diff --git a/README.md b/README.md
index 9583ca9..29d3953 100644
--- a/README.md
+++ b/README.md
@@ -14,7 +14,7 @@
-本资源清单包含820个python机器学习相关的开源工具资源，这些热门工具总共分成32个不同的子板块，这些项目目前在github上已经收到3.1M个点赞。所有的工具资源每周会自动从GitHub和工具维护平台采集信息，并更新排行展示。本清单参考[best-of模板](https://github.com/best-of-lists/best-of)完成，内容参考了[awesome-machine-learning](https://github.com/josephmisiti/awesome-machine-learning)，欢迎大家提PR丰富本清单。
+本资源清单包含820个python机器学习相关的开源工具资源，这些热门工具总共分成32个不同的子板块，这些项目目前在github上已经收到3.5M个点赞。所有的工具资源每周会自动从GitHub和工具维护平台采集信息，并更新排行展示。本清单参考[best-of模板](https://github.com/best-of-lists/best-of)完成，内容参考了[awesome-machine-learning](https://github.com/josephmisiti/awesome-machine-learning)，欢迎大家提PR丰富本清单。
## 目录
- [机器学习框架](#机器学习框架) _54 个项目_
@@ -83,217 +83,229 @@
_通用机器学习和深度学习框架。_
-Tensorflow (🥇44 · ⭐ 160K) - 适用于所有人的开源机器学习框架。Apache-2 
+Tensorflow (🥇44 · ⭐ 170K) - 适用于所有人的开源机器学习框架。Apache-2
-- [GitHub](https://github.com/tensorflow/tensorflow) (👨💻 3.9K · 🔀 69K · 📦 170K · 📋 34K - 7% open · ⏱️ 16.12.2021):
+- [GitHub](https://github.com/tensorflow/tensorflow) (👨💻 4.1K · 🔀 70K · 📦 210K · 📋 35K - 5% open · ⏱️ 26.08.2022):
```
git clone https://github.com/tensorflow/tensorflow
```
-- [PyPi](https://pypi.org/project/tensorflow) (📥 15M / month):
+- [PyPi](https://pypi.org/project/tensorflow) (📥 14M / month):
```
pip install tensorflow
```
-- [Conda](https://anaconda.org/conda-forge/tensorflow) (📥 2.9M · ⏱️ 08.12.2021):
+- [Conda](https://anaconda.org/conda-forge/tensorflow) (📥 3.6M · ⏱️ 20.07.2022):
```
conda install -c conda-forge tensorflow
```
-- [Docker Hub](https://hub.docker.com/r/tensorflow/tensorflow) (📥 63M · ⭐ 2K · ⏱️ 16.12.2021):
+- [Docker Hub](https://hub.docker.com/r/tensorflow/tensorflow) (📥 67M · ⭐ 2K · ⏱️ 25.08.2022):
```
docker pull tensorflow/tensorflow
```
scikit-learn (🥇38 · ⭐ 48K) - scikit-learn：基于Python的机器学习工具库。BSD-3 
+scikit-learn (🥇39 · ⭐ 51K) - scikit-learn：基于Python的机器学习工具库。BSD-3
-- [GitHub](https://github.com/scikit-learn/scikit-learn) (👨💻 2.4K · 🔀 22K · 📥 760 · 📦 290K · 📋 9K - 18% open · ⏱️ 15.12.2021):
+- [GitHub](https://github.com/scikit-learn/scikit-learn) (👨💻 2.7K · 🔀 23K · 📥 810 · 📦 390K · 📋 9.6K - 16% open · ⏱️ 26.08.2022):
```
git clone https://github.com/scikit-learn/scikit-learn
```
-- [PyPi](https://pypi.org/project/scikit-learn) (📥 25M / month):
+- [PyPi](https://pypi.org/project/scikit-learn) (📥 31M / month):
```
pip install scikit-learn
```
-- [Conda](https://anaconda.org/conda-forge/scikit-learn) (📥 11M · ⏱️ 14.12.2021):
+- [Conda](https://anaconda.org/conda-forge/scikit-learn) (📥 15M · ⏱️ 05.08.2022):
```
conda install -c conda-forge scikit-learn
```
XGBoost (🥇37 · ⭐ 22K) - 可扩展，高效和分布式梯度增强（GBDT，GBRT等）的boosting工具库。Apache-2
+XGBoost (🥇37 · ⭐ 23K) - 可扩展，高效和分布式梯度增强（GBDT，GBRT等）的boosting工具库。Apache-2
-- [GitHub](https://github.com/dmlc/xgboost) (👨💻 540 · 🔀 7.7K · 📥 3.5K · 📦 25K · 📋 4.2K - 6% open · ⏱️ 16.12.2021):
+- [GitHub](https://github.com/dmlc/xgboost) (👨💻 570 · 🔀 7.9K · 📥 5K · 📦 35K · 📋 4.5K - 5% open · ⏱️ 25.08.2022):
```
git clone https://github.com/dmlc/xgboost
```
-- [PyPi](https://pypi.org/project/xgboost) (📥 8.8M / month):
+- [PyPi](https://pypi.org/project/xgboost) (📥 8.3M / month):
```
pip install xgboost
```
-- [Conda](https://anaconda.org/conda-forge/xgboost) (📥 2.2M · ⏱️ 20.11.2021):
+- [Conda](https://anaconda.org/conda-forge/xgboost) (📥 2.9M · ⏱️ 12.08.2022):
```
conda install -c conda-forge xgboost
```
LightGBM (🥇36 · ⭐ 13K) - 快速，分布式，高性能梯度提升（GBT，GBDT，GBRT等）的boosting工具库。MIT
+LightGBM (🥇35 · ⭐ 14K) - 快速，分布式，高性能梯度提升（GBT，GBDT，GBRT等）的boosting工具库。MIT
-- [GitHub](https://github.com/microsoft/LightGBM) (👨💻 250 · 🔀 3.4K · 📥 130K · 📦 10K · 📋 2.5K - 5% open · ⏱️ 15.12.2021):
+- [GitHub](https://github.com/microsoft/LightGBM) (👨💻 270 · 🔀 3.5K · 📥 160K · 📦 15K · 📋 2.8K - 7% open · ⏱️ 25.08.2022):
```
git clone https://github.com/microsoft/LightGBM
```
-- [PyPi](https://pypi.org/project/lightgbm) (📥 11M / month):
+- [PyPi](https://pypi.org/project/lightgbm) (📥 6M / month):
```
pip install lightgbm
```
-- [Conda](https://anaconda.org/conda-forge/lightgbm) (📥 830K · ⏱️ 20.11.2021):
+- [Conda](https://anaconda.org/conda-forge/lightgbm) (📥 1.2M · ⏱️ 08.01.2022):
```
conda install -c conda-forge lightgbm
```
pytorch-lightning (🥇35 · ⭐ 17K) - 轻巧而具备高性能的PyTorch上层封装工具库。Apache-2 
+Fastai (🥇34 · ⭐ 23K) - Fastai深度学习库。Apache-2
-- [GitHub](https://github.com/PyTorchLightning/pytorch-lightning) (👨💻 590 · 🔀 2K · 📥 4.9K · 📦 6K · 📋 4.3K - 8% open · ⏱️ 16.12.2021):
+- [GitHub](https://github.com/fastai/fastai) (👨💻 210 · 🔀 7.1K · 📦 11K · 📋 1.7K - 6% open · ⏱️ 19.08.2022):
```
- git clone https://github.com/PyTorchLightning/pytorch-lightning
- ```
-- [PyPi](https://pypi.org/project/pytorch-lightning) (📥 870K / month):
- ```
- pip install pytorch-lightning
+ git clone https://github.com/fastai/fastai
```
-- [Conda](https://anaconda.org/conda-forge/pytorch-lightning) (📥 380K · ⏱️ 16.12.2021):
+- [PyPi](https://pypi.org/project/fastai) (📥 280K / month):
```
- conda install -c conda-forge pytorch-lightning
+ pip install fastai
```
Thinc (🥇34 · ⭐ 2.4K) - 深度学习工具库。MIT
+Thinc (🥇34 · ⭐ 2.6K) - 深度学习工具库。MIT
-- [GitHub](https://github.com/explosion/thinc) (👨💻 42 · 🔀 220 · 📦 18K · 📋 110 - 13% open · ⏱️ 16.12.2021):
+- [GitHub](https://github.com/explosion/thinc) (👨💻 53 · 🔀 240 · 📦 23K · 📋 120 - 11% open · ⏱️ 05.08.2022):
```
git clone https://github.com/explosion/thinc
```
-- [PyPi](https://pypi.org/project/thinc) (📥 5.7M / month):
+- [PyPi](https://pypi.org/project/thinc) (📥 4.1M / month):
```
pip install thinc
```
-- [Conda](https://anaconda.org/conda-forge/thinc) (📥 1.8M · ⏱️ 08.12.2021):
+- [Conda](https://anaconda.org/conda-forge/thinc) (📥 2.2M · ⏱️ 08.07.2022):
```
conda install -c conda-forge thinc
```
PyTorch (🥈33 · ⭐ 53K) - 具有强大GPU的Python中的张量和动态神经网络构建工具库。BSD-3
+PyTorch (🥈33 · ⭐ 58K) - 具有强大GPU的Python中的张量和动态神经网络构建工具库。BSD-3
-- [GitHub](https://github.com/pytorch/pytorch) (👨💻 3K · 🔀 14K · 📥 600 · 📋 24K - 31% open · ⏱️ 16.12.2021):
+- [GitHub](https://github.com/pytorch/pytorch) (👨💻 3.5K · 🔀 16K · 📥 5.6K · 📋 28K - 32% open · ⏱️ 26.08.2022):
```
git clone https://github.com/pytorch/pytorch
```
-- [PyPi](https://pypi.org/project/torch) (📥 6.3M / month):
+- [PyPi](https://pypi.org/project/torch) (📥 8.5M / month):
```
pip install torch
```
-- [Conda](https://anaconda.org/pytorch/pytorch) (📥 14M · ⏱️ 15.12.2021):
+- [Conda](https://anaconda.org/pytorch/pytorch) (📥 19M · ⏱️ 04.08.2022):
```
conda install -c pytorch pytorch
```
StatsModels (🥈33 · ⭐ 6.9K) - Statsmodels：Python中的统计建模和计量经济学工具库。BSD-3
+dlib (🥈33 · ⭐ 11K) - 进行现实世界机器学习和数据分析的工具包。❗️BSL-1.0
-- [GitHub](https://github.com/statsmodels/statsmodels) (👨💻 350 · 🔀 2.2K · 📥 26 · 📦 55K · 📋 4.5K - 46% open · ⏱️ 15.12.2021):
+- [GitHub](https://github.com/davisking/dlib) (👨💻 180 · 🔀 2.7K · 📥 25K · 📦 16K · 📋 2.1K - 1% open · ⏱️ 26.08.2022):
```
- git clone https://github.com/statsmodels/statsmodels
+ git clone https://github.com/davisking/dlib
```
-- [PyPi](https://pypi.org/project/statsmodels) (📥 7.5M / month):
+- [PyPi](https://pypi.org/project/dlib) (📥 91K / month):
```
- pip install statsmodels
+ pip install dlib
```
-- [Conda](https://anaconda.org/conda-forge/statsmodels) (📥 5.4M · ⏱️ 13.11.2021):
+- [Conda](https://anaconda.org/conda-forge/dlib) (📥 460K · ⏱️ 08.05.2022):
```
- conda install -c conda-forge statsmodels
+ conda install -c conda-forge dlib
```
PaddlePaddle (🥈32 · ⭐ 17K) - paddlepaddle机器学习与深度学习工具库。Apache-2 
+Keras (🥈32 · ⭐ 56K) - 易上手的深度学习工具库。Apache-2
-- [GitHub](https://github.com/PaddlePaddle/Paddle) (👨💻 670 · 🔀 4K · 📥 15K · 📦 83 · 📋 14K - 14% open · ⏱️ 16.12.2021):
+- [GitHub](https://github.com/keras-team/keras) (👨💻 1.1K · 🔀 18K · 📋 11K - 2% open · ⏱️ 26.08.2022):
```
- git clone https://github.com/PaddlePaddle/Paddle
+ git clone https://github.com/keras-team/keras
```
-- [PyPi](https://pypi.org/project/paddlepaddle) (📥 110K / month):
+- [PyPi](https://pypi.org/project/keras) (📥 8.4M / month):
```
- pip install paddlepaddle
+ pip install keras
+ ```
+- [Conda](https://anaconda.org/conda-forge/keras) (📥 2.5M · ⏱️ 19.05.2022):
+ ```
+ conda install -c conda-forge keras
```
PySpark (🥈31 · ⭐ 32K) - Apache Spark Python API。Apache-2 
+PySpark (🥈32 · ⭐ 34K) - Apache Spark Python API。Apache-2
-- [GitHub](https://github.com/apache/spark) (👨💻 2.6K · 🔀 24K · ⏱️ 16.12.2021):
+- [GitHub](https://github.com/apache/spark) (👨💻 2.7K · 🔀 25K · ⏱️ 26.08.2022):
```
git clone https://github.com/apache/spark
```
-- [PyPi](https://pypi.org/project/pyspark) (📥 15M / month):
+- [PyPi](https://pypi.org/project/pyspark) (📥 25M / month):
```
pip install pyspark
```
-- [Conda](https://anaconda.org/conda-forge/pyspark) (📥 1.4M · ⏱️ 18.10.2021):
+- [Conda](https://anaconda.org/conda-forge/pyspark) (📥 1.9M · ⏱️ 27.07.2022):
```
conda install -c conda-forge pyspark
```
dlib (🥈31 · ⭐ 11K) - 进行现实世界机器学习和数据分析的工具包。❗️BSL-1.0
+PaddlePaddle (🥈32 · ⭐ 19K) - paddlepaddle机器学习与深度学习工具库。Apache-2
-- [GitHub](https://github.com/davisking/dlib) (👨💻 170 · 🔀 2.6K · 📥 25K · 📦 12K · 📋 2K - 1% open · ⏱️ 16.12.2021):
+- [GitHub](https://github.com/PaddlePaddle/Paddle) (👨💻 810 · 🔀 4.5K · 📥 15K · 📦 140 · 📋 15K - 14% open · ⏱️ 26.08.2022):
```
- git clone https://github.com/davisking/dlib
+ git clone https://github.com/PaddlePaddle/Paddle
```
-- [PyPi](https://pypi.org/project/dlib) (📥 130K / month):
+- [PyPi](https://pypi.org/project/paddlepaddle) (📥 79K / month):
```
- pip install dlib
+ pip install paddlepaddle
```
-- [Conda](https://anaconda.org/conda-forge/dlib) (📥 380K · ⏱️ 03.04.2021):
+Jina (🥈32 · ⭐ 16K) - 在云端构建神经搜索的简便方法库。Apache-2
+
+- [GitHub](https://github.com/jina-ai/jina) (👨💻 150 · 🔀 1.9K · 📦 350 · 📋 1.6K - 1% open · ⏱️ 25.08.2022):
+
```
- conda install -c conda-forge dlib
+ git clone https://github.com/jina-ai/jina
+ ```
+- [PyPi](https://pypi.org/project/jina) (📥 88K / month):
+ ```
+ pip install jina
+ ```
+- [Docker Hub](https://hub.docker.com/r/jinaai/jina) (📥 1.1M · ⭐ 7 · ⏱️ 23.08.2022):
+ ```
+ docker pull jinaai/jina
```
Theano (🥈31 · ⭐ 9.5K) - Theano是一个Python神经网络工具库。❗Unlicensed
+StatsModels (🥈32 · ⭐ 7.7K) - Statsmodels：Python中的统计建模和计量经济学工具库。BSD-3
-- [GitHub](https://github.com/Theano/Theano) (👨💻 380 · 🔀 2.4K · 📦 12K · 📋 2.7K - 21% open · ⏱️ 23.11.2021):
+- [GitHub](https://github.com/statsmodels/statsmodels) (👨💻 380 · 🔀 2.4K · 📥 26 · 📦 68K · 📋 4.8K - 46% open · ⏱️ 23.08.2022):
```
- git clone https://github.com/Theano/Theano
+ git clone https://github.com/statsmodels/statsmodels
```
-- [PyPi](https://pypi.org/project/theano) (📥 230K / month):
+- [PyPi](https://pypi.org/project/statsmodels) (📥 8.8M / month):
```
- pip install theano
+ pip install statsmodels
```
-- [Conda](https://anaconda.org/conda-forge/theano) (📥 1.8M · ⏱️ 10.11.2021):
+- [Conda](https://anaconda.org/conda-forge/statsmodels) (📥 7M · ⏱️ 09.06.2022):
```
- conda install -c conda-forge theano
+ conda install -c conda-forge statsmodels
```
jax (🥈30 · ⭐ 16K) - Python + NumPy程序工具库。Apache-2
+jax (🥈31 · ⭐ 20K) - Python + NumPy程序工具库。Apache-2
-- [GitHub](https://github.com/google/jax) (👨💻 340 · 🔀 1.4K · 📦 3.1K · 📋 2.8K - 28% open · ⏱️ 16.12.2021):
+- [GitHub](https://github.com/google/jax) (👨💻 440 · 🔀 1.8K · 📦 5.3K · 📋 3.4K - 24% open · ⏱️ 26.08.2022):
```
git clone https://github.com/google/jax
```
-- [PyPi](https://pypi.org/project/jax) (📥 1.4M / month):
+- [PyPi](https://pypi.org/project/jax) (📥 610K / month):
```
pip install jax
```
-- [Conda](https://anaconda.org/conda-forge/jaxlib) (📥 250K · ⏱️ 10.12.2021):
+- [Conda](https://anaconda.org/conda-forge/jaxlib) (📥 410K · ⏱️ 25.08.2022):
```
conda install -c conda-forge jaxlib
```
Chainer (🥈30 · ⭐ 5.7K) - 灵活的深度学习神经网络框架。MIT
+Chainer (🥈31 · ⭐ 5.7K) - 灵活的深度学习神经网络框架。MIT
-- [GitHub](https://github.com/chainer/chainer) (👨💻 320 · 🔀 1.3K · 📦 2.4K · 📋 2K - 0% open · ⏱️ 10.06.2021):
+- [GitHub](https://github.com/chainer/chainer) (👨💻 320 · 🔀 1.3K · 📦 2.7K · 📋 2K - 0% open · ⏱️ 29.06.2022):
```
git clone https://github.com/chainer/chainer
@@ -303,252 +315,252 @@ _通用机器学习和深度学习框架。_
pip install chainer
```
Keras (🥈29 · ⭐ 53K) - 易上手的深度学习工具库。❗Unlicensed
+Theano (🥈30 · ⭐ 9.6K · 💤) - Theano是一个Python神经网络工具库。❗Unlicensed
-- [GitHub](https://github.com/keras-team/keras) (👨💻 1K · 🔀 18K · 📋 11K - 1% open · ⏱️ 16.12.2021):
+- [GitHub](https://github.com/Theano/Theano) (👨💻 380 · 🔀 2.4K · 📦 13K · 📋 2.7K - 21% open · ⏱️ 23.11.2021):
```
- git clone https://github.com/keras-team/keras
+ git clone https://github.com/Theano/Theano
```
-- [PyPi](https://pypi.org/project/keras) (📥 7.6M / month):
