full==latest+torch1.4.0+cpu -f https://download.openmmlab.com/mmcv/dist/index.html	install pip install mmcv-full==latest+torch1.3.0+cpu -f https://download.openmmlab.com/mmcv/dist/index.html

For pip >= 20.3, please refer to the following table:

(NOTE: Please refer to the Releases and replace {mmcv_version} a specified one. e.g. 1.2.1; BTW, specifying version using latest is currently disabled.)

CUDA	torch 1.7	torch 1.6	torch 1.5	torch 1.4	torch 1.3
11.0	install pip install mmcv-full==={mmcv_version} -f https://download.openmmlab.com/mmcv/dist/cu110/torch1.7.0/index.html
10.2	install pip install mmcv-full==={mmcv_version} -f https://download.openmmlab.com/mmcv/dist/cu102/torch1.7.0/index.html	install pip install mmcv-full==={mmcv_version} -f https://download.openmmlab.com/mmcv/dist/cu102/torch1.6.0/index.html	install pip install mmcv-full==={mmcv_version} -f https://download.openmmlab.com/mmcv/dist/cu102/torch1.5.0/index.html
10.1	install pip install mmcv-full==={mmcv_version} -f https://download.openmmlab.com/mmcv/dist/cu101/torch1.7.0/index.html	install pip install mmcv-full==={mmcv_version} -f https://download.openmmlab.com/mmcv/dist/cu101/torch1.6.0/index.html	install pip install mmcv-full==={mmcv_version} -f https://download.openmmlab.com/mmcv/dist/cu101/torch1.5.0/index.html	install pip install mmcv-full==={mmcv_version} -f https://download.openmmlab.com/mmcv/dist/cu101/torch1.4.0/index.html	install pip install mmcv-full==={mmcv_version} -f https://download.openmmlab.com/mmcv/dist/cu101/torch1.3.0/index.html
9.2	install pip install mmcv-full==={mmcv_version} -f https://download.openmmlab.com/mmcv/dist/cu92/torch1.7.0/index.html	install pip install mmcv-full==={mmcv_version} -f https://download.openmmlab.com/mmcv/dist/cu92/torch1.6.0/index.html	install pip install mmcv-full==={mmcv_version} -f https://download.openmmlab.com/mmcv/dist/cu92/torch1.5.0/index.html	install pip install mmcv-full==={mmcv_version} -f https://download.openmmlab.com/mmcv/dist/cu92/torch1.4.0/index.html	install pip install mmcv-full==={mmcv_version} -f https://download.openmmlab.com/mmcv/dist/cu92/torch1.3.0/index.html
cpu	install pip install mmcv-full==={mmcv_version} -f https://download.openmmlab.com/mmcv/dist/cpu/torch1.7.0/index.html	install pip install mmcv-full==={mmcv_version} -f https://download.openmmlab.com/mmcv/dist/cpu/torch1.6.0/index.html	install pip install mmcv-full==={mmcv_version} -f https://download.openmmlab.com/mmcv/dist/cpu/torch1.5.0/index.html	install pip install mmcv-full==={mmcv_version} -f https://download.openmmlab.com/mmcv/dist/cpu/torch1.4.0/index.html	install pip install mmcv-full==={mmcv_version} -f https://download.openmmlab.com/mmcv/dist/cpu/torch1.3.0/index.html

Another way is to compile locally by running

pip install mmcv-full

c. Install full version with custom operators for onnxruntime

• Check here for detailed instruction.

Note that the local compiling may take up to 10 mins.

If you would like to build MMCV from source, please refer to the guide.

FAQ

If you face some installation issues, CUDA related issues or RuntimeErrors, you may first refer to this Trouble Shooting Page.