mmcv/README.md

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2020-07-08 12:47:37 +08:00
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## Introduction
MMCV is a foundational python library for computer vision research and supports many
research projects in MMLAB, such as [MMDetection](https://github.com/open-mmlab/mmdetection) and [MMAction](https://github.com/open-mmlab/mmaction).
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](http://mmcv.readthedocs.io/en/latest) 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.
### Install with pip
a. Install the lite version.
```python
pip install mmcv
```
b. Install the full version.
We provide the pre-built mmcv package with different PyTorch and CUDA versions to simplify the building.
<table class="docutils"><tbody><tr><th width="80"> CUDA </th><th valign="bottom" align="left" width="100">torch 1.5</th><th valign="bottom" align="left" width="100">torch 1.4</th><th valign="bottom" align="left" width="100">torch 1.3</th></tr>
<tr><td align="left">10.2</td><td align="left"><details><summary> install </summary><pre><code>pip install mmcv-full==latest+torch1.5.0+cu102 -f https://openmmlab.oss-accelerate.aliyuncs.com/mmcv/dist/index.html
</code></pre> </details> </td> <td align="left"> </td> <td align="left"> </td> </tr>
<tr><td align="left">10.1</td><td align="left"><details><summary> install </summary><pre><code> pip install mmcv-full==latest+torch1.5.0+cu101 -f https://openmmlab.oss-accelerate.aliyuncs.com/mmcv/dist/index.html
</code></pre> </details> </td> <td align="left"><details><summary> install </summary><pre><code>pip install mmcv-full==latest+torch1.4.0+cu101 -f https://openmmlab.oss-accelerate.aliyuncs.com/mmcv/dist/index.html
</code></pre> </details> </td> <td align="left"><details><summary> install </summary><pre><code>pip install mmcv-full==latest+torch1.3.0+cu101 -f https://openmmlab.oss-accelerate.aliyuncs.com/mmcv/dist/index.html
</code></pre> </details> </td></tr>
<tr><td align="left">10.0</td><td align="left"> </td><td align="left"> </td> <td align="left"> </td> </tr>
<tr><td align="left">9.2</td><td align="left"><details><summary> install </summary><pre><code> pip install mmcv-full==latest+torch1.5.0+cu92 -f https://openmmlab.oss-accelerate.aliyuncs.com/mmcv/dist/index.html
</code></pre> </details> </td> <td align="left"><details><summary> install </summary><pre><code>pip install mmcv-full==latest+torch1.4.0+cu92 -f https://openmmlab.oss-accelerate.aliyuncs.com/mmcv/dist/index.html
</code></pre> </details> </td> <td align="left"><details><summary> install </summary><pre><code>pip install mmcv-full==latest+torch1.3.0+cu92 -f https://openmmlab.oss-accelerate.aliyuncs.com/mmcv/dist/index.html
</code></pre> </details> </td></tr>
<tr><td align="left">cpu</td><td align="left"><details><summary> install </summary><pre><code> pip install mmcv-full==latest+torch1.5.0+cpu -f https://openmmlab.oss-accelerate.aliyuncs.com/mmcv/dist/index.html
</code></pre> </details> </td> <td align="left"><details><summary> install </summary><pre><code>pip install mmcv-full==latest+torch1.4.0+cpu -f https://openmmlab.oss-accelerate.aliyuncs.com/mmcv/dist/index.html
</code></pre> </details> </td> <td align="left"><details><summary> install </summary><pre><code>pip install mmcv-full==latest+torch1.3.0+cpu -f https://openmmlab.oss-accelerate.aliyuncs.com/mmcv/dist/index.html
</code></pre> </details> </td> </tr>
</tbody></table>
Another way is to compile locally by running
```python
pip install mmcv-full
```
Note that the local compiling may take up to 10 mins.
### Install from source
After cloning the repo with
```bash
git clone https://github.com/open-mmlab/mmcv.git
cd mmcv
```
You can either
- install the lite version
```bash
pip install -e .
```
- install the full version
```bash
MMCV_WITH_OPS=1 pip install -e .
```
If you are on macOS, add the following environment variables before the installing command.
```bash
CC=lang CXX=clang++ CFLAGS='-stdlib=libc++'
```
e.g.,
```bash
CC=lang CXX=clang++ CFLAGS='-stdlib=libc++' MMCV_WITH_OPS=1 pip install -e .
```
Note: If you would like to use `opencv-python-headless` instead of `opencv-python`,
e.g., in a minimum container environment or servers without GUI,
you can first install it before installing MMCV to skip the installation of `opencv-python`.