+- [PyPi](https://pypi.org/project/theano) (📥 270K / month):
```
- pip install keras
+ pip install theano
```
-- [Conda](https://anaconda.org/conda-forge/keras) (📥 2M · ⏱️ 25.11.2021):
+- [Conda](https://anaconda.org/conda-forge/theano) (📥 2.1M · ⏱️ 16.03.2022):
```
- conda install -c conda-forge keras
+ conda install -c conda-forge theano
```
Jina (🥈29 · ⭐ 13K) - 在云端构建神经搜索的简便方法库。Apache-2
+einops (🥈30 · ⭐ 5.5K) - 重塑了深度学习操作（用于pytorch，tensorflow，jax等）的工具库。MIT
-- [GitHub](https://github.com/jina-ai/jina) (👨💻 130 · 🔀 1.7K · 📦 190 · 📋 1.2K - 5% open · ⏱️ 16.12.2021):
+- [GitHub](https://github.com/arogozhnikov/einops) (👨💻 20 · 🔀 240 · 📦 3.9K · 📋 120 - 28% open · ⏱️ 24.08.2022):
```
- git clone https://github.com/jina-ai/jina
+ git clone https://github.com/arogozhnikov/einops
```
-- [PyPi](https://pypi.org/project/jina) (📥 13K / month):
+- [PyPi](https://pypi.org/project/einops) (📥 1M / month):
```
- pip install jina
+ pip install einops
```
-- [Docker Hub](https://hub.docker.com/r/jinaai/jina) (📥 990K · ⭐ 6 · ⏱️ 16.12.2021):
+- [Conda](https://anaconda.org/conda-forge/einops) (📥 25K · ⏱️ 04.03.2022):
```
- docker pull jinaai/jina
+ conda install -c conda-forge einops
```
Catboost (🥈29 · ⭐ 6.3K) - 快速，可扩展，高性能的梯度决策提升工具库。Apache-2
+MXNet (🥈29 · ⭐ 20K) - 轻巧，灵活的分布式/移动深度学习工具库。Apache-2 
-- [GitHub](https://github.com/catboost/catboost) (👨💻 930 · 🔀 910 · 📥 70K · 📋 1.7K - 19% open · ⏱️ 16.12.2021):
+- [GitHub](https://github.com/apache/incubator-mxnet) (👨💻 980 · 🔀 6.5K · 📥 25K · 📋 9.5K - 18% open · ⏱️ 23.08.2022):
```
- git clone https://github.com/catboost/catboost
+ git clone https://github.com/apache/incubator-mxnet
```
-- [PyPi](https://pypi.org/project/catboost) (📥 3.3M / month):
+- [PyPi](https://pypi.org/project/mxnet) (📥 410K / month):
```
- pip install catboost
+ pip install mxnet
```
-- [Conda](https://anaconda.org/conda-forge/catboost) (📥 880K · ⏱️ 09.11.2021):
+- [Conda](https://anaconda.org/anaconda/mxnet) (📥 8K · ⏱️ 02.05.2022):
```
- conda install -c conda-forge catboost
+ conda install -c anaconda mxnet
```
einops (🥈29 · ⭐ 4K) - 重塑了深度学习操作（用于pytorch，tensorflow，jax等）的工具库。MIT
+pytorch-lightning (🥈29 · ⭐ 20K · 📉) - 轻巧而具备高性能的PyTorch上层封装工具库。Apache-2
-- [GitHub](https://github.com/arogozhnikov/einops) (👨💻 13 · 🔀 160 · 📦 1.6K · 📋 87 - 33% open · ⏱️ 14.12.2021):
+- [GitHub](https://github.com/Lightning-AI/lightning) (👨💻 740 · 🔀 2.5K · 📥 8K · 📋 5.3K - 8% open · ⏱️ 25.08.2022):
```
- git clone https://github.com/arogozhnikov/einops
+ git clone https://github.com/PyTorchLightning/pytorch-lightning
```
-- [PyPi](https://pypi.org/project/einops) (📥 1.3M / month):
+- [PyPi](https://pypi.org/project/pytorch-lightning) (📥 1.8M / month):
```
- pip install einops
+ pip install pytorch-lightning
```
-- [Conda](https://anaconda.org/conda-forge/einops) (📥 9.3K · ⏱️ 31.08.2021):
+- [Conda](https://anaconda.org/conda-forge/pytorch-lightning) (📥 520K · ⏱️ 18.08.2022):
```
- conda install -c conda-forge einops
+ conda install -c conda-forge pytorch-lightning
```
Fastai (🥈28 · ⭐ 22K) - Fastai深度学习库。Apache-2
+Vowpal Wabbit (🥈28 · ⭐ 8K) - Vowpal Wabbit是一个推动机器学习的机器学习系统。BSD-3
-- [GitHub](https://github.com/fastai/fastai) (👨💻 180 · 🔀 7K · 📋 1.5K - 5% open · ⏱️ 29.11.2021):
+- [GitHub](https://github.com/VowpalWabbit/vowpal_wabbit) (👨💻 320 · 🔀 1.7K · 📋 1.2K - 10% open · ⏱️ 25.08.2022):
```
- git clone https://github.com/fastai/fastai
+ git clone https://github.com/VowpalWabbit/vowpal_wabbit
```
-- [PyPi](https://pypi.org/project/fastai) (📥 240K / month):
+- [PyPi](https://pypi.org/project/vowpalwabbit) (📥 92K / month):
```
- pip install fastai
+ pip install vowpalwabbit
```
MXNet (🥈28 · ⭐ 20K) - 轻巧，灵活的分布式/移动深度学习工具库。Apache-2
+Catboost (🥈28 · ⭐ 6.7K) - 快速，可扩展，高性能的梯度决策提升工具库。Apache-2
-- [GitHub](https://github.com/apache/incubator-mxnet) (👨💻 970 · 🔀 6.5K · 📥 24K · 📋 9.4K - 18% open · ⏱️ 16.12.2021):
+- [GitHub](https://github.com/catboost/catboost) (👨💻 1K · 🔀 990 · 📥 86K · 📋 1.9K - 21% open · ⏱️ 21.08.2022):
```
- git clone https://github.com/apache/incubator-mxnet
+ git clone https://github.com/catboost/catboost
```
-- [PyPi](https://pypi.org/project/mxnet) (📥 340K / month):
+- [PyPi](https://pypi.org/project/catboost) (📥 2.7M / month):
```
- pip install mxnet
+ pip install catboost
```
-- [Conda](https://anaconda.org/anaconda/mxnet) (📥 6.8K · ⏱️ 29.02.2020):
+- [Conda](https://anaconda.org/conda-forge/catboost) (📥 1.1M · ⏱️ 19.05.2022):
```
- conda install -c anaconda mxnet
+ conda install -c conda-forge catboost
```
tensorpack (🥈28 · ⭐ 6.1K) - TensorFlow上的神经网络训练接口。Apache-2
+Flax (🥈28 · ⭐ 3.5K) - Flax是专为.NET设计的用于JAX的神经网络库。Apache-2 jax
-- [GitHub](https://github.com/tensorpack/tensorpack) (👨💻 58 · 🔀 1.8K · 📥 130 · 📦 920 · 📋 1.3K - 0% open · ⏱️ 27.11.2021):
+- [GitHub](https://github.com/google/flax) (👨💻 170 · 🔀 380 · 📥 42 · 📦 1.3K · 📋 550 - 17% open · ⏱️ 25.08.2022):
```
- git clone https://github.com/tensorpack/tensorpack
+ git clone https://github.com/google/flax
```
-- [PyPi](https://pypi.org/project/tensorpack) (📥 27K / month):
+- [PyPi](https://pypi.org/project/flax) (📥 310K / month):
```
- pip install tensorpack
+ pip install flax
```
PyFlink (🥈27 · ⭐ 18K) - Apache Flink Python API。Apache-2
+dyNET (🥈28 · ⭐ 3.3K) - DyNet：动态神经网络工具包。Apache-2
-- [GitHub](https://github.com/apache/flink) (👨💻 1.4K · 🔀 9.8K · ⏱️ 16.12.2021):
+- [GitHub](https://github.com/clab/dynet) (👨💻 160 · 🔀 670 · 📥 6.9K · 📦 220 · 📋 920 - 27% open · ⏱️ 14.08.2022):
```
- git clone https://github.com/apache/flink
+ git clone https://github.com/clab/dynet
```
-- [PyPi](https://pypi.org/project/apache-flink) (📥 8.2K / month):
+- [PyPi](https://pypi.org/project/dyNET) (📥 20K / month):
```
- pip install apache-flink
+ pip install dyNET
```
Sonnet (🥈27 · ⭐ 9.1K) - 基于TensorFlow的神经网络库。Apache-2
+PyFlink (🥉27 · ⭐ 20K) - Apache Flink Python API。Apache-2
-- [GitHub](https://github.com/deepmind/sonnet) (👨💻 53 · 🔀 1.2K · 📦 730 · 📋 170 - 11% open · ⏱️ 15.12.2021):
+- [GitHub](https://github.com/apache/flink) (👨💻 1.6K · 🔀 11K · ⏱️ 26.08.2022):
```
- git clone https://github.com/deepmind/sonnet
- ```
-- [PyPi](https://pypi.org/project/dm-sonnet) (📥 380K / month):
- ```
- pip install dm-sonnet
+ git clone https://github.com/apache/flink
```
-- [Conda](https://anaconda.org/conda-forge/sonnet) (📥 13K · ⏱️ 14.11.2020):
+- [PyPi](https://pypi.org/project/apache-flink) (📥 54K / month):
```
- conda install -c conda-forge sonnet
+ pip install apache-flink
```
Vowpal Wabbit (🥈27 · ⭐ 7.8K) - Vowpal Wabbit是一个推动机器学习的机器学习系统。BSD-3
+TFlearn (🥉27 · ⭐ 9.6K · 💀) - 深度学习库，基于TensorFlow构建上层简单易用的API。❗Unlicensed
-- [GitHub](https://github.com/VowpalWabbit/vowpal_wabbit) (👨💻 310 · 🔀 1.7K · 📋 1.1K - 12% open · ⏱️ 15.12.2021):
+- [GitHub](https://github.com/tflearn/tflearn) (👨💻 130 · 🔀 2.3K · 📦 4.1K · 📋 910 - 60% open · ⏱️ 30.11.2020):
```
- git clone https://github.com/VowpalWabbit/vowpal_wabbit
+ git clone https://github.com/tflearn/tflearn
```
-- [PyPi](https://pypi.org/project/vowpalwabbit) (📥 54K / month):
+- [PyPi](https://pypi.org/project/tflearn) (📥 16K / month):
```
- pip install vowpalwabbit
+ pip install tflearn
```
skorch (🥈27 · ⭐ 4.2K) - 封装成scikit-learn接口模式的神经网络库。BSD-3
+Sonnet (🥉27 · ⭐ 9.4K) - 基于TensorFlow的神经网络库。Apache-2
-- [GitHub](https://github.com/skorch-dev/skorch) (👨💻 47 · 🔀 290 · 📦 420 · 📋 420 - 11% open · ⏱️ 28.11.2021):
+- [GitHub](https://github.com/deepmind/sonnet) (👨💻 54 · 🔀 1.2K · 📦 900 · 📋 180 - 14% open · ⏱️ 23.08.2022):
```
- git clone https://github.com/skorch-dev/skorch
+ git clone https://github.com/deepmind/sonnet
```
-- [PyPi](https://pypi.org/project/skorch) (📥 19K / month):
+- [PyPi](https://pypi.org/project/dm-sonnet) (📥 24K / month):
```
- pip install skorch
+ pip install dm-sonnet
```
-- [Conda](https://anaconda.org/conda-forge/skorch) (📥 490K · ⏱️ 30.11.2021):
+- [Conda](https://anaconda.org/conda-forge/sonnet) (📥 16K · ⏱️ 14.11.2020):
```
- conda install -c conda-forge skorch
+ conda install -c conda-forge sonnet
```
dyNET (🥈27 · ⭐ 3.3K · 💤) - DyNet：动态神经网络工具包。Apache-2
+Ludwig (🥉27 · ⭐ 8.5K) - 路德维希（Ludwig）是一个工具箱，可用于深度学习训练和评估。Apache-2
-- [GitHub](https://github.com/clab/dynet) (👨💻 160 · 🔀 670 · 📥 4.3K · 📦 200 · 📋 920 - 27% open · ⏱️ 27.01.2021):
+- [GitHub](https://github.com/ludwig-ai/ludwig) (👨💻 130 · 🔀 960 · 📦 130 · 📋 820 - 23% open · ⏱️ 25.08.2022):
```
- git clone https://github.com/clab/dynet
+ git clone https://github.com/ludwig-ai/ludwig
```
-- [PyPi](https://pypi.org/project/dyNET) (📥 20K / month):
+- [PyPi](https://pypi.org/project/ludwig) (📥 1.8K / month):
```
- pip install dyNET
+ pip install ludwig
```
Flax (🥈27 · ⭐ 2.4K · 📈) - Flax是专为.NET设计的用于JAX的神经网络库。Apache-2 jax
+tensorpack (🥉27 · ⭐ 6.2K) - TensorFlow上的神经网络训练接口。Apache-2
-- [GitHub](https://github.com/google/flax) (👨💻 120 · 🔀 270 · 📥 31 · 📦 560 · 📋 410 - 32% open · ⏱️ 13.12.2021):
+- [GitHub](https://github.com/tensorpack/tensorpack) (👨💻 58 · 🔀 1.8K · 📥 140 · 📦 1.1K · 📋 1.3K - 0% open · ⏱️ 04.05.2022):
```
- git clone https://github.com/google/flax
+ git clone https://github.com/tensorpack/tensorpack
```
-- [PyPi](https://pypi.org/project/flax) (📥 1.3M / month):
+- [PyPi](https://pypi.org/project/tensorpack) (📥 19K / month):
```
- pip install flax
+ pip install tensorpack
```
TFlearn (🥉26 · ⭐ 9.6K · 💀) - 深度学习库，基于TensorFlow构建上层简单易用的API。❗Unlicensed
+skorch (🥉26 · ⭐ 4.6K) - 封装成scikit-learn接口模式的神经网络库。BSD-3
-- [GitHub](https://github.com/tflearn/tflearn) (👨💻 130 · 🔀 2.3K · 📦 3.7K · 📋 910 - 60% open · ⏱️ 30.11.2020):
+- [GitHub](https://github.com/skorch-dev/skorch) (👨💻 50 · 🔀 310 · 📦 550 · 📋 440 - 9% open · ⏱️ 22.08.2022):
```
- git clone https://github.com/tflearn/tflearn
+ git clone https://github.com/skorch-dev/skorch
```
-- [PyPi](https://pypi.org/project/tflearn) (📥 13K / month):
+- [PyPi](https://pypi.org/project/skorch) (📥 31K / month):
```
- pip install tflearn
+ pip install skorch
+ ```
+- [Conda](https://anaconda.org/conda-forge/skorch) (📥 610K · ⏱️ 30.11.2021):
+ ```
+ conda install -c conda-forge skorch
```
Ignite (🥉26 · ⭐ 3.8K) - 用于训练和评估神经等一系列操作的高级深度学习工具库。BSD-3
+Ignite (🥉26 · ⭐ 4K) - 用于训练和评估神经等一系列操作的高级深度学习工具库。BSD-3
-- [GitHub](https://github.com/pytorch/ignite) (👨💻 160 · 🔀 500 · 📋 950 - 11% open · ⏱️ 15.12.2021):
+- [GitHub](https://github.com/pytorch/ignite) (👨💻 180 · 🔀 540 · 📋 1.1K - 10% open · ⏱️ 25.08.2022):
```
git clone https://github.com/pytorch/ignite
```
-- [PyPi](https://pypi.org/project/pytorch-ignite) (📥 76K / month):
+- [PyPi](https://pypi.org/project/pytorch-ignite) (📥 150K / month):
```
pip install pytorch-ignite
```
-- [Conda](https://anaconda.org/pytorch/ignite) (📥 75K · ⏱️ 19.10.2021):
+- [Conda](https://anaconda.org/pytorch/ignite) (📥 99K · ⏱️ 04.05.2022):
```
conda install -c pytorch ignite
```
ktrain (🥉26 · ⭐ 930) - ktrain是一个Python库，可以使深度学习和AI更简单。Apache-2
+ktrain (🥉26 · ⭐ 1K) - ktrain是一个Python库，可以使深度学习和AI更简单。Apache-2
-- [GitHub](https://github.com/amaiya/ktrain) (👨💻 12 · 🔀 220 · 📦 240 · 📋 380 - 1% open · ⏱️ 23.11.2021):
+- [GitHub](https://github.com/amaiya/ktrain) (👨💻 15 · 🔀 240 · 📦 330 · 📋 420 - 0% open · ⏱️ 04.08.2022):
```
git clone https://github.com/amaiya/ktrain
```
-- [PyPi](https://pypi.org/project/ktrain) (📥 26K / month):
+- [PyPi](https://pypi.org/project/ktrain) (📥 20K / month):
```
pip install ktrain
```
Turi Create (🥉25 · ⭐ 11K) - Turi Create简化了自定义机器学习的开发。BSD-3
+Turi Create (🥉25 · ⭐ 11K · 💤) - Turi Create简化了自定义机器学习的开发。BSD-3
-- [GitHub](https://github.com/apple/turicreate) (👨💻 82 · 🔀 1.1K · 📥 4.9K · 📦 280 · 📋 1.8K - 26% open · ⏱️ 29.11.2021):
+- [GitHub](https://github.com/apple/turicreate) (👨💻 85 · 🔀 1.1K · 📥 6.8K · 📦 320 · 📋 1.8K - 27% open · ⏱️ 29.11.2021):
```
git clone https://github.com/apple/turicreate
```
-- [PyPi](https://pypi.org/project/turicreate) (📥 26K / month):
+- [PyPi](https://pypi.org/project/turicreate) (📥 20K / month):
```
pip install turicreate
```
Ludwig (🥉24 · ⭐ 8K) - 路德维希（Ludwig）是一个工具箱，可用于深度学习训练和评估。Apache-2
+xLearn (🥉25 · ⭐ 3K) - 高性能，易于使用且可扩展的机器学习（ML）工具库。Apache-2
-- [GitHub](https://github.com/ludwig-ai/ludwig) (👨💻 110 · 🔀 910 · 📦 98 · 📋 630 - 23% open · ⏱️ 16.12.2021):
+- [GitHub](https://github.com/aksnzhy/xlearn) (👨💻 30 · 🔀 510 · 📥 3.4K · 📦 93 · 📋 300 - 61% open · ⏱️ 05.06.2022):
```
- git clone https://github.com/ludwig-ai/ludwig
+ git clone https://github.com/aksnzhy/xlearn
```
-- [PyPi](https://pypi.org/project/ludwig) (📥 3.8K / month):
+- [PyPi](https://pypi.org/project/xlearn) (📥 5.2K / month):
```
- pip install ludwig
+ pip install xlearn
```
NuPIC (🥉24 · ⭐ 6.3K · 💀) - Numenta智能计算平台。❗️AGPL-3.0
@@ -558,73 +570,73 @@ _通用机器学习和深度学习框架。_
```
git clone https://github.com/numenta/nupic
```
-- [PyPi](https://pypi.org/project/nupic) (📥 3.3K / month):
+- [PyPi](https://pypi.org/project/nupic) (📥 1.4K / month):
```
pip install nupic
```
xLearn (🥉24 · ⭐ 3K · 💀) - 高性能，易于使用且可扩展的机器学习（ML）工具库。Apache-2
+fklearn (🥉24 · ⭐ 1.4K) - fklearn：机器学习工具库。Apache-2
-- [GitHub](https://github.com/aksnzhy/xlearn) (👨💻 30 · 🔀 510 · 📥 3K · 📦 72 · 📋 300 - 62% open · ⏱️ 03.03.2020):
+- [GitHub](https://github.com/nubank/fklearn) (👨💻 47 · 🔀 160 · 📦 13 · 📋 48 - 54% open · ⏱️ 25.08.2022):
```
- git clone https://github.com/aksnzhy/xlearn
+ git clone https://github.com/nubank/fklearn
```
-- [PyPi](https://pypi.org/project/xlearn) (📥 2.9K / month):
+- [PyPi](https://pypi.org/project/fklearn) (📥 12K / month):
```
- pip install xlearn
+ pip install fklearn
```
tensorflow-upstream (🥉24 · ⭐ 580) - TensorFlow ROCm端口。Apache-2
+tensorflow-upstream (🥉24 · ⭐ 610) - TensorFlow ROCm端口。Apache-2
-- [GitHub](https://github.com/ROCmSoftwarePlatform/tensorflow-upstream) (👨💻 3.9K · 🔀 66 · 📥 17 · 📋 310 - 15% open · ⏱️ 14.12.2021):
+- [GitHub](https://github.com/ROCmSoftwarePlatform/tensorflow-upstream) (👨💻 4.1K · 🔀 71 · 📥 20 · 📋 330 - 16% open · ⏱️ 23.08.2022):
```
git clone https://github.com/ROCmSoftwarePlatform/tensorflow-upstream
```
-- [PyPi](https://pypi.org/project/tensorflow-rocm) (📥 1.4K / month):
+- [PyPi](https://pypi.org/project/tensorflow-rocm) (📥 1.7K / month):
```
pip install tensorflow-rocm
```
mlpack (🥉23 · ⭐ 3.9K) - mlpack：可扩展的C++机器学习库-。❗Unlicensed
+mlpack (🥉23 · ⭐ 4.1K) - mlpack：可扩展的C++机器学习库-。❗Unlicensed
-- [GitHub](https://github.com/mlpack/mlpack) (👨💻 280 · 🔀 1.4K · 📋 1.4K - 3% open · ⏱️ 15.12.2021):
+- [GitHub](https://github.com/mlpack/mlpack) (👨💻 290 · 🔀 1.4K · 📋 1.4K - 2% open · ⏱️ 18.08.2022):
```
git clone https://github.com/mlpack/mlpack
```
-- [PyPi](https://pypi.org/project/mlpack) (📥 270 / month):
+- [PyPi](https://pypi.org/project/mlpack) (📥 630 / month):
```
pip install mlpack
```
-- [Conda](https://anaconda.org/conda-forge/mlpack) (📥 96K · ⏱️ 09.11.2021):
+- [Conda](https://anaconda.org/conda-forge/mlpack) (📥 110K · ⏱️ 09.11.2021):
```
conda install -c conda-forge mlpack
```
Neural Network Libraries (🥉23 · ⭐ 2.5K) - 神经网络工具库。Apache-2
+Neural Network Libraries (🥉23 · ⭐ 2.6K) - 神经网络工具库。Apache-2
-- [GitHub](https://github.com/sony/nnabla) (👨💻 63 · 🔀 300 · 📥 530 · 📋 61 - 27% open · ⏱️ 16.12.2021):
+- [GitHub](https://github.com/sony/nnabla) (👨💻 67 · 🔀 310 · 📥 540 · 📋 72 - 31% open · ⏱️ 25.08.2022):
```
git clone https://github.com/sony/nnabla
```
-- [PyPi](https://pypi.org/project/nnabla) (📥 3.5K / month):
+- [PyPi](https://pypi.org/project/nnabla) (📥 2.8K / month):
```
pip install nnabla
```
fklearn (🥉23 · ⭐ 1.4K) - fklearn：机器学习工具库。Apache-2
+Neural Tangents (🥉23 · ⭐ 1.8K) - Python中的快速简便的无限神经网络。Apache-2
-- [GitHub](https://github.com/nubank/fklearn) (👨💻 40 · 🔀 150 · 📦 10 · 📋 40 - 47% open · ⏱️ 06.12.2021):
+- [GitHub](https://github.com/google/neural-tangents) (👨💻 23 · 🔀 200 · 📥 240 · 📦 47 · 📋 120 - 34% open · ⏱️ 19.08.2022):
```
- git clone https://github.com/nubank/fklearn
+ git clone https://github.com/google/neural-tangents
```
-- [PyPi](https://pypi.org/project/fklearn) (📥 4K / month):
+- [PyPi](https://pypi.org/project/neural-tangents) (📥 1.5K / month):
```
- pip install fklearn
+ pip install neural-tangents
```
CNTK (🥉22 · ⭐ 17K · 💀) - Microsoft认知工具包（CNTK），一种开源的深度学习工具包。❗Unlicensed
@@ -634,31 +646,31 @@ _通用机器学习和深度学习框架。_
```
git clone https://github.com/microsoft/CNTK
```
-- [PyPi](https://pypi.org/project/cntk) (📥 1.5K / month):
+- [PyPi](https://pypi.org/project/cntk) (📥 730 / month):
```
pip install cntk
```
Lasagne (🥉22 · ⭐ 3.8K · 💀) - 轻量级的库，用于在Theano中构建和训练神经网络。❗Unlicensed
-- [GitHub](https://github.com/Lasagne/Lasagne) (👨💻 72 · 🔀 940 · 📦 880 · 📋 520 - 22% open · ⏱️ 20.11.2019):
+- [GitHub](https://github.com/Lasagne/Lasagne) (👨💻 72 · 🔀 930 · 📦 920 · 📋 520 - 22% open · ⏱️ 20.11.2019):
```
git clone https://github.com/Lasagne/Lasagne
```
-- [PyPi](https://pypi.org/project/lasagne) (📥 3K / month):
+- [PyPi](https://pypi.org/project/lasagne) (📥 1.4K / month):
```
pip install lasagne
```
SHOGUN (🥉22 · ⭐ 2.9K · 💤) - 统一高效的机器学习。BSD-3
+SHOGUN (🥉22 · ⭐ 2.9K · 💀) - 统一高效的机器学习。BSD-3
- [GitHub](https://github.com/shogun-toolbox/shogun) (👨💻 250 · 🔀 1K · 📋 1.5K - 27% open · ⏱️ 08.12.2020):
```
git clone https://github.com/shogun-toolbox/shogun
```
-- [Conda](https://anaconda.org/conda-forge/shogun) (📥 110K · ⏱️ 25.06.2018):
+- [Conda](https://anaconda.org/conda-forge/shogun) (📥 120K · ⏱️ 25.06.2018):
```
conda install -c conda-forge shogun
```
@@ -667,141 +679,129 @@ _通用机器学习和深度学习框架。_
docker pull shogun/shogun
```
NeuPy (🥉21 · ⭐ 700 · 💀) - NeuPy是一个基于Tensorflow的python库，用于原型设计和构建。MIT
+NeuPy (🥉22 · ⭐ 710 · 💀) - NeuPy是一个基于Tensorflow的python库，用于原型设计和构建。MIT
-- [GitHub](https://github.com/itdxer/neupy) (👨💻 7 · 🔀 150 · 📦 120 · 📋 260 - 11% open · ⏱️ 02.09.2019):
+- [GitHub](https://github.com/itdxer/neupy) (👨💻 7 · 🔀 150 · 📦 130 · 📋 270 - 12% open · ⏱️ 02.09.2019):
```
git clone https://github.com/itdxer/neupy
```
-- [PyPi](https://pypi.org/project/neupy) (📥 3K / month):
+- [PyPi](https://pypi.org/project/neupy) (📥 3.5K / month):
```
pip install neupy
```
mace (🥉20 · ⭐ 4.5K) - MACE是针对移动设备优化的深度学习推理框架。Apache-2
+Haiku (🥉21 · ⭐ 2.1K) - 基于JAX的神经网络库。Apache-2
-- [GitHub](https://github.com/XiaoMi/mace) (👨💻 63 · 🔀 770 · 📥 1.4K · 📋 650 - 5% open · ⏱️ 06.12.2021):
+- [GitHub](https://github.com/deepmind/dm-haiku) (👨💻 63 · 🔀 170 · 📦 540 · 📋 180 - 26% open · ⏱️ 25.08.2022):
```
- git clone https://github.com/XiaoMi/mace
+ git clone https://github.com/deepmind/dm-haiku
```
Haiku (🥉20 · ⭐ 1.6K) - 基于JAX的神经网络库。Apache-2
+mace (🥉20 · ⭐ 4.7K) - MACE是针对移动设备优化的深度学习推理框架。Apache-2
-- [GitHub](https://github.com/deepmind/dm-haiku) (👨💻 53 · 🔀 120 · 📦 270 · 📋 120 - 20% open · ⏱️ 02.12.2021):
+- [GitHub](https://github.com/XiaoMi/mace) (👨💻 64 · 🔀 790 · 📥 1.4K · 📋 660 - 7% open · ⏱️ 30.05.2022):
```
- git clone https://github.com/deepmind/dm-haiku
+ git clone https://github.com/XiaoMi/mace
```
Objax (🥉20 · ⭐ 660) - Objax是加速研究与应用的开源深度学习框架。Apache-2 jax
+Objax (🥉20 · ⭐ 720) - Objax是加速研究与应用的开源深度学习框架。Apache-2 jax
-- [GitHub](https://github.com/google/objax) (👨💻 22 · 🔀 56 · 📦 17 · 📋 93 - 39% open · ⏱️ 20.09.2021):
+- [GitHub](https://github.com/google/objax) (👨💻 23 · 🔀 60 · 📦 25 · 📋 98 - 38% open · ⏱️ 12.07.2022):
```
git clone https://github.com/google/objax
```
-- [PyPi](https://pypi.org/project/objax) (📥 2.5K / month):
+- [PyPi](https://pypi.org/project/objax) (📥 440 / month):
```
pip install objax
```
MindsDB (🥉19 · ⭐ 4.2K) - 为各种现有数据库提供预测性AI层。❗️GPL-3.0
+MindsDB (🥉19 · ⭐ 9.7K) - 为各种现有数据库提供预测性AI层。❗️GPL-3.0
-- [GitHub](https://github.com/mindsdb/mindsdb) (👨💻 89 · 🔀 550 · 📋 780 - 10% open · ⏱️ 16.12.2021):
+- [GitHub](https://github.com/mindsdb/mindsdb) (👨💻 130 · 🔀 1K · 📋 1.2K - 11% open · ⏱️ 25.08.2022):
```
git clone https://github.com/mindsdb/mindsdb
```
-- [PyPi](https://pypi.org/project/mindsdb) (📥 3.2K / month):
+- [PyPi](https://pypi.org/project/mindsdb) (📥 2.9K / month):
```
pip install mindsdb
```
neon (🥉19 · ⭐ 3.9K · 💀) - 英特尔Nervana深度学习框架。Apache-2
-- [GitHub](https://github.com/NervanaSystems/neon) (👨💻 110 · 🔀 810 · 📥 320 · 📋 390 - 21% open · ⏱️ 22.05.2019):
+- [GitHub](https://github.com/NervanaSystems/neon) (👨💻 110 · 🔀 800 · 📥 340 · 📋 390 - 21% open · ⏱️ 22.05.2019):
```
git clone https://github.com/NervanaSystems/neon
```
-- [PyPi](https://pypi.org/project/nervananeon) (📥 99 / month):
+- [PyPi](https://pypi.org/project/nervananeon) (📥 32 / month):
```
pip install nervananeon
```
Neural Tangents (🥉19 · ⭐ 1.6K) - Python中的快速简便的无限神经网络。Apache-2
-
-- [GitHub](https://github.com/google/neural-tangents) (👨💻 21 · 🔀 180 · 📥 180 · 📦 27 · 📋 100 - 29% open · ⏱️ 14.12.2021):
-
- ```
- git clone https://github.com/google/neural-tangents
- ```
-- [PyPi](https://pypi.org/project/neural-tangents):
- ```
- pip install neural-tangents
- ```
-ThunderSVM (🥉19 · ⭐ 1.4K · 💤) - ThunderSVM：在GPU和CPU上的快速SVM库。Apache-2
+ThunderSVM (🥉19 · ⭐ 1.4K) - ThunderSVM：在GPU和CPU上的快速SVM库。Apache-2
-- [GitHub](https://github.com/Xtra-Computing/thundersvm) (👨💻 33 · 🔀 180 · 📥 2.3K · 📋 200 - 28% open · ⏱️ 10.02.2021):
+- [GitHub](https://github.com/Xtra-Computing/thundersvm) (👨💻 34 · 🔀 190 · 📥 2.5K · 📋 210 - 29% open · ⏱️ 09.04.2022):
```
git clone https://github.com/Xtra-Computing/thundersvm
```
-- [PyPi](https://pypi.org/project/thundersvm) (📥 730 / month):
+- [PyPi](https://pypi.org/project/thundersvm) (📥 350 / month):
```
pip install thundersvm
```
Torchbearer (🥉19 · ⭐ 620 · 💤) - torchbearer：PyTorch的模型拟合库。MIT
+Torchbearer (🥉19 · ⭐ 630 · 💀) - torchbearer：PyTorch的模型拟合库。MIT
-- [GitHub](https://github.com/pytorchbearer/torchbearer) (👨💻 13 · 🔀 68 · 📦 56 · 📋 240 - 3% open · ⏱️ 26.03.2021):
+- [GitHub](https://github.com/pytorchbearer/torchbearer) (👨💻 13 · 🔀 66 · 📦 64 · 📋 250 - 4% open · ⏱️ 26.03.2021):
```
git clone https://github.com/pytorchbearer/torchbearer
```
-- [PyPi](https://pypi.org/project/torchbearer) (📥 560 / month):
+- [PyPi](https://pypi.org/project/torchbearer) (📥 700 / month):
```
pip install torchbearer
```
ThunderGBM (🥉16 · ⭐ 620 · 💤) - ThunderGBM：GPU上的快速GBDT和随机森林。Apache-2
+elegy (🥉18 · ⭐ 400) - Elegy是Jax的与框架无关的Trainer工具。MIT jax
-- [GitHub](https://github.com/Xtra-Computing/thundergbm) (👨💻 10 · 🔀 80 · 📋 60 - 50% open · ⏱️ 05.01.2021):
+- [GitHub](https://github.com/poets-ai/elegy) (👨💻 17 · 🔀 26 · 📋 100 - 34% open · ⏱️ 23.05.2022):
```
- git clone https://github.com/Xtra-Computing/thundergbm
+ git clone https://github.com/poets-ai/elegy
```
-- [PyPi](https://pypi.org/project/thundergbm) (📥 81 / month):
+- [PyPi](https://pypi.org/project/elegy) (📥 1K / month):
```
- pip install thundergbm
+ pip install elegy
```
elegy (🥉16 · ⭐ 300) - Elegy是Jax的与框架无关的Trainer工具。MIT jax
+ThunderGBM (🥉17 · ⭐ 640) - ThunderGBM：GPU上的快速GBDT和随机森林。Apache-2
-- [GitHub](https://github.com/poets-ai/elegy) (👨💻 14 · 🔀 21 · 📋 80 - 22% open · ⏱️ 14.12.2021):
+- [GitHub](https://github.com/Xtra-Computing/thundergbm) (👨💻 10 · 🔀 82 · 📋 74 - 50% open · ⏱️ 09.08.2022):
```
- git clone https://github.com/poets-ai/elegy
+ git clone https://github.com/Xtra-Computing/thundergbm
```
-- [PyPi](https://pypi.org/project/elegy):
+- [PyPi](https://pypi.org/project/thundergbm) (📥 240 / month):
```
- pip install elegy
+ pip install thundergbm
```
NeoML (🥉15 · ⭐ 660) - neoml是可以用于深度学习和传统机器学习的工具库。Apache-2
+NeoML (🥉15 · ⭐ 690) - neoml是可以用于深度学习和传统机器学习的工具库。Apache-2
-- [GitHub](https://github.com/neoml-lib/neoml) (👨💻 25 · 🔀 97 · 📋 50 - 48% open · ⏱️ 15.12.2021):
+- [GitHub](https://github.com/neoml-lib/neoml) (👨💻 32 · 🔀 110 · 📋 62 - 22% open · ⏱️ 24.08.2022):
```
git clone https://github.com/neoml-lib/neoml
```
StarSpace (🥉13 · ⭐ 3.7K · 💀) - 学习embedding嵌入用于分类，检索和排序。MIT
+StarSpace (🥉12 · ⭐ 3.8K · 💀) - 学习embedding嵌入用于分类，检索和排序。MIT
-- [GitHub](https://github.com/facebookresearch/StarSpace) (👨💻 17 · 🔀 500 · 📋 200 - 24% open · ⏱️ 13.12.2019):
+- [GitHub](https://github.com/facebookresearch/StarSpace) (👨💻 17 · 🔀 510 · 📋 200 - 24% open · ⏱️ 13.12.2019):
```
git clone https://github.com/facebookresearch/StarSpace
@@ -815,726 +815,726 @@ _通用机器学习和深度学习框架。_
_通用和特定于任务的数据可视化库。_
-Seaborn (🥇35 · ⭐ 9K) - 使用matplotlib进行统计数据可视化。BSD-3
-
-- [GitHub](https://github.com/mwaskom/seaborn) (👨💻 160 · 🔀 1.5K · 📥 210 · 📦 130K · 📋 1.9K - 4% open · ⏱️ 27.11.2021):
-
- ```
- git clone https://github.com/mwaskom/seaborn
- ```
-- [PyPi](https://pypi.org/project/seaborn):
- ```
- pip install seaborn
- ```
-- [Conda](https://anaconda.org/conda-forge/seaborn) (📥 3.2M · ⏱️ 16.08.2021):
- ```
- conda install -c conda-forge seaborn
- ```
-Matplotlib (🥇33 · ⭐ 15K · 📉) - matplotlib：Python绘图工具库。❗Unlicensed
+Matplotlib (🥇36 · ⭐ 16K) - matplotlib：Python绘图工具库。❗Unlicensed
-- [GitHub](https://github.com/matplotlib/matplotlib) (👨💻 1.3K · 🔀 6K · 📦 470K · 📋 8.2K - 17% open · ⏱️ 16.12.2021):
+- [GitHub](https://github.com/matplotlib/matplotlib) (👨💻 1.4K · 🔀 6.3K · 📦 610K · 📋 8.8K - 17% open · ⏱️ 26.08.2022):
```
git clone https://github.com/matplotlib/matplotlib
```
-- [PyPi](https://pypi.org/project/matplotlib):
+- [PyPi](https://pypi.org/project/matplotlib) (📥 28M / month):
```
pip install matplotlib
```
-- [Conda](https://anaconda.org/conda-forge/matplotlib) (📥 11M · ⏱️ 13.12.2021):
+- [Conda](https://anaconda.org/conda-forge/matplotlib) (📥 13M · ⏱️ 25.08.2022):
```
conda install -c conda-forge matplotlib
```
pandas-profiling (🥇33 · ⭐ 8.3K) - 从pandas DataFrame创建HTML分析报告。MIT 
+pandas-profiling (🥇33 · ⭐ 9.4K) - 从pandas DataFrame创建HTML分析报告。MIT
-- [GitHub](https://github.com/pandas-profiling/pandas-profiling) (👨💻 83 · 🔀 1.2K · 📦 6.1K · 📋 530 - 17% open · ⏱️ 06.12.2021):
+- [GitHub](https://github.com/ydataai/pandas-profiling) (👨💻 92 · 🔀 1.3K · 📦 8.8K · 📋 580 - 19% open · ⏱️ 25.08.2022):
```
git clone https://github.com/pandas-profiling/pandas-profiling
```
-- [PyPi](https://pypi.org/project/pandas-profiling) (📥 2.3M / month):
+- [PyPi](https://pypi.org/project/pandas-profiling) (📥 1.2M / month):
```
pip install pandas-profiling
```
-- [Conda](https://anaconda.org/conda-forge/pandas-profiling) (📥 180K · ⏱️ 28.09.2021):
+- [Conda](https://anaconda.org/conda-forge/pandas-profiling) (📥 270K · ⏱️ 02.05.2022):
```
conda install -c conda-forge pandas-profiling
```
Altair (🥇33 · ⭐ 7.1K) - 用于Python的声明式统计可视化库。BSD-3
+Altair (🥇33 · ⭐ 7.7K) - 用于Python的声明式统计可视化库。BSD-3
-- [GitHub](https://github.com/altair-viz/altair) (👨💻 130 · 🔀 600 · 📦 20K · 📋 1.6K - 14% open · ⏱️ 13.12.2021):
+- [GitHub](https://github.com/altair-viz/altair) (👨💻 140 · 🔀 650 · 📦 32K · 📋 1.6K - 13% open · ⏱️ 23.08.2022):
```
git clone https://github.com/altair-viz/altair
```
-- [PyPi](https://pypi.org/project/altair) (📥 4M / month):
+- [PyPi](https://pypi.org/project/altair) (📥 7.3M / month):
```
pip install altair
```
-- [Conda](https://anaconda.org/conda-forge/altair) (📥 1M · ⏱️ 01.04.2020):
+- [Conda](https://anaconda.org/conda-forge/altair) (📥 1.3M · ⏱️ 29.12.2021):
```
conda install -c conda-forge altair
```
UMAP (🥇32 · ⭐ 5.3K) - 均匀流形逼近和投影。BSD-3
-
-- [GitHub](https://github.com/lmcinnes/umap) (👨💻 94 · 🔀 560 · 📦 4.2K · 📋 580 - 50% open · ⏱️ 03.12.2021):
-
- ```
- git clone https://github.com/lmcinnes/umap
- ```
-- [PyPi](https://pypi.org/project/umap-learn) (📥 1.6M / month):
- ```
- pip install umap-learn
- ```
-Bokeh (🥈31 · ⭐ 16K) - 浏览器中的Python交互式数据可视化。BSD-3
-
-- [GitHub](https://github.com/bokeh/bokeh) (👨💻 590 · 🔀 3.8K · 📦 42K · 📋 6.8K - 10% open · ⏱️ 16.12.2021):
-
- ```
- git clone https://github.com/bokeh/bokeh
- ```
-- [PyPi](https://pypi.org/project/bokeh) (📥 2.1M / month):
- ```
- pip install bokeh
- ```
-- [Conda](https://anaconda.org/conda-forge/bokeh) (📥 6.2M · ⏱️ 22.11.2021):
- ```
- conda install -c conda-forge bokeh
- ```
-dash (🥈31 · ⭐ 16K) - 适用于Python，R，Julia和Jupyter的分析型Web应用程序。MIT
+dash (🥇32 · ⭐ 17K) - 适用于Python，R，Julia和Jupyter的分析型Web应用程序。MIT
-- [GitHub](https://github.com/plotly/dash) (👨💻 100 · 🔀 1.6K · 📦 160 · 📋 1.1K - 46% open · ⏱️ 15.12.2021):
+- [GitHub](https://github.com/plotly/dash) (👨💻 120 · 🔀 1.7K · 📦 220 · 📋 1.3K - 47% open · ⏱️ 19.08.2022):
```
git clone https://github.com/plotly/dash
```
-- [PyPi](https://pypi.org/project/dash) (📥 840K / month):
+- [PyPi](https://pypi.org/project/dash) (📥 1M / month):
```
pip install dash
```
-- [Conda](https://anaconda.org/conda-forge/dash) (📥 330K · ⏱️ 21.09.2021):
+- [Conda](https://anaconda.org/conda-forge/dash) (📥 590K · ⏱️ 03.08.2022):
```
conda install -c conda-forge dash
```
pyecharts (🥈29 · ⭐ 12K) - Python Echarts绘图库。MIT
-
-- [GitHub](https://github.com/pyecharts/pyecharts) (👨💻 30 · 🔀 2.6K · 📦 1.9K · 📋 1.5K - 1% open · ⏱️ 16.11.2021):
-
- ```
- git clone https://github.com/pyecharts/pyecharts
- ```
-- [PyPi](https://pypi.org/project/pyecharts) (📥 87K / month):
- ```
- pip install pyecharts
- ```
-Plotly (🥈29 · ⭐ 11K) - 适用于Python的交互式图形库（包括Plotly Express）。MIT
+Plotly (🥇32 · ⭐ 12K) - 适用于Python的交互式图形库（包括Plotly Express）。MIT
-- [GitHub](https://github.com/plotly/plotly.py) (👨💻 190 · 🔀 2K · 📦 9 · 📋 2.1K - 46% open · ⏱️ 16.12.2021):
+- [GitHub](https://github.com/plotly/plotly.py) (👨💻 200 · 🔀 2.1K · 📦 12 · 📋 2.4K - 49% open · ⏱️ 11.08.2022):
```
git clone https://github.com/plotly/plotly.py
```
-- [PyPi](https://pypi.org/project/plotly):
+- [PyPi](https://pypi.org/project/plotly) (📥 8.6M / month):
```
pip install plotly
```
-- [Conda](https://anaconda.org/conda-forge/plotly) (📥 2.1M · ⏱️ 15.11.2021):
+- [Conda](https://anaconda.org/conda-forge/plotly) (📥 3M · ⏱️ 14.08.2022):
```
conda install -c conda-forge plotly
```
-- [NPM](https://www.npmjs.com/package/plotlywidget) (📥 59K / month):
+- [NPM](https://www.npmjs.com/package/plotlywidget) (📥 46K / month):
```
npm install plotlywidget
```
missingno (🥈29 · ⭐ 3K) - 在缺失值和混乱数据下，用于数据可视化的python模块。MIT
+UMAP (🥇32 · ⭐ 5.7K) - 均匀流形逼近和投影。BSD-3
-- [GitHub](https://github.com/ResidentMario/missingno) (👨💻 17 · 🔀 380 · 📦 5.7K · 📋 110 - 9% open · ⏱️ 04.07.2021):
+- [GitHub](https://github.com/lmcinnes/umap) (👨💻 100 · 🔀 630 · 📦 6K · 📋 640 - 52% open · ⏱️ 23.08.2022):
```
- git clone https://github.com/ResidentMario/missingno
- ```
-- [PyPi](https://pypi.org/project/missingno) (📥 720K / month):
- ```
- pip install missingno
+ git clone https://github.com/lmcinnes/umap
```
-- [Conda](https://anaconda.org/conda-forge/missingno) (📥 140K · ⏱️ 15.02.2020):
+- [PyPi](https://pypi.org/project/umap-learn) (📥 650K / month):
```
- conda install -c conda-forge missingno
+ pip install umap-learn
```
plotnine (🥈27 · ⭐ 2.9K) - Python的图形语法。❗️GPL-2.0
+Graphviz (🥈30 · ⭐ 1.3K) - Graphviz的简单Python界面。MIT
-- [GitHub](https://github.com/has2k1/plotnine) (👨💻 89 · 🔀 150 · 📦 2.8K · 📋 460 - 16% open · ⏱️ 14.12.2021):
+- [GitHub](https://github.com/xflr6/graphviz) (👨💻 19 · 🔀 180 · 📦 34K · 📋 140 - 4% open · ⏱️ 27.07.2022):
```
- git clone https://github.com/has2k1/plotnine
- ```
-- [PyPi](https://pypi.org/project/plotnine) (📥 190K / month):
- ```
- pip install plotnine
+ git clone https://github.com/xflr6/graphviz
```
-- [Conda](https://anaconda.org/conda-forge/plotnine) (📥 140K · ⏱️ 25.03.2021):
+- [PyPi](https://pypi.org/project/graphviz) (📥 10M / month):
```
- conda install -c conda-forge plotnine
+ pip install graphviz
```
datashader (🥈27 · ⭐ 2.7K) - 快速准确地渲染大数据。❗Unlicensed
+Seaborn (🥈29 · ⭐ 9.7K · 📉) - 使用matplotlib进行统计数据可视化。BSD-3
-- [GitHub](https://github.com/holoviz/datashader) (👨💻 45 · 🔀 330 · 📦 900 · 📋 480 - 26% open · ⏱️ 29.11.2021):
+- [GitHub](https://github.com/mwaskom/seaborn) (👨💻 170 · 🔀 1.6K · 📥 230 · 📋 2.1K - 4% open · ⏱️ 26.08.2022):
```
- git clone https://github.com/holoviz/datashader
+ git clone https://github.com/mwaskom/seaborn
```
-- [PyPi](https://pypi.org/project/datashader) (📥 63K / month):
+- [PyPi](https://pypi.org/project/seaborn) (📥 7.6M / month):
```
- pip install datashader
+ pip install seaborn
```
-- [Conda](https://anaconda.org/conda-forge/datashader) (📥 250K · ⏱️ 10.06.2021):
+- [Conda](https://anaconda.org/conda-forge/seaborn) (📥 4.5M · ⏱️ 16.08.2021):
```
- conda install -c conda-forge datashader
+ conda install -c conda-forge seaborn
```
Cufflinks (🥈27 · ⭐ 2.4K · 💤) - Plotly + Pandas的生产力工具。MIT
+datashader (🥈29 · ⭐ 2.8K) - 快速准确地渲染大数据。BSD-3
-- [GitHub](https://github.com/santosjorge/cufflinks) (👨💻 38 · 🔀 560 · 📦 4.8K · 📋 200 - 39% open · ⏱️ 25.02.2021):
+- [GitHub](https://github.com/holoviz/datashader) (👨💻 49 · 🔀 340 · 📦 1.3K · 📋 500 - 23% open · ⏱️ 10.08.2022):
```
- git clone https://github.com/santosjorge/cufflinks
+ git clone https://github.com/holoviz/datashader
```
-- [PyPi](https://pypi.org/project/cufflinks) (📥 280K / month):
+- [PyPi](https://pypi.org/project/datashader) (📥 42K / month):
```
- pip install cufflinks
+ pip install datashader
+ ```
+- [Conda](https://anaconda.org/conda-forge/datashader) (📥 370K · ⏱️ 10.08.2022):
+ ```
+ conda install -c conda-forge datashader
```
PyVista (🥈27 · ⭐ 1K) - 通过简化的界面进行3D绘图和网格分析。MIT
+Bokeh (🥈28 · ⭐ 17K) - 浏览器中的Python交互式数据可视化。BSD-3
-- [GitHub](https://github.com/pyvista/pyvista) (👨💻 64 · 🔀 200 · 📥 380 · 📦 540 · 📋 640 - 27% open · ⏱️ 15.12.2021):
+- [GitHub](https://github.com/bokeh/bokeh) (👨💻 610 · 🔀 3.9K · 📦 150 · 📋 7K - 9% open · ⏱️ 24.08.2022):
```
- git clone https://github.com/pyvista/pyvista
+ git clone https://github.com/bokeh/bokeh
```
-- [PyPi](https://pypi.org/project/pyvista) (📥 36K / month):
+- [PyPi](https://pypi.org/project/bokeh) (📥 3.7M / month):
```
- pip install pyvista
+ pip install bokeh
```
-- [Conda](https://anaconda.org/conda-forge/pyvista) (📥 130K · ⏱️ 12.09.2021):
+- [Conda](https://anaconda.org/conda-forge/bokeh) (📥 8.3M · ⏱️ 15.08.2022):
```
- conda install -c conda-forge pyvista
+ conda install -c conda-forge bokeh
```
hvPlot (🥈27 · ⭐ 490) - 用于构建的pandas，dask，xarray和networkx的高级绘图API。BSD-3
+pyecharts (🥈28 · ⭐ 13K) - Python Echarts绘图库。MIT
-- [GitHub](https://github.com/holoviz/hvplot) (👨💻 33 · 🔀 62 · 📦 940 · 📋 400 - 34% open · ⏱️ 16.12.2021):
+- [GitHub](https://github.com/pyecharts/pyecharts) (👨💻 30 · 🔀 2.7K · 📦 2.4K · 📋 1.6K - 1% open · ⏱️ 25.04.2022):
```
- git clone https://github.com/holoviz/hvplot
- ```
-- [PyPi](https://pypi.org/project/hvplot) (📥 80K / month):
- ```
- pip install hvplot
+ git clone https://github.com/pyecharts/pyecharts
```
-- [Conda](https://anaconda.org/conda-forge/hvplot) (📥 140K · ⏱️ 23.07.2021):
+- [PyPi](https://pypi.org/project/pyecharts) (📥 44K / month):
```
- conda install -c conda-forge hvplot
+ pip install pyecharts
```
wordcloud (🥈26 · ⭐ 8.5K) - Python中的词云生成器。MIT
+missingno (🥈28 · ⭐ 3.3K) - 在缺失值和混乱数据下，用于数据可视化的python模块。MIT
-- [GitHub](https://github.com/amueller/word_cloud) (👨💻 64 · 🔀 2.1K · 📋 450 - 20% open · ⏱️ 13.11.2021):
+- [GitHub](https://github.com/ResidentMario/missingno) (👨💻 17 · 🔀 410 · 📦 8.3K · 📋 120 - 6% open · ⏱️ 27.02.2022):
```
- git clone https://github.com/amueller/word_cloud
+ git clone https://github.com/ResidentMario/missingno
```
-- [PyPi](https://pypi.org/project/wordcloud) (📥 680K / month):
+- [PyPi](https://pypi.org/project/missingno) (📥 1M / month):
```
- pip install wordcloud
+ pip install missingno
```
-- [Conda](https://anaconda.org/conda-forge/wordcloud) (📥 250K · ⏱️ 15.11.2021):
+- [Conda](https://anaconda.org/conda-forge/missingno) (📥 210K · ⏱️ 15.02.2020):
```
- conda install -c conda-forge wordcloud
+ conda install -c conda-forge missingno
```
Facets Overview (🥈26 · ⭐ 6.7K · 💤) - 机器学习数据集的可视化。Apache-2
+D-Tale (🥈27 · ⭐ 3.6K) - pandas数据结构的可视化工具。❗️LGPL-2.1
-- [GitHub](https://github.com/PAIR-code/facets) (👨💻 28 · 🔀 820 · 📦 92 · 📋 150 - 50% open · ⏱️ 06.05.2021):
+- [GitHub](https://github.com/man-group/dtale) (👨💻 27 · 🔀 290 · 📦 460 · 📋 470 - 8% open · ⏱️ 07.08.2022):
```
- git clone https://github.com/pair-code/facets
+ git clone https://github.com/man-group/dtale
```
-- [PyPi](https://pypi.org/project/facets-overview) (📥 150K / month):
+- [PyPi](https://pypi.org/project/dtale) (📥 100K / month):
```
- pip install facets-overview
+ pip install dtale
+ ```
+- [Conda](https://anaconda.org/conda-forge/dtale) (📥 150K · ⏱️ 07.08.2022):
+ ```
+ conda install -c conda-forge dtale
```
bqplot (🥈26 · ⭐ 3.2K) - 用于IPython / Jupyter笔记本的绘图库。Apache-2
+bqplot (🥈27 · ⭐ 3.3K) - 用于IPython / Jupyter笔记本的绘图库。Apache-2
-- [GitHub](https://github.com/bqplot/bqplot) (👨💻 55 · 🔀 430 · 📦 28 · 📋 550 - 35% open · ⏱️ 10.12.2021):
+- [GitHub](https://github.com/bqplot/bqplot) (👨💻 59 · 🔀 440 · 📦 34 · 📋 570 - 36% open · ⏱️ 22.08.2022):
```
git clone https://github.com/bqplot/bqplot
```
-- [PyPi](https://pypi.org/project/bqplot):
+- [PyPi](https://pypi.org/project/bqplot) (📥 81K / month):
```
pip install bqplot
```
-- [Conda](https://anaconda.org/conda-forge/bqplot) (📥 910K · ⏱️ 01.10.2021):
+- [Conda](https://anaconda.org/conda-forge/bqplot) (📥 1M · ⏱️ 22.08.2022):
```
conda install -c conda-forge bqplot
```
-- [NPM](https://www.npmjs.com/package/bqplot) (📥 26K / month):
+- [NPM](https://www.npmjs.com/package/bqplot) (📥 9.3K / month):
```
npm install bqplot
```
D-Tale (🥈25 · ⭐ 2.9K) - pandas数据结构的可视化工具。❗️LGPL-2.1
+data-validation (🥈27 · ⭐ 660) - 用于探索和验证机器学习的库。Apache-2
-- [GitHub](https://github.com/man-group/dtale) (👨💻 18 · 🔀 220 · 📦 270 · 📋 440 - 8% open · ⏱️ 12.12.2021):
+- [GitHub](https://github.com/tensorflow/data-validation) (👨💻 24 · 🔀 130 · 📥 370 · 📦 540 · 📋 150 - 16% open · ⏱️ 24.08.2022):
```
- git clone https://github.com/man-group/dtale
- ```
-- [PyPi](https://pypi.org/project/dtale) (📥 48K / month):
- ```
- pip install dtale
+ git clone https://github.com/tensorflow/data-validation
```
-- [Conda](https://anaconda.org/conda-forge/dtale) (📥 100K · ⏱️ 18.11.2021):
+- [PyPi](https://pypi.org/project/tensorflow-data-validation) (📥 1.1M / month):
```
- conda install -c conda-forge dtale
+ pip install tensorflow-data-validation
```
HoloViews (🥈25 · ⭐ 2.1K) - 使用Holoviews，您的数据可以可视化。BSD-3
+hvPlot (🥈27 · ⭐ 620) - 用于构建的pandas，dask，xarray和networkx的高级绘图API。BSD-3
-- [GitHub](https://github.com/holoviz/holoviews) (👨💻 120 · 🔀 330 · 📋 2.7K - 29% open · ⏱️ 15.12.2021):
+- [GitHub](https://github.com/holoviz/hvplot) (👨💻 37 · 🔀 73 · 📦 1.6K · 📋 480 - 37% open · ⏱️ 25.08.2022):
```
- git clone https://github.com/holoviz/holoviews
+ git clone https://github.com/holoviz/hvplot
```
-- [PyPi](https://pypi.org/project/holoviews):
+- [PyPi](https://pypi.org/project/hvplot) (📥 160K / month):
```
- pip install holoviews
+ pip install hvplot
```
-- [Conda](https://anaconda.org/conda-forge/holoviews) (📥 620K · ⏱️ 17.09.2021):
+- [Conda](https://anaconda.org/conda-forge/hvplot) (📥 210K · ⏱️ 09.05.2022):
```
- conda install -c conda-forge holoviews
+ conda install -c conda-forge hvplot
```
-- [NPM](https://www.npmjs.com/package/@pyviz/jupyterlab_pyviz) (📥 3.2K / month):
+wordcloud (🥈26 · ⭐ 8.9K) - Python中的词云生成器。MIT
+
+- [GitHub](https://github.com/amueller/word_cloud) (👨💻 65 · 🔀 2.2K · 📋 470 - 20% open · ⏱️ 27.06.2022):
+
```
- npm install @pyviz/jupyterlab_pyviz
+ git clone https://github.com/amueller/word_cloud
+ ```
+- [PyPi](https://pypi.org/project/wordcloud) (📥 690K / month):
+ ```
+ pip install wordcloud
+ ```
+- [Conda](https://anaconda.org/conda-forge/wordcloud) (📥 310K · ⏱️ 25.08.2022):
+ ```
+ conda install -c conda-forge wordcloud
```
Perspective (🥉24 · ⭐ 4K) - 通过WebAssembly进行流式透视显示。Apache-2
+Cufflinks (🥈26 · ⭐ 2.6K · 💀) - Plotly + Pandas的生产力工具。MIT
-- [GitHub](https://github.com/finos/perspective) (👨💻 65 · 🔀 410 · 📦 220 · 📋 470 - 12% open · ⏱️ 16.12.2021):
+- [GitHub](https://github.com/santosjorge/cufflinks) (👨💻 38 · 🔀 600 · 📦 6.5K · 📋 210 - 41% open · ⏱️ 25.02.2021):
```
- git clone https://github.com/finos/perspective
+ git clone https://github.com/santosjorge/cufflinks
```
-- [PyPi](https://pypi.org/project/perspective-python) (📥 5.5K / month):
+- [PyPi](https://pypi.org/project/cufflinks) (📥 310K / month):
```
- pip install perspective-python
+ pip install cufflinks
```
-- [NPM](https://www.npmjs.com/package/@finos/perspective-jupyterlab) (📥 2.2K / month):
+HoloViews (🥈26 · ⭐ 2.3K) - 使用Holoviews，您的数据可以可视化。BSD-3
+
+- [GitHub](https://github.com/holoviz/holoviews) (👨💻 120 · 🔀 350 · 📋 2.8K - 31% open · ⏱️ 22.08.2022):
+
```
- npm install @finos/perspective-jupyterlab
+ git clone https://github.com/holoviz/holoviews
+ ```
+- [PyPi](https://pypi.org/project/holoviews) (📥 380K / month):
+ ```
+ pip install holoviews
+ ```
+- [Conda](https://anaconda.org/conda-forge/holoviews) (📥 850K · ⏱️ 07.07.2022):
+ ```
+ conda install -c conda-forge holoviews
+ ```
+- [NPM](https://www.npmjs.com/package/@pyviz/jupyterlab_pyviz) (📥 840 / month):
+ ```
+ npm install @pyviz/jupyterlab_pyviz
```
VisPy (🥉24 · ⭐ 2.8K) - 高性能交互式2D / 3D数据可视化库。❗Unlicensed
+PyVista (🥈26 · ⭐ 1.4K) - 通过简化的界面进行3D绘图和网格分析。MIT
-- [GitHub](https://github.com/vispy/vispy) (👨💻 170 · 🔀 570 · 📦 650 · 📋 1.3K - 20% open · ⏱️ 10.12.2021):
+- [GitHub](https://github.com/pyvista/pyvista) (👨💻 100 · 🔀 280 · 📥 660 · 📦 900 · 📋 920 - 28% open · ⏱️ 26.08.2022):
```
- git clone https://github.com/vispy/vispy
+ git clone https://github.com/pyvista/pyvista
```
-- [PyPi](https://pypi.org/project/vispy) (📥 45K / month):
+- [PyPi](https://pypi.org/project/pyvista) (📥 46K / month):
```
- pip install vispy
+ pip install pyvista
```
-- [Conda](https://anaconda.org/conda-forge/vispy) (📥 200K · ⏱️ 24.11.2021):
+- [Conda](https://anaconda.org/conda-forge/pyvista) (📥 210K · ⏱️ 01.08.2022):
```
- conda install -c conda-forge vispy
+ conda install -c conda-forge pyvista
```
-- [NPM](https://www.npmjs.com/package/vispy) (📥 11 / month):
+Facets Overview (🥉25 · ⭐ 7K · 💀) - 机器学习数据集的可视化。Apache-2
+
+- [GitHub](https://github.com/PAIR-code/facets) (👨💻 28 · 🔀 850 · 📦 130 · 📋 150 - 50% open · ⏱️ 06.05.2021):
+
```
- npm install vispy
+ git clone https://github.com/pair-code/facets
+ ```
+- [PyPi](https://pypi.org/project/facets-overview) (📥 300K / month):
+ ```
+ pip install facets-overview
```
HyperTools (🥉23 · ⭐ 1.7K) - 一个Python工具箱，用于获得对高维的几何洞察力。MIT
+Chartify (🥉25 · ⭐ 3.2K · 💀) - Python库，使数据科学家可以轻松创建。Apache-2
-- [GitHub](https://github.com/ContextLab/hypertools) (👨💻 21 · 🔀 160 · 📥 8 · 📦 160 · 📋 190 - 35% open · ⏱️ 19.07.2021):
+- [GitHub](https://github.com/spotify/chartify) (👨💻 21 · 🔀 280 · 📦 65 · 📋 72 - 56% open · ⏱️ 05.02.2021):
```
- git clone https://github.com/ContextLab/hypertools
+ git clone https://github.com/spotify/chartify
```
-- [PyPi](https://pypi.org/project/hypertools) (📥 990 / month):
+- [PyPi](https://pypi.org/project/chartify) (📥 10K / month):
```
- pip install hypertools
+ pip install chartify
+ ```
+- [Conda](https://anaconda.org/conda-forge/chartify) (📥 21K · ⏱️ 07.11.2020):
+ ```
+ conda install -c conda-forge chartify
```
Graphviz (🥉23 · ⭐ 1.1K) - Graphviz的简单Python界面。MIT
+VisPy (🥉24 · ⭐ 2.9K) - 高性能交互式2D / 3D数据可视化库。❗Unlicensed
-- [GitHub](https://github.com/xflr6/graphviz) (👨💻 17 · 🔀 160 · 📦 26K · 📋 120 - 3% open · ⏱️ 15.12.2021):
+- [GitHub](https://github.com/vispy/vispy) (👨💻 180 · 🔀 580 · 📦 820 · 📋 1.3K - 20% open · ⏱️ 24.08.2022):
```
- git clone https://github.com/xflr6/graphviz
+ git clone https://github.com/vispy/vispy
```
-- [PyPi](https://pypi.org/project/graphviz):
+- [PyPi](https://pypi.org/project/vispy) (📥 51K / month):
```
- pip install graphviz
+ pip install vispy
+ ```
+- [Conda](https://anaconda.org/conda-forge/vispy) (📥 270K · ⏱️ 05.07.2022):
+ ```
+ conda install -c conda-forge vispy
+ ```
+- [NPM](https://www.npmjs.com/package/vispy) (📥 10 / month):
+ ```
+ npm install vispy
```
Pandas-Bokeh (🥉23 · ⭐ 740 · 💤) - pandas和GeoPandas的Bokeh绘图后端。MIT
+HyperTools (🥉24 · ⭐ 1.7K) - 一个Python工具箱，用于获得对高维的几何洞察力。MIT
-- [GitHub](https://github.com/PatrikHlobil/Pandas-Bokeh) (👨💻 12 · 🔀 93 · 📦 260 · 📋 93 - 29% open · ⏱️ 10.05.2021):
+- [GitHub](https://github.com/ContextLab/hypertools) (👨💻 21 · 🔀 150 · 📥 20 · 📦 210 · 📋 190 - 35% open · ⏱️ 12.02.2022):
```
- git clone https://github.com/PatrikHlobil/Pandas-Bokeh
+ git clone https://github.com/ContextLab/hypertools
```
-- [PyPi](https://pypi.org/project/pandas-bokeh) (📥 11K / month):
+- [PyPi](https://pypi.org/project/hypertools) (📥 550 / month):
```
- pip install pandas-bokeh
+ pip install hypertools
```
python-ternary (🥉23 · ⭐ 500) - 带有matplotlib的python三元绘图库。MIT
+pythreejs (🥉24 · ⭐ 830) - Jupyter-Three.js桥。❗Unlicensed
-- [GitHub](https://github.com/marcharper/python-ternary) (👨💻 27 · 🔀 130 · 📥 17 · 📦 76 · 📋 120 - 21% open · ⏱️ 21.10.2021):
+- [GitHub](https://github.com/jupyter-widgets/pythreejs) (👨💻 30 · 🔀 170 · 📦 21 · 📋 220 - 23% open · ⏱️ 25.08.2022):
```
- git clone https://github.com/marcharper/python-ternary
+ git clone https://github.com/jupyter-widgets/pythreejs
```
-- [PyPi](https://pypi.org/project/python-ternary) (📥 21K / month):
+- [PyPi](https://pypi.org/project/pythreejs) (📥 64K / month):
```
- pip install python-ternary
+ pip install pythreejs
```
-- [Conda](https://anaconda.org/conda-forge/python-ternary) (📥 60K · ⏱️ 17.02.2021):
+- [Conda](https://anaconda.org/conda-forge/pythreejs) (📥 410K · ⏱️ 25.08.2022):
```
- conda install -c conda-forge python-ternary
+ conda install -c conda-forge pythreejs
+ ```
+- [NPM](https://www.npmjs.com/package/jupyter-threejs) (📥 4.6K / month):
+ ```
+ npm install jupyter-threejs
```
Chartify (🥉22 · ⭐ 3.1K · 💤) - Python库，使数据科学家可以轻松创建。Apache-2
+PyQtGraph (🥉23 · ⭐ 2.9K) - 用于科学/工程的快速数据可视化和GUI工具。❗Unlicensed
-- [GitHub](https://github.com/spotify/chartify) (👨💻 21 · 🔀 270 · 📦 61 · 📋 71 - 56% open · ⏱️ 05.02.2021):
+- [GitHub](https://github.com/pyqtgraph/pyqtgraph) (👨💻 230 · 🔀 930 · 📋 1K - 31% open · ⏱️ 24.08.2022):
```
- git clone https://github.com/spotify/chartify
+ git clone https://github.com/pyqtgraph/pyqtgraph
```
-- [PyPi](https://pypi.org/project/chartify):
+- [PyPi](https://pypi.org/project/pyqtgraph) (📥 100K / month):
```
- pip install chartify
+ pip install pyqtgraph
```
-- [Conda](https://anaconda.org/conda-forge/chartify) (📥 17K · ⏱️ 07.11.2020):
+- [Conda](https://anaconda.org/conda-forge/pyqtgraph) (📥 280K · ⏱️ 05.03.2022):
```
- conda install -c conda-forge chartify
+ conda install -c conda-forge pyqtgraph
```
PandasGUI (🥉22 · ⭐ 2.5K) - pandas Dataframe的GUI。MIT
+FiftyOne (🥉23 · ⭐ 1.8K) - 可视化，创建和调试图像和视频数据集。Apache-2
-- [GitHub](https://github.com/adamerose/PandasGUI) (👨💻 10 · 🔀 150 · 📦 120 · 📋 140 - 22% open · ⏱️ 25.09.2021):
+- [GitHub](https://github.com/voxel51/fiftyone) (👨💻 46 · 🔀 220 · 📦 160 · 📋 890 - 31% open · ⏱️ 25.08.2022):
```
- git clone https://github.com/adamerose/pandasgui
+ git clone https://github.com/voxel51/fiftyone
```
-- [PyPi](https://pypi.org/project/pandasgui) (📥 9.3K / month):
+- [PyPi](https://pypi.org/project/fiftyone) (📥 21K / month):
```
- pip install pandasgui
+ pip install fiftyone
```
openTSNE (🥉22 · ⭐ 930) - t-SNE的可扩展并行实现。BSD-3
+openTSNE (🥉23 · ⭐ 1K) - t-SNE的可扩展并行实现。BSD-3
-- [GitHub](https://github.com/pavlin-policar/openTSNE) (👨💻 10 · 🔀 97 · 📦 270 · 📋 98 - 3% open · ⏱️ 25.10.2021):
+- [GitHub](https://github.com/pavlin-policar/openTSNE) (👨💻 10 · 🔀 120 · 📦 380 · 📋 110 - 5% open · ⏱️ 18.03.2022):
```
git clone https://github.com/pavlin-policar/openTSNE
```
-- [PyPi](https://pypi.org/project/opentsne):
+- [PyPi](https://pypi.org/project/opentsne) (📥 21K / month):
```
pip install opentsne
```
-- [Conda](https://anaconda.org/conda-forge/opentsne) (📥 130K · ⏱️ 13.11.2021):
+- [Conda](https://anaconda.org/conda-forge/opentsne) (📥 150K · ⏱️ 27.05.2022):
```
conda install -c conda-forge opentsne
```
PyQtGraph (🥉21 · ⭐ 2.7K) - 用于科学/工程的快速数据可视化和GUI工具。❗Unlicensed
+python-ternary (🥉23 · ⭐ 580) - 带有matplotlib的python三元绘图库。MIT
-- [GitHub](https://github.com/pyqtgraph/pyqtgraph) (👨💻 210 · 🔀 880 · 📋 950 - 29% open · ⏱️ 15.12.2021):
+- [GitHub](https://github.com/marcharper/python-ternary) (👨💻 27 · 🔀 140 · 📥 18 · 📦 100 · 📋 130 - 25% open · ⏱️ 27.02.2022):
```
- git clone https://github.com/pyqtgraph/pyqtgraph
+ git clone https://github.com/marcharper/python-ternary
```
-- [PyPi](https://pypi.org/project/pyqtgraph):
+- [PyPi](https://pypi.org/project/python-ternary) (📥 27K / month):
```
- pip install pyqtgraph
+ pip install python-ternary
```
-- [Conda](https://anaconda.org/conda-forge/pyqtgraph) (📥 210K · ⏱️ 11.10.2021):
+- [Conda](https://anaconda.org/conda-forge/python-ternary) (📥 66K · ⏱️ 17.02.2021):
```
- conda install -c conda-forge pyqtgraph
+ conda install -c conda-forge python-ternary
```
pythreejs (🥉21 · ⭐ 780) - Jupyter-Three.js桥。❗Unlicensed
+Sweetviz (🥉22 · ⭐ 2.1K) - 可视化和比较数据集，目标值和相关性。MIT
-- [GitHub](https://github.com/jupyter-widgets/pythreejs) (👨💻 29 · 🔀 160 · 📦 19 · 📋 210 - 31% open · ⏱️ 06.12.2021):
+- [GitHub](https://github.com/fbdesignpro/sweetviz) (👨💻 6 · 🔀 210 · 📋 100 - 28% open · ⏱️ 08.06.2022):
```
- git clone https://github.com/jupyter-widgets/pythreejs
+ git clone https://github.com/fbdesignpro/sweetviz
```
-- [PyPi](https://pypi.org/project/pythreejs) (📥 39K / month):
+- [PyPi](https://pypi.org/project/sweetviz) (📥 64K / month):
```
- pip install pythreejs
+ pip install sweetviz
```
-- [Conda](https://anaconda.org/conda-forge/pythreejs) (📥 360K · ⏱️ 02.03.2021):
+lets-plot (🥉22 · ⭐ 780) - 一个用于统计数据的开源绘图库。MIT
+
+- [GitHub](https://github.com/JetBrains/lets-plot) (👨💻 17 · 🔀 34 · 📥 300 · 📦 17 · 📋 270 - 27% open · ⏱️ 23.08.2022):
+
```
- conda install -c conda-forge pythreejs
+ git clone https://github.com/JetBrains/lets-plot
```
-- [NPM](https://www.npmjs.com/package/jupyter-threejs) (📥 6.1K / month):
+- [PyPi](https://pypi.org/project/lets-plot) (📥 1.8K / month):
```
- npm install jupyter-threejs
+ pip install lets-plot
```
data-validation (🥉21 · ⭐ 600) - 用于探索和验证机器学习的库。Apache-2
+PDPbox (🥉22 · ⭐ 700 · 💀) - python部分依赖图工具箱。MIT
-- [GitHub](https://github.com/tensorflow/data-validation) (👨💻 23 · 🔀 110 · 📥 290 · 📦 360 · 📋 140 - 19% open · ⏱️ 16.12.2021):
+- [GitHub](https://github.com/SauceCat/PDPbox) (👨💻 7 · 🔀 110 · 📦 510 · 📋 60 - 36% open · ⏱️ 14.03.2021):
```
- git clone https://github.com/tensorflow/data-validation
+ git clone https://github.com/SauceCat/PDPbox
```
-- [PyPi](https://pypi.org/project/tensorflow-data-validation):
+- [PyPi](https://pypi.org/project/pdpbox) (📥 34K / month):
```
- pip install tensorflow-data-validation
+ pip install pdpbox
+ ```
+- [Conda](https://anaconda.org/conda-forge/pdpbox) (📥 13K · ⏱️ 14.03.2021):
+ ```
+ conda install -c conda-forge pdpbox
```
HiPlot (🥉20 · ⭐ 2.2K) - HiPlot使理解高维数据变得容易。MIT
+Perspective (🥉21 · ⭐ 4.8K) - 通过WebAssembly进行流式透视显示。Apache-2
-- [GitHub](https://github.com/facebookresearch/hiplot) (👨💻 7 · 🔀 100 · 📦 3 · 📋 71 - 14% open · ⏱️ 05.11.2021):
+- [GitHub](https://github.com/finos/perspective) (👨💻 72 · 🔀 490 · 📦 4 · 📋 540 - 14% open · ⏱️ 25.08.2022):
```
- git clone https://github.com/facebookresearch/hiplot
+ git clone https://github.com/finos/perspective
```
-- [PyPi](https://pypi.org/project/hiplot) (📥 10K / month):
+- [PyPi](https://pypi.org/project/perspective-python) (📥 3K / month):
```
- pip install hiplot
+ pip install perspective-python
```
-- [Conda](https://anaconda.org/conda-forge/hiplot) (📥 73K · ⏱️ 05.11.2021):
+- [NPM](https://www.npmjs.com/package/@finos/perspective-jupyterlab) (📥 1.4K / month):
```
- conda install -c conda-forge hiplot
+ npm install @finos/perspective-jupyterlab
```
Sweetviz (🥉20 · ⭐ 1.8K) - 可视化和比较数据集，目标值和相关性。MIT
+plotnine (🥉21 · ⭐ 3.2K) - Python的图形语法。MIT
-- [GitHub](https://github.com/fbdesignpro/sweetviz) (👨💻 6 · 🔀 180 · 📋 90 - 22% open · ⏱️ 08.07.2021):
+- [GitHub](https://github.com/has2k1/plotnine) (👨💻 96 · 🔀 170 · 📋 500 - 13% open · ⏱️ 01.07.2022):
```
- git clone https://github.com/fbdesignpro/sweetviz
+ git clone https://github.com/has2k1/plotnine
```
-- [PyPi](https://pypi.org/project/sweetviz) (📥 60K / month):
+- [PyPi](https://pypi.org/project/plotnine) (📥 350K / month):
```
- pip install sweetviz
+ pip install plotnine
+ ```
+- [Conda](https://anaconda.org/conda-forge/plotnine) (📥 190K · ⏱️ 02.07.2022):
+ ```
+ conda install -c conda-forge plotnine
```
Multicore-TSNE (🥉20 · ⭐ 1.7K · 💀) - 使用Python和Torch并行执行t-SNE。BSD-3
+Multicore-TSNE (🥉21 · ⭐ 1.7K · 💀) - 使用Python和Torch并行执行t-SNE。BSD-3
-- [GitHub](https://github.com/DmitryUlyanov/Multicore-TSNE) (👨💻 15 · 🔀 190 · 📦 260 · 📋 55 - 61% open · ⏱️ 19.08.2020):
+- [GitHub](https://github.com/DmitryUlyanov/Multicore-TSNE) (👨💻 15 · 🔀 200 · 📦 310 · 📋 58 - 63% open · ⏱️ 19.08.2020):
```
git clone https://github.com/DmitryUlyanov/Multicore-TSNE
```
-- [PyPi](https://pypi.org/project/MulticoreTSNE):
+- [PyPi](https://pypi.org/project/MulticoreTSNE) (📥 19K / month):
```
pip install MulticoreTSNE
```
-- [Conda](https://anaconda.org/conda-forge/multicore-tsne) (📥 12K · ⏱️ 09.11.2021):
+- [Conda](https://anaconda.org/conda-forge/multicore-tsne) (📥 18K · ⏱️ 09.11.2021):
```
conda install -c conda-forge multicore-tsne
```
PDPbox (🥉20 · ⭐ 640 · 💤) - python部分依赖图工具箱。MIT
+AutoViz (🥉20 · ⭐ 890) - 自动显示任意行的任何大小的任何数据集。Apache-2
-- [GitHub](https://github.com/SauceCat/PDPbox) (👨💻 7 · 🔀 100 · 📦 460 · 📋 55 - 30% open · ⏱️ 14.03.2021):
+- [GitHub](https://github.com/AutoViML/AutoViz) (👨💻 12 · 🔀 120 · 📦 240 · 📋 59 - 5% open · ⏱️ 10.08.2022):
```
- git clone https://github.com/SauceCat/PDPbox
- ```
-- [PyPi](https://pypi.org/project/pdpbox):
- ```
- pip install pdpbox
+ git clone https://github.com/AutoViML/AutoViz
```
-- [Conda](https://anaconda.org/conda-forge/pdpbox) (📥 10K · ⏱️ 14.03.2021):
+- [PyPi](https://pypi.org/project/autoviz) (📥 52K / month):
```
- conda install -c conda-forge pdpbox
+ pip install autoviz
```
PyWaffle (🥉19 · ⭐ 460) - 用Python作图。MIT
+PyWaffle (🥉20 · ⭐ 500) - 用Python作图。MIT
-- [GitHub](https://github.com/gyli/PyWaffle) (👨💻 6 · 🔀 80 · 📦 100 · 📋 14 - 21% open · ⏱️ 28.07.2021):
+- [GitHub](https://github.com/gyli/PyWaffle) (👨💻 6 · 🔀 92 · 📦 150 · 📋 18 - 22% open · ⏱️ 08.06.2022):
```
git clone https://github.com/gyli/PyWaffle
```
-- [PyPi](https://pypi.org/project/pywaffle) (📥 2.6K / month):
+- [PyPi](https://pypi.org/project/pywaffle) (📥 8.3K / month):
```
pip install pywaffle
```
pivottablejs (🥉19 · ⭐ 450 · 💀) - Jupyter/IPython的Dragndrop数据透视表和图表。❗Unlicensed
+PandasGUI (🥉19 · ⭐ 2.7K) - pandas Dataframe的GUI。❗️MIT-0
-- [GitHub](https://github.com/nicolaskruchten/jupyter_pivottablejs) (👨💻 3 · 🔀 61 · 📦 210 · 📋 56 - 28% open · ⏱️ 04.12.2018):
+- [GitHub](https://github.com/adamerose/PandasGUI) (👨💻 13 · 🔀 180 · 📦 170 · 📋 160 - 27% open · ⏱️ 16.03.2022):
```
- git clone https://github.com/nicolaskruchten/jupyter_pivottablejs
+ git clone https://github.com/adamerose/pandasgui
```
-- [PyPi](https://pypi.org/project/pivottablejs) (📥 17K / month):
+- [PyPi](https://pypi.org/project/pandasgui) (📥 3.7K / month):
```
- pip install pivottablejs
+ pip install pandasgui
```
ivis (🥉19 · ⭐ 250) - 使用算法对非常大的数据集进行降维。Apache-2
+HiPlot (🥉19 · ⭐ 2.3K) - HiPlot使理解高维数据变得容易。MIT
-- [GitHub](https://github.com/beringresearch/ivis) (👨💻 10 · 🔀 26 · 📦 19 · 📋 53 - 5% open · ⏱️ 08.11.2021):
+- [GitHub](https://github.com/facebookresearch/hiplot) (👨💻 8 · 🔀 120 · 📦 5 · 📋 80 - 15% open · ⏱️ 05.07.2022):
```
- git clone https://github.com/beringresearch/ivis
+ git clone https://github.com/facebookresearch/hiplot
```
-- [PyPi](https://pypi.org/project/ivis) (📥 890 / month):
+- [PyPi](https://pypi.org/project/hiplot) (📥 27K / month):
```
- pip install ivis
+ pip install hiplot
+ ```
+- [Conda](https://anaconda.org/conda-forge/hiplot) (📥 98K · ⏱️ 31.05.2022):
+ ```
+ conda install -c conda-forge hiplot
```
FiftyOne (🥉18 · ⭐ 860) - 可视化，创建和调试图像和视频数据集。❗Unlicensed
+pivottablejs (🥉19 · ⭐ 470 · 💀) - Jupyter/IPython的Dragndrop数据透视表和图表。❗Unlicensed
-- [GitHub](https://github.com/voxel51/fiftyone) (👨💻 20 · 🔀 98 · 📦 64 · 📋 600 - 30% open · ⏱️ 30.11.2021):
+- [GitHub](https://github.com/nicolaskruchten/jupyter_pivottablejs) (👨💻 3 · 🔀 62 · 📦 260 · 📋 58 - 29% open · ⏱️ 04.12.2018):
```
- git clone https://github.com/voxel51/fiftyone
+ git clone https://github.com/nicolaskruchten/jupyter_pivottablejs
```
-- [PyPi](https://pypi.org/project/fiftyone):
+- [PyPi](https://pypi.org/project/pivottablejs) (📥 14K / month):
```
- pip install fiftyone
+ pip install pivottablejs
```
animatplot (🥉18 · ⭐ 380 · 💀) - 用于在patpliblib上构建动画图的python程序包。MIT
+joypy (🥉19 · ⭐ 440 · 💤) - 带有matplotlib和pandas的Python中的Joyplots。MIT
-- [GitHub](https://github.com/t-makaro/animatplot) (👨💻 7 · 🔀 35 · 📦 29 · 📋 30 - 43% open · ⏱️ 05.10.2020):
+- [GitHub](https://github.com/leotac/joypy) (👨💻 6 · 🔀 47 · 📦 190 · 📋 47 - 21% open · ⏱️ 19.12.2021):
```
- git clone https://github.com/t-makaro/animatplot
+ git clone https://github.com/sbebo/joypy
```
-- [PyPi](https://pypi.org/project/animatplot) (📥 270 / month):
+- [PyPi](https://pypi.org/project/joypy) (📥 13K / month):
```
- pip install animatplot
+ pip install joypy
```
-- [Conda](https://anaconda.org/conda-forge/animatplot) (📥 7.2K · ⏱️ 06.10.2020):
+- [Conda](https://anaconda.org/conda-forge/joypy) (📥 15K · ⏱️ 28.12.2020):
```
- conda install -c conda-forge animatplot
+ conda install -c conda-forge joypy
```
joypy (🥉18 · ⭐ 370) - 带有matplotlib和pandas的Python中的Joyplots。MIT
+ivis (🥉19 · ⭐ 280) - 使用算法对非常大的数据集进行降维。Apache-2
-- [GitHub](https://github.com/leotac/joypy) (👨💻 5 · 🔀 43 · 📦 110 · 📋 45 - 20% open · ⏱️ 13.12.2021):
+- [GitHub](https://github.com/beringresearch/ivis) (👨💻 10 · 🔀 35 · 📦 26 · 📋 57 - 5% open · ⏱️ 29.07.2022):
```
- git clone https://github.com/sbebo/joypy
+ git clone https://github.com/beringresearch/ivis
```
-- [PyPi](https://pypi.org/project/joypy):
+- [PyPi](https://pypi.org/project/ivis) (📥 330 / month):
```
- pip install joypy
+ pip install ivis
```
-- [Conda](https://anaconda.org/conda-forge/joypy) (📥 12K · ⏱️ 28.12.2020):
+Pandas-Bokeh (🥉18 · ⭐ 800) - pandas和GeoPandas的Bokeh绘图后端。MIT
+
+- [GitHub](https://github.com/PatrikHlobil/Pandas-Bokeh) (👨💻 14 · 🔀 100 · 📋 98 - 31% open · ⏱️ 25.03.2022):
+
```
- conda install -c conda-forge joypy
+ git clone https://github.com/PatrikHlobil/Pandas-Bokeh
+ ```
+- [PyPi](https://pypi.org/project/pandas-bokeh) (📥 14K / month):
+ ```
+ pip install pandas-bokeh
```
vega (🥉18 · ⭐ 320) - 适用于Vega和Vega-Lite的IPython/Jupyter笔记本模块。BSD-3
+animatplot (🥉18 · ⭐ 400 · 💀) - 用于在patpliblib上构建动画图的python程序包。MIT
-- [GitHub](https://github.com/vega/ipyvega) (👨💻 10 · 🔀 52 · 📋 92 - 11% open · ⏱️ 02.12.2021):
+- [GitHub](https://github.com/t-makaro/animatplot) (👨💻 7 · 🔀 34 · 📦 35 · 📋 30 - 43% open · ⏱️ 05.10.2020):
```
- git clone https://github.com/vega/ipyvega
+ git clone https://github.com/t-makaro/animatplot
```
-- [PyPi](https://pypi.org/project/vega) (📥 21K / month):
+- [PyPi](https://pypi.org/project/animatplot) (📥 260 / month):
```
- pip install vega
+ pip install animatplot
```
-- [Conda](https://anaconda.org/conda-forge/vega) (📥 470K · ⏱️ 18.11.2021):
+- [Conda](https://anaconda.org/conda-forge/animatplot) (📥 9K · ⏱️ 06.10.2020):
```
- conda install -c conda-forge vega
+ conda install -c conda-forge animatplot
```
lets-plot (🥉17 · ⭐ 700) - 一个用于统计数据的开源绘图库。❗Unlicensed
+vega (🥉18 · ⭐ 330) - 适用于Vega和Vega-Lite的IPython/Jupyter笔记本模块。BSD-3
-- [GitHub](https://github.com/JetBrains/lets-plot) (👨💻 16 · 🔀 29 · 📥 140 · 📦 12 · 📋 220 - 32% open · ⏱️ 15.12.2021):
+- [GitHub](https://github.com/vega/ipyvega) (👨💻 11 · 🔀 55 · 📋 95 - 13% open · ⏱️ 01.08.2022):
```
- git clone https://github.com/JetBrains/lets-plot
+ git clone https://github.com/vega/ipyvega
```
-- [PyPi](https://pypi.org/project/lets-plot):
+- [PyPi](https://pypi.org/project/vega) (📥 7.3K / month):
```
- pip install lets-plot
+ pip install vega
+ ```
+- [Conda](https://anaconda.org/conda-forge/vega) (📥 500K · ⏱️ 10.02.2022):
+ ```
+ conda install -c conda-forge vega
```
pdvega (🥉16 · ⭐ 340 · 💀) - 使用Vega-Lite交互式绘制pandas数据图。MIT
-- [GitHub](https://github.com/altair-viz/pdvega) (👨💻 9 · 🔀 30 · 📦 59 · 📋 26 - 61% open · ⏱️ 29.03.2019):
+- [GitHub](https://github.com/altair-viz/pdvega) (👨💻 9 · 🔀 31 · 📦 67 · 📋 26 - 61% open · ⏱️ 29.03.2019):
```
git clone https://github.com/altair-viz/pdvega
```
-- [PyPi](https://pypi.org/project/pdvega) (📥 140 / month):
+- [PyPi](https://pypi.org/project/pdvega) (📥 56 / month):
```
pip install pdvega
```
AutoViz (🥉15 · ⭐ 580) - 自动显示任意行的任何大小的任何数据集。Apache-2
+data-describe (🥉14 · ⭐ 290 · 💤) - 数据描述：Pythonic EDA数据科学加速器。❗Unlicensed
-- [GitHub](https://github.com/AutoViML/AutoViz) (👨💻 11 · 🔀 86 · 📦 120 · 📋 41 - 17% open · ⏱️ 13.12.2021):
+- [GitHub](https://github.com/data-describe/data-describe) (👨💻 14 · 🔀 18 · 📋 240 - 28% open · ⏱️ 19.11.2021):
```
- git clone https://github.com/AutoViML/AutoViz
+ git clone https://github.com/data-describe/data-describe
```
-- [PyPi](https://pypi.org/project/autoviz):
+- [PyPi](https://pypi.org/project/data-describe) (📥 2.6K / month):
```
- pip install autoviz
+ pip install data-describe
```
nx-altair (🥉15 · ⭐ 180 · 💀) - 使用Altair绘制交互式NetworkX图形。MIT
+nx-altair (🥉14 · ⭐ 200 · 💀) - 使用Altair绘制交互式NetworkX图形。MIT
-- [GitHub](https://github.com/Zsailer/nx_altair) (👨💻 3 · 🔀 22 · 📋 10 - 60% open · ⏱️ 02.06.2020):
+- [GitHub](https://github.com/Zsailer/nx_altair) (👨💻 3 · 🔀 23 · 📋 10 - 60% open · ⏱️ 02.06.2020):
```
git clone https://github.com/Zsailer/nx_altair
```
-- [PyPi](https://pypi.org/project/nx-altair) (📥 3.1K / month):
+- [PyPi](https://pypi.org/project/nx-altair) (📥 1.5K / month):
```
pip install nx-altair
```
data-describe (🥉13 · ⭐ 290) - 数据描述：Pythonic EDA数据科学加速器。❗Unlicensed
+nptsne (🥉11 · ⭐ 29 · 💀) - nptsne是numpy兼容的python二进制包。Apache-2
-- [GitHub](https://github.com/data-describe/data-describe) (👨💻 14 · 🔀 15 · 📋 240 - 28% open · ⏱️ 19.11.2021):
-
- ```
- git clone https://github.com/data-describe/data-describe
- ```
-- [PyPi](https://pypi.org/project/data-describe) (📥 310 / month):
- ```
- pip install data-describe
- ```
-nptsne (🥉11 · ⭐ 27 · 💤) - nptsne是numpy兼容的python二进制包。Apache-2
-
-- [GitHub](https://github.com/biovault/nptsne) (👨💻 3 · 🔀 2 · 📦 3 · 📋 12 - 58% open · ⏱️ 03.02.2021):
+- [GitHub](https://github.com/biovault/nptsne) (👨💻 3 · 🔀 2 · 📦 4 · 📋 13 - 53% open · ⏱️ 03.02.2021):
```
git clone https://github.com/biovault/nptsne
```
-- [PyPi](https://pypi.org/project/nptsne):
+- [PyPi](https://pypi.org/project/nptsne) (📥 70 / month):
```
pip install nptsne
```
@@ -1547,241 +1547,225 @@ _通用和特定于任务的数据可视化库。_
_用于处理，清理，处理和分析文本数据的库，以及用于NLP任务的库，例如语言检测，模糊匹配，文本分类，seq2seq学习，智能对话，关键字提取和机器翻译。_
-transformers (🥇38 · ⭐ 56K) - transformers：先进的自然语言模型库。Apache-2
+spaCy (🥇38 · ⭐ 24K) - Python中的工业级自然语言处理（NLP）工具包。MIT
-- [GitHub](https://github.com/huggingface/transformers) (👨💻 1.1K · 🔀 13K · 📥 1.4K · 📦 20K · 📋 8.3K - 3% open · ⏱️ 16.12.2021):
+- [GitHub](https://github.com/explosion/spaCy) (👨💻 700 · 🔀 3.8K · 📥 3.1K · 📦 43K · 📋 5.2K - 1% open · ⏱️ 23.08.2022):
```
- git clone https://github.com/huggingface/transformers
+ git clone https://github.com/explosion/spaCy
```
-- [PyPi](https://pypi.org/project/transformers) (📥 3.2M / month):
+- [PyPi](https://pypi.org/project/spacy) (📥 4.7M / month):
```
- pip install transformers
+ pip install spacy
```
-- [Conda](https://anaconda.org/conda-forge/transformers) (📥 87K · ⏱️ 16.12.2021):
+- [Conda](https://anaconda.org/conda-forge/spacy) (📥 2.8M · ⏱️ 27.07.2022):
```
- conda install -c conda-forge transformers
+ conda install -c conda-forge spacy
```
spaCy (🥇38 · ⭐ 22K) - Python中的工业级自然语言处理（NLP）工具包。MIT
+transformers (🥇37 · ⭐ 69K) - transformers：先进的自然语言模型库。Apache-2
-- [GitHub](https://github.com/explosion/spaCy) (👨💻 640 · 🔀 3.6K · 📥 3.1K · 📦 33K · 📋 5K - 1% open · ⏱️ 16.12.2021):
+- [GitHub](https://github.com/huggingface/transformers) (👨💻 1.4K · 🔀 15K · 📥 1.5K · 📦 34K · 📋 9.9K - 4% open · ⏱️ 25.08.2022):
```
- git clone https://github.com/explosion/spaCy
+ git clone https://github.com/huggingface/transformers
```
-- [PyPi](https://pypi.org/project/spacy) (📥 5.9M / month):
+- [PyPi](https://pypi.org/project/transformers) (📥 6.1M / month):
```
- pip install spacy
+ pip install transformers
```
-- [Conda](https://anaconda.org/conda-forge/spacy) (📥 2.5M · ⏱️ 14.12.2021):
+- [Conda](https://anaconda.org/conda-forge/transformers) (📥 370K · ⏱️ 25.08.2022):
```
- conda install -c conda-forge spacy
+ conda install -c conda-forge transformers
```
gensim (🥇36 · ⭐ 13K) - 主题模型工具库。❗️LGPL-2.1
-- [GitHub](https://github.com/RaRe-Technologies/gensim) (👨💻 420 · 🔀 3.9K · 📥 3.5K · 📦 29K · 📋 1.7K - 20% open · ⏱️ 13.12.2021):
+- [GitHub](https://github.com/RaRe-Technologies/gensim) (👨💻 430 · 🔀 4K · 📥 3.8K · 📦 36K · 📋 1.8K - 20% open · ⏱️ 22.08.2022):
```
git clone https://github.com/RaRe-Technologies/gensim
```
-- [PyPi](https://pypi.org/project/gensim) (📥 10M / month):
+- [PyPi](https://pypi.org/project/gensim) (📥 4.9M / month):
```
pip install gensim
```
-- [Conda](https://anaconda.org/conda-forge/gensim) (📥 760K · ⏱️ 09.11.2021):
+- [Conda](https://anaconda.org/conda-forge/gensim) (📥 860K · ⏱️ 29.07.2022):
```
conda install -c conda-forge gensim
```
nltk (🥇33 · ⭐ 10K) - 用于符号和统计自然的库和程序套件。Apache-2
+sentence-transformers (🥇34 · ⭐ 8.3K) - BERT和XLNet的句子嵌入。Apache-2
-- [GitHub](https://github.com/nltk/nltk) (👨💻 410 · 🔀 2.4K · 📦 120K · 📋 1.6K - 12% open · ⏱️ 16.12.2021):
+- [GitHub](https://github.com/UKPLab/sentence-transformers) (👨💻 93 · 🔀 1.6K · 📦 4K · 📋 1.5K - 51% open · ⏱️ 15.08.2022):
```
- git clone https://github.com/nltk/nltk
- ```
-- [PyPi](https://pypi.org/project/nltk) (📥 9.5M / month):
- ```
- pip install nltk
+ git clone https://github.com/UKPLab/sentence-transformers
```
-- [Conda](https://anaconda.org/conda-forge/nltk) (📥 1.1M · ⏱️ 11.10.2021):
+- [PyPi](https://pypi.org/project/sentence-transformers) (📥 1.5M / month):
```
- conda install -c conda-forge nltk
+ pip install sentence-transformers
```
AllenNLP (🥇32 · ⭐ 11K) - 基于PyTorch的开源NLP研究库。Apache-2
+AllenNLP (🥇33 · ⭐ 11K) - 基于PyTorch的开源NLP研究库。Apache-2
-- [GitHub](https://github.com/allenai/allennlp) (👨💻 250 · 🔀 2.1K · 📥 43 · 📦 2.1K · 📋 2.5K - 3% open · ⏱️ 14.12.2021):
+- [GitHub](https://github.com/allenai/allennlp) (👨💻 260 · 🔀 2.1K · 📥 47 · 📦 2.7K · 📋 2.5K - 3% open · ⏱️ 24.08.2022):
```
git clone https://github.com/allenai/allennlp
```
-- [PyPi](https://pypi.org/project/allennlp) (📥 37K / month):
+- [PyPi](https://pypi.org/project/allennlp) (📥 72K / month):
```
pip install allennlp
```
fastText (🥇31 · ⭐ 23K · 💀) - 用于快速文本表示和分类的库。MIT
+nltk (🥇33 · ⭐ 11K) - 用于符号和统计自然的库和程序套件。Apache-2
-- [GitHub](https://github.com/facebookresearch/fastText) (👨💻 58 · 🔀 4.3K · 📦 2.4K · 📋 1K - 40% open · ⏱️ 18.07.2020):
+- [GitHub](https://github.com/nltk/nltk) (👨💻 430 · 🔀 2.5K · 📦 150K · 📋 1.6K - 13% open · ⏱️ 29.07.2022):
```
- git clone https://github.com/facebookresearch/fastText
+ git clone https://github.com/nltk/nltk
```
-- [PyPi](https://pypi.org/project/fasttext) (📥 470K / month):
+- [PyPi](https://pypi.org/project/nltk) (📥 12M / month):
```
- pip install fasttext
+ pip install nltk
```
-- [Conda](https://anaconda.org/conda-forge/fasttext) (📥 25K · ⏱️ 08.11.2021):
+- [Conda](https://anaconda.org/conda-forge/nltk) (📥 1.4M · ⏱️ 29.12.2021):
```
- conda install -c conda-forge fasttext
+ conda install -c conda-forge nltk
```
ChatterBot (🥇31 · ⭐ 12K) - ChatterBot是机器学习的对话引擎。BSD-3
+sentencepiece (🥇33 · ⭐ 6.1K) - 用于基于神经网络的文本的预处理器。Apache-2
-- [GitHub](https://github.com/gunthercox/ChatterBot) (👨💻 100 · 🔀 3.8K · 📦 4K · 📋 1.5K - 18% open · ⏱️ 01.06.2021):
+- [GitHub](https://github.com/google/sentencepiece) (👨💻 68 · 🔀 810 · 📥 22K · 📦 17K · 📋 540 - 2% open · ⏱️ 21.08.2022):
```
- git clone https://github.com/gunthercox/ChatterBot
+ git clone https://github.com/google/sentencepiece
```
-- [PyPi](https://pypi.org/project/chatterbot) (📥 33K / month):
+- [PyPi](https://pypi.org/project/sentencepiece) (📥 5.6M / month):
```
- pip install chatterbot
+ pip install sentencepiece
+ ```
+- [Conda](https://anaconda.org/conda-forge/sentencepiece) (📥 220K · ⏱️ 08.04.2022):
+ ```
+ conda install -c conda-forge sentencepiece
```
fuzzywuzzy (🥇31 · ⭐ 8.6K) - Python中的模糊字符串匹配。❗️GPL-2.0
+ChatterBot (🥇32 · ⭐ 12K · 💀) - ChatterBot是机器学习的对话引擎。BSD-3
-- [GitHub](https://github.com/seatgeek/fuzzywuzzy) (👨💻 70 · 🔀 860 · 📦 11K · 📋 180 - 43% open · ⏱️ 09.09.2021):
+- [GitHub](https://github.com/gunthercox/ChatterBot) (👨💻 100 · 🔀 4K · 📦 4.5K · 📋 1.6K - 19% open · ⏱️ 01.06.2021):
```
- git clone https://github.com/seatgeek/fuzzywuzzy
- ```
-- [PyPi](https://pypi.org/project/fuzzywuzzy) (📥 5.3M / month):
- ```
- pip install fuzzywuzzy
+ git clone https://github.com/gunthercox/ChatterBot
```
-- [Conda](https://anaconda.org/conda-forge/fuzzywuzzy) (📥 340K · ⏱️ 18.11.2020):
+- [PyPi](https://pypi.org/project/chatterbot) (📥 71K / month):
```
- conda install -c conda-forge fuzzywuzzy
+ pip install chatterbot
```
sentence-transformers (🥇31 · ⭐ 6.7K) - BERT和XLNet的句子嵌入。Apache-2
+fastText (🥇31 · ⭐ 24K) - 用于快速文本表示和分类的库。MIT
-- [GitHub](https://github.com/UKPLab/sentence-transformers) (👨💻 67 · 🔀 1.3K · 📦 2.1K · 📋 1.2K - 49% open · ⏱️ 15.12.2021):
+- [GitHub](https://github.com/facebookresearch/fastText) (👨💻 59 · 🔀 4.3K · 📦 3.2K · 📋 1K - 41% open · ⏱️ 04.03.2022):
```
- git clone https://github.com/UKPLab/sentence-transformers
+ git clone https://github.com/facebookresearch/fastText
```
-- [PyPi](https://pypi.org/project/sentence-transformers) (📥 560K / month):
+- [PyPi](https://pypi.org/project/fasttext) (📥 810K / month):
```
- pip install sentence-transformers
+ pip install fasttext
+ ```
+- [Conda](https://anaconda.org/conda-forge/fasttext) (📥 36K · ⏱️ 16.04.2022):
+ ```
+ conda install -c conda-forge fasttext
```
sentencepiece (🥇31 · ⭐ 5.5K) - 用于基于神经网络的文本的预处理器。Apache-2
+TextBlob (🥇31 · ⭐ 8.3K · 💤) - 包含情感分析、词性标注等等功能的NLP工具库。MIT
-- [GitHub](https://github.com/google/sentencepiece) (👨💻 57 · 🔀 730 · 📥 19K · 📦 12K · 📋 490 - 9% open · ⏱️ 02.07.2021):
+- [GitHub](https://github.com/sloria/TextBlob) (👨💻 35 · 🔀 1K · 📥 100 · 📦 22K · 📋 250 - 37% open · ⏱️ 22.10.2021):
```
- git clone https://github.com/google/sentencepiece
+ git clone https://github.com/sloria/TextBlob
```
-- [PyPi](https://pypi.org/project/sentencepiece) (📥 3.3M / month):
+- [PyPi](https://pypi.org/project/textblob) (📥 860K / month):
```
- pip install sentencepiece
+ pip install textblob
```
-- [Conda](https://anaconda.org/conda-forge/sentencepiece) (📥 130K · ⏱️ 05.11.2021):
+- [Conda](https://anaconda.org/conda-forge/textblob) (📥 170K · ⏱️ 24.02.2019):
```
- conda install -c conda-forge sentencepiece
+ conda install -c conda-forge textblob
```
flair (🥈30 · ⭐ 11K) - 一个用于最先进的自然语言处理的非常简单的框架。❗Unlicensed
+flair (🥈30 · ⭐ 12K) - 一个用于最先进的自然语言处理的非常简单的框架。❗Unlicensed
-- [GitHub](https://github.com/flairNLP/flair) (👨💻 210 · 🔀 1.5K · 📦 1.1K · 📋 1.7K - 4% open · ⏱️ 16.12.2021):
+- [GitHub](https://github.com/flairNLP/flair) (👨💻 230 · 🔀 1.6K · 📦 1.6K · 📋 1.9K - 6% open · ⏱️ 18.08.2022):
```
git clone https://github.com/flairNLP/flair
```
-- [PyPi](https://pypi.org/project/flair) (📥 67K / month):
+- [PyPi](https://pypi.org/project/flair) (📥 170K / month):
```
pip install flair
```
TextBlob (🥈30 · ⭐ 8K) - 包含情感分析、词性标注等等功能的NLP工具库。MIT
+fuzzywuzzy (🥈30 · ⭐ 8.7K · 💤) - Python中的模糊字符串匹配。❗️GPL-2.0
-- [GitHub](https://github.com/sloria/TextBlob) (👨💻 35 · 🔀 1K · 📥 97 · 📦 16K · 📋 240 - 36% open · ⏱️ 22.10.2021):
+- [GitHub](https://github.com/seatgeek/fuzzywuzzy) (👨💻 70 · 🔀 870 · 📦 14K · 📋 180 - 43% open · ⏱️ 09.09.2021):
```
- git clone https://github.com/sloria/TextBlob
- ```
-- [PyPi](https://pypi.org/project/textblob) (📥 820K / month):
- ```
- pip install textblob
- ```
-- [Conda](https://anaconda.org/conda-forge/textblob) (📥 150K · ⏱️ 24.02.2019):
+ git clone https://github.com/seatgeek/fuzzywuzzy
```
- conda install -c conda-forge textblob
+- [PyPi](https://pypi.org/project/fuzzywuzzy) (📥 7.3M / month):
```
-ParlAI (🥈29 · ⭐ 8.5K) - 一个用于训练和评估AI模型的框架。MIT
-
-- [GitHub](https://github.com/facebookresearch/ParlAI) (👨💻 170 · 🔀 1.7K · 📦 54 · 📋 1.2K - 7% open · ⏱️ 15.12.2021):
-
- ```
- git clone https://github.com/facebookresearch/ParlAI
+ pip install fuzzywuzzy
```
-- [PyPi](https://pypi.org/project/parlai) (📥 2.3K / month):
+- [Conda](https://anaconda.org/conda-forge/fuzzywuzzy) (📥 380K · ⏱️ 18.11.2020):
```
- pip install parlai
+ conda install -c conda-forge fuzzywuzzy
```
DeepPavlov (🥈28 · ⭐ 5.5K) - 一个用于深度学习端到端对话的开源库。Apache-2
+fairseq (🥈29 · ⭐ 19K) - 用Python编写的Facebook AI Research Sequence-to-Sequence工具包。MIT
-- [GitHub](https://github.com/deepmipt/DeepPavlov) (👨💻 67 · 🔀 970 · 📦 240 · 📋 600 - 16% open · ⏱️ 28.09.2021):
+- [GitHub](https://github.com/facebookresearch/fairseq) (👨💻 400 · 🔀 4.7K · 📥 260 · 📦 920 · 📋 3.5K - 18% open · ⏱️ 24.08.2022):
```
- git clone https://github.com/deepmipt/DeepPavlov
+ git clone https://github.com/pytorch/fairseq
```
-- [PyPi](https://pypi.org/project/deeppavlov) (📥 11K / month):
+- [PyPi](https://pypi.org/project/fairseq) (📥 40K / month):
```
- pip install deeppavlov
+ pip install fairseq
```
Tokenizers (🥈28 · ⭐ 5.1K) - 针对研究和应用进行了优化的快速最先进的分词器。Apache-2
+TextDistance (🥈29 · ⭐ 2.9K) - 计算序列之间的距离，包含30多种算法。MIT
-- [GitHub](https://github.com/huggingface/tokenizers) (👨💻 46 · 🔀 410 · 📦 38 · 📋 530 - 27% open · ⏱️ 15.12.2021):
+- [GitHub](https://github.com/life4/textdistance) (👨💻 12 · 🔀 230 · 📥 830 · 📦 2.6K · ⏱️ 21.08.2022):
```
- git clone https://github.com/huggingface/tokenizers
+ git clone https://github.com/life4/textdistance
```
-- [PyPi](https://pypi.org/project/tokenizers) (📥 3.8M / month):
+- [PyPi](https://pypi.org/project/textdistance) (📥 640K / month):
```
- pip install tokenizers
+ pip install textdistance
```
-- [Conda](https://anaconda.org/conda-forge/tokenizers) (📥 110K · ⏱️ 22.09.2021):
+- [Conda](https://anaconda.org/conda-forge/textdistance) (📥 180K · ⏱️ 21.08.2022):
```
- conda install -c conda-forge tokenizers
+ conda install -c conda-forge textdistance
```
ftfy (🥈28 · ⭐ 3.1K · 💤) - 修复Unicode文本中的故障功能的工具库。MIT
+TensorFlow Text (🥈29 · ⭐ 980) - TensorFlow文本处理。Apache-2
-- [GitHub](https://github.com/rspeer/python-ftfy) (👨💻 18 · 🔀 100 · 📦 4.5K · 📋 120 - 9% open · ⏱️ 17.05.2021):
+- [GitHub](https://github.com/tensorflow/text) (👨💻 91 · 🔀 230 · 📦 2.2K · 📋 180 - 18% open · ⏱️ 22.08.2022):
```
- git clone https://github.com/LuminosoInsight/python-ftfy
- ```
-- [PyPi](https://pypi.org/project/ftfy) (📥 970K / month):
- ```
- pip install ftfy
+ git clone https://github.com/tensorflow/text
```
-- [Conda](https://anaconda.org/conda-forge/ftfy) (📥 130K · ⏱️ 25.05.2021):
+- [PyPi](https://pypi.org/project/tensorflow-text) (📥 2.2M / month):
```
- conda install -c conda-forge ftfy
+ pip install tensorflow-text
```
GluonNLP (🥈27 · ⭐ 2.3K) - 可轻松进行文本预处理，数据集加载和处理的工具包。Apache-2
+GluonNLP (🥈28 · ⭐ 2.4K · 💤) - 可轻松进行文本预处理，数据集加载和处理的工具包。Apache-2
-- [GitHub](https://github.com/dmlc/gluon-nlp) (👨💻 82 · 🔀 490 · 📦 680 · 📋 530 - 44% open · ⏱️ 24.08.2021):
+- [GitHub](https://github.com/dmlc/gluon-nlp) (👨💻 82 · 🔀 490 · 📦 920 · 📋 530 - 44% open · ⏱️ 24.08.2021):
```
git clone https://github.com/dmlc/gluon-nlp
@@ -1791,772 +1775,788 @@ _用于处理，清理，处理和分析文本数据的库，以及用于NLP任
pip install gluonnlp
```
Dedupe (🥈26 · ⭐ 3.2K) - 一个用于准确和可扩展的模糊匹配的python库。MIT
+DeepPavlov (🥈27 · ⭐ 5.8K) - 一个用于深度学习端到端对话的开源库。Apache-2
-- [GitHub](https://github.com/dedupeio/dedupe) (👨💻 61 · 🔀 440 · 📦 210 · 📋 670 - 9% open · ⏱️ 14.10.2021):
+- [GitHub](https://github.com/deepmipt/DeepPavlov) (👨💻 67 · 🔀 1K · 📦 280 · 📋 620 - 8% open · ⏱️ 31.05.2022):
```
- git clone https://github.com/dedupeio/dedupe
+ git clone https://github.com/deepmipt/DeepPavlov
```
-- [PyPi](https://pypi.org/project/dedupe) (📥 250K / month):
+- [PyPi](https://pypi.org/project/deeppavlov) (📥 8K / month):
```
- pip install dedupe
+ pip install deeppavlov
```
TextDistance (🥈26 · ⭐ 2.6K) - 计算序列之间的距离，包含30多种算法。MIT
+OpenNMT (🥈27 · ⭐ 5.7K) - PyTorch中的开源神经机器翻译。MIT
-- [GitHub](https://github.com/life4/textdistance) (👨💻 11 · 🔀 200 · 📥 410 · 📦 1.4K · ⏱️ 29.11.2021):
+- [GitHub](https://github.com/OpenNMT/OpenNMT-py) (👨💻 180 · 🔀 2K · 📦 150 · 📋 1.3K - 6% open · ⏱️ 18.08.2022):
```
- git clone https://github.com/life4/textdistance
+ git clone https://github.com/OpenNMT/OpenNMT-py
```
-- [PyPi](https://pypi.org/project/textdistance) (📥 280K / month):
+- [PyPi](https://pypi.org/project/OpenNMT-py) (📥 5.2K / month):
```
- pip install textdistance
+ pip install OpenNMT-py
```
-- [Conda](https://anaconda.org/conda-forge/textdistance) (📥 67K · ⏱️ 27.10.2021):
+spark-nlp (🥈27 · ⭐ 2.9K) - 最先进的自然语言处理。Apache-2
+
+- [GitHub](https://github.com/JohnSnowLabs/spark-nlp) (👨💻 130 · 🔀 570 · 📋 700 - 5% open · ⏱️ 24.08.2022):
+
```
- conda install -c conda-forge textdistance
+ git clone https://github.com/JohnSnowLabs/spark-nlp
+ ```
+- [PyPi](https://pypi.org/project/spark-nlp) (📥 2.4M / month):
+ ```
+ pip install spark-nlp
```
spacy-transformers (🥈26 · ⭐ 1.1K) - 使用经过预训练的transformer模型，例如BERT，XLNet和GPT-2。MIT spacy
+spacy-transformers (🥈27 · ⭐ 1.1K) - 使用经过预训练的transformer模型，例如BERT，XLNet和GPT-2。MIT spacy
-- [GitHub](https://github.com/explosion/spacy-transformers) (👨💻 18 · 🔀 130 · 📦 340 · ⏱️ 16.12.2021):
+- [GitHub](https://github.com/explosion/spacy-transformers) (👨💻 18 · 🔀 140 · 📦 610 · ⏱️ 23.08.2022):
```
git clone https://github.com/explosion/spacy-transformers
```
-- [PyPi](https://pypi.org/project/spacy-transformers) (📥 85K / month):
+- [PyPi](https://pypi.org/project/spacy-transformers) (📥 100K / month):
```
pip install spacy-transformers
```
Rasa (🥈25 · ⭐ 13K) - 开源机器学习框架，可处理文本和语音多场景问题。Apache-2
+ParlAI (🥈26 · ⭐ 9.4K) - 一个用于训练和评估AI模型的框架。MIT
-- [GitHub](https://github.com/RasaHQ/rasa) (👨💻 520 · 🔀 3.7K · 📋 6.3K - 13% open · ⏱️ 16.12.2021):
+- [GitHub](https://github.com/facebookresearch/ParlAI) (👨💻 200 · 🔀 1.8K · 📦 87 · 📋 1.4K - 5% open · ⏱️ 25.08.2022):
```
- git clone https://github.com/RasaHQ/rasa
+ git clone https://github.com/facebookresearch/ParlAI
```
-- [PyPi](https://pypi.org/project/rasa) (📥 230K / month):
+- [PyPi](https://pypi.org/project/parlai) (📥 3.4K / month):
```
- pip install rasa
+ pip install parlai
```
OpenNMT (🥈25 · ⭐ 5.4K) - PyTorch中的开源神经机器翻译。MIT
+Tokenizers (🥈26 · ⭐ 5.8K) - 针对研究和应用进行了优化的快速最先进的分词器。Apache-2
-- [GitHub](https://github.com/OpenNMT/OpenNMT-py) (👨💻 170 · 🔀 1.9K · 📦 120 · 📋 1.3K - 6% open · ⏱️ 08.12.2021):
+- [GitHub](https://github.com/huggingface/tokenizers) (👨💻 59 · 🔀 480 · 📦 51 · 📋 650 - 30% open · ⏱️ 25.08.2022):
```
- git clone https://github.com/OpenNMT/OpenNMT-py
+ git clone https://github.com/huggingface/tokenizers
```
-- [PyPi](https://pypi.org/project/OpenNMT-py):
+- [PyPi](https://pypi.org/project/tokenizers) (📥 5.9M / month):
```
- pip install OpenNMT-py
+ pip install tokenizers
+ ```
+- [Conda](https://anaconda.org/conda-forge/tokenizers) (📥 330K · ⏱️ 21.05.2022):
+ ```
+ conda install -c conda-forge tokenizers
```
haystack (🥈25 · ⭐ 3.4K) - 用于构建自然语言搜索的端到端Python框架。Apache-2
+Sumy (🥈26 · ⭐ 2.9K) - 自动汇总文本文档和HTML页面的模块。Apache-2
-- [GitHub](https://github.com/deepset-ai/haystack) (👨💻 87 · 🔀 580 · 📦 94 · 📋 1K - 13% open · ⏱️ 16.12.2021):
+- [GitHub](https://github.com/miso-belica/sumy) (👨💻 23 · 🔀 470 · 📦 1.4K · 📋 110 - 15% open · ⏱️ 31.07.2022):
```
- git clone https://github.com/deepset-ai/haystack
+ git clone https://github.com/miso-belica/sumy
```
-- [PyPi](https://pypi.org/project/haystack) (📥 1.5K / month):
+- [PyPi](https://pypi.org/project/sumy) (📥 21K / month):
```
- pip install haystack
+ pip install sumy
```
neuralcoref (🥈25 · ⭐ 2.5K) - 基于SpaCy的神经网络实现快速共指解析。MIT
+jellyfish (🥈26 · ⭐ 1.7K · 💤) - 一个python库，用于进行文本相似度和距离计算。BSD-2
-- [GitHub](https://github.com/huggingface/neuralcoref) (👨💻 21 · 🔀 420 · 📥 300 · 📦 430 · 📋 290 - 20% open · ⏱️ 22.06.2021):
+- [GitHub](https://github.com/jamesturk/jellyfish) (👨💻 25 · 🔀 140 · 📦 4.1K · 📋 110 - 10% open · ⏱️ 07.01.2022):
```
- git clone https://github.com/huggingface/neuralcoref
+ git clone https://github.com/jamesturk/jellyfish
```
-- [PyPi](https://pypi.org/project/neuralcoref) (📥 53K / month):
+- [PyPi](https://pypi.org/project/jellyfish) (📥 2.6M / month):
```
- pip install neuralcoref
+ pip install jellyfish
```
-- [Conda](https://anaconda.org/conda-forge/neuralcoref) (📥 10K · ⏱️ 21.02.2020):
+- [Conda](https://anaconda.org/conda-forge/jellyfish) (📥 300K · ⏱️ 08.04.2022):
```
- conda install -c conda-forge neuralcoref
+ conda install -c conda-forge jellyfish
```
fastNLP (🥈25 · ⭐ 2.4K) - fastNLP：模块化和可扩展的NLP框架。Apache-2
+Rasa (🥈25 · ⭐ 15K) - 开源机器学习框架，可处理文本和语音多场景问题。Apache-2
-- [GitHub](https://github.com/fastnlp/fastNLP) (👨💻 54 · 🔀 400 · 📥 65 · 📦 52 · 📋 180 - 19% open · ⏱️ 06.12.2021):
+- [GitHub](https://github.com/RasaHQ/rasa) (👨💻 550 · 🔀 4K · 📋 6.6K - 12% open · ⏱️ 24.08.2022):
```
- git clone https://github.com/fastnlp/fastNLP
+ git clone https://github.com/RasaHQ/rasa
```
-- [PyPi](https://pypi.org/project/fastnlp) (📥 1.7K / month):
+- [PyPi](https://pypi.org/project/rasa) (📥 170K / month):
```
- pip install fastnlp
+ pip install rasa
```
jellyfish (🥈25 · ⭐ 1.6K) - 一个python库，用于进行文本相似度和距离计算。BSD-2
+stanza (🥈25 · ⭐ 6.2K) - 斯坦福NLP官方Python语言库，支持多种语言。❗Unlicensed
-- [GitHub](https://github.com/jamesturk/jellyfish) (👨💻 25 · 🔀 140 · 📦 3K · 📋 110 - 8% open · ⏱️ 16.11.2021):
+- [GitHub](https://github.com/stanfordnlp/stanza) (👨💻 48 · 🔀 790 · 📦 1.2K · 📋 720 - 11% open · ⏱️ 23.04.2022):
```
- git clone https://github.com/jamesturk/jellyfish
+ git clone https://github.com/stanfordnlp/stanza
```
-- [PyPi](https://pypi.org/project/jellyfish) (📥 1.7M / month):
+- [PyPi](https://pypi.org/project/stanza) (📥 330K / month):
```
- pip install jellyfish
+ pip install stanza
```
-- [Conda](https://anaconda.org/conda-forge/jellyfish) (📥 160K · ⏱️ 15.12.2021):
+- [Conda](https://anaconda.org/stanfordnlp/stanza) (📥 5.6K · ⏱️ 23.04.2022):
```
- conda install -c conda-forge jellyfish
+ conda install -c stanfordnlp stanza
```
Ciphey (🥈24 · ⭐ 9.1K) - 在不知道密钥或密码的情况下自动解密加密。MIT
+ftfy (🥈25 · ⭐ 3.3K) - 修复Unicode文本中的故障功能的工具库。MIT
-- [GitHub](https://github.com/Ciphey/Ciphey) (👨💻 46 · 🔀 560 · 📋 270 - 15% open · ⏱️ 03.11.2021):
+- [GitHub](https://github.com/rspeer/python-ftfy) (👨💻 18 · 🔀 110 · 📦 6.6K · 📋 130 - 9% open · ⏱️ 09.02.2022):
```
- git clone https://github.com/Ciphey/Ciphey
+ git clone https://github.com/LuminosoInsight/python-ftfy
```
-- [PyPi](https://pypi.org/project/ciphey) (📥 15K / month):
+- [PyPi](https://pypi.org/project/ftfy) (📥 2.1M / month):
```
- pip install ciphey
+ pip install ftfy
```
-- [Docker Hub](https://hub.docker.com/r/remnux/ciphey) (📥 14K · ⭐ 5 · ⏱️ 16.11.2021):
+- [Conda](https://anaconda.org/conda-forge/ftfy) (📥 180K · ⏱️ 13.03.2022):
```
- docker pull remnux/ciphey
+ conda install -c conda-forge ftfy
```
stanza (🥈24 · ⭐ 5.9K) - 斯坦福NLP官方Python语言库，支持多种语言。❗Unlicensed
+fastNLP (🥈25 · ⭐ 2.7K) - fastNLP：模块化和可扩展的NLP框架。Apache-2
-- [GitHub](https://github.com/stanfordnlp/stanza) (👨💻 41 · 🔀 740 · 📦 780 · 📋 610 - 11% open · ⏱️ 18.11.2021):
+- [GitHub](https://github.com/fastnlp/fastNLP) (👨💻 59 · 🔀 420 · 📥 66 · 📦 90 · 📋 190 - 22% open · ⏱️ 23.08.2022):
```
- git clone https://github.com/stanfordnlp/stanza
- ```
-- [PyPi](https://pypi.org/project/stanza) (📥 250K / month):
- ```
- pip install stanza
+ git clone https://github.com/fastnlp/fastNLP
```
-- [Conda](https://anaconda.org/stanfordnlp/stanza) (📥 4.5K · ⏱️ 05.10.2021):
+- [PyPi](https://pypi.org/project/fastnlp) (📥 2.5K / month):
```
- conda install -c stanfordnlp stanza
+ pip install fastnlp
```
torchtext (🥈24 · ⭐ 2.9K) - 文本和NLP的数据加载器和抽象。BSD-3
+neuralcoref (🥈25 · ⭐ 2.6K · 💀) - 基于SpaCy的神经网络实现快速共指解析。MIT
-- [GitHub](https://github.com/pytorch/text) (👨💻 120 · 🔀 640 · 📋 590 - 43% open · ⏱️ 13.12.2021):
+- [GitHub](https://github.com/huggingface/neuralcoref) (👨💻 21 · 🔀 440 · 📥 450 · 📦 520 · 📋 300 - 16% open · ⏱️ 22.06.2021):
```
- git clone https://github.com/pytorch/text
+ git clone https://github.com/huggingface/neuralcoref
```
-- [PyPi](https://pypi.org/project/torchtext) (📥 120K / month):
+- [PyPi](https://pypi.org/project/neuralcoref) (📥 270K / month):
```
- pip install torchtext
+ pip install neuralcoref
+ ```
+- [Conda](https://anaconda.org/conda-forge/neuralcoref) (📥 12K · ⏱️ 21.02.2020):
+ ```
+ conda install -c conda-forge neuralcoref
```
PyTextRank (🥈24 · ⭐ 1.7K) - TextRank的Python实现。MIT
+PyTextRank (🥈25 · ⭐ 1.9K) - TextRank的Python实现。MIT
-- [GitHub](https://github.com/DerwenAI/pytextrank) (👨💻 17 · 🔀 290 · 📦 220 · 📋 79 - 27% open · ⏱️ 10.10.2021):
+- [GitHub](https://github.com/DerwenAI/pytextrank) (👨💻 18 · 🔀 300 · 📦 280 · 📋 89 - 19% open · ⏱️ 27.07.2022):
```
git clone https://github.com/DerwenAI/pytextrank
```
-- [PyPi](https://pypi.org/project/pytextrank) (📥 18K / month):
+- [PyPi](https://pypi.org/project/pytextrank) (📥 70K / month):
```
pip install pytextrank
```
pyahocorasick (🥈24 · ⭐ 660) - Python文本工具库。BSD-3
+SciSpacy (🥈25 · ⭐ 1.2K) - 完整的科学/生物医学的SpaCy应用案例。Apache-2
-- [GitHub](https://github.com/WojciechMula/pyahocorasick) (👨💻 23 · 🔀 95 · 📦 840 · 📋 110 - 34% open · ⏱️ 22.11.2021):
+- [GitHub](https://github.com/allenai/scispacy) (👨💻 24 · 🔀 160 · 📦 500 · 📋 260 - 10% open · ⏱️ 04.08.2022):
+
+ ```
+ git clone https://github.com/allenai/scispacy
+ ```
+- [PyPi](https://pypi.org/project/scispacy) (📥 21K / month):
+ ```
+ pip install scispacy
+ ```
+pyahocorasick (🥈25 · ⭐ 740) - Python文本工具库。BSD-3
+
+- [GitHub](https://github.com/WojciechMula/pyahocorasick) (👨💻 24 · 🔀 110 · 📦 1.2K · 📋 120 - 20% open · ⏱️ 04.05.2022):
```
git clone https://github.com/WojciechMula/pyahocorasick
```
-- [PyPi](https://pypi.org/project/pyahocorasick) (📥 320K / month):
+- [PyPi](https://pypi.org/project/pyahocorasick) (📥 400K / month):
```
pip install pyahocorasick
```
-- [Conda](https://anaconda.org/conda-forge/pyahocorasick) (📥 140K · ⏱️ 13.10.2020):
+- [Conda](https://anaconda.org/conda-forge/pyahocorasick) (📥 150K · ⏱️ 15.04.2022):
```
conda install -c conda-forge pyahocorasick
```
fairseq (🥈23 · ⭐ 15K) - 用Python编写的Facebook AI Research Sequence-to-Sequence工具包。MIT
+Ciphey (🥈24 · ⭐ 11K) - 在不知道密钥或密码的情况下自动解密加密。MIT
-- [GitHub](https://github.com/pytorch/fairseq) (👨💻 370 · 🔀 3.8K · 📥 160 · 📦 610 · 📋 3.1K - 34% open · ⏱️ 16.12.2021):
+- [GitHub](https://github.com/Ciphey/Ciphey) (👨💻 46 · 🔀 650 · 📋 290 - 15% open · ⏱️ 28.06.2022):
```
- git clone https://github.com/pytorch/fairseq
+ git clone https://github.com/Ciphey/Ciphey
```
-- [PyPi](https://pypi.org/project/fairseq):
+- [PyPi](https://pypi.org/project/ciphey) (📥 23K / month):
```
- pip install fairseq
+ pip install ciphey
+ ```
+- [Docker Hub](https://hub.docker.com/r/remnux/ciphey) (📥 16K · ⭐ 8 · ⏱️ 27.05.2022):
+ ```
+ docker pull remnux/ciphey
```
flashtext (🥈23 · ⭐ 5K · 💀) - 从句子中提取关键字或替换句子中的关键字。MIT
+vaderSentiment (🥈24 · ⭐ 3.7K) - VADER情感分析。MIT
-- [GitHub](https://github.com/vi3k6i5/flashtext) (👨💻 7 · 🔀 550 · 📦 650 · 📋 96 - 46% open · ⏱️ 03.05.2020):
+- [GitHub](https://github.com/cjhutto/vaderSentiment) (👨💻 11 · 🔀 880 · 📦 4.1K · 📋 110 - 31% open · ⏱️ 01.04.2022):
```
- git clone https://github.com/vi3k6i5/flashtext
+ git clone https://github.com/cjhutto/vaderSentiment
```
-- [PyPi](https://pypi.org/project/flashtext) (📥 460K / month):
+- [PyPi](https://pypi.org/project/vadersentiment) (📥 190K / month):
```
- pip install flashtext
+ pip install vadersentiment
```
vaderSentiment (🥈23 · ⭐ 3.3K · 💤) - VADER情感分析。MIT
+torchtext (🥈24 · ⭐ 3.1K) - 文本和NLP的数据加载器和抽象。BSD-3
-- [GitHub](https://github.com/cjhutto/vaderSentiment) (👨💻 10 · 🔀 820 · 📦 3.3K · 📋 100 - 28% open · ⏱️ 15.03.2021):
+- [GitHub](https://github.com/pytorch/text) (👨💻 140 · 🔀 700 · 📋 670 - 33% open · ⏱️ 19.08.2022):
```
- git clone https://github.com/cjhutto/vaderSentiment
+ git clone https://github.com/pytorch/text
```
-- [PyPi](https://pypi.org/project/vadersentiment) (📥 220K / month):
+- [PyPi](https://pypi.org/project/torchtext) (📥 270K / month):
```
- pip install vadersentiment
+ pip install torchtext
```
pytorch-nlp (🥈23 · ⭐ 2K) - PyTorch自然语言处理（NLP）的基本实用程序。BSD-3
+pytorch-nlp (🥈24 · ⭐ 2.1K · 💀) - PyTorch自然语言处理（NLP）的基本实用程序。BSD-3
-- [GitHub](https://github.com/PetrochukM/PyTorch-NLP) (👨💻 18 · 🔀 240 · 📦 310 · 📋 66 - 25% open · ⏱️ 10.07.2021):
+- [GitHub](https://github.com/PetrochukM/PyTorch-NLP) (👨💻 18 · 🔀 250 · 📦 410 · 📋 67 - 26% open · ⏱️ 10.07.2021):
```
git clone https://github.com/PetrochukM/PyTorch-NLP
```
-- [PyPi](https://pypi.org/project/pytorch-nlp) (📥 7.9K / month):
+- [PyPi](https://pypi.org/project/pytorch-nlp) (📥 6K / month):
```
pip install pytorch-nlp
```
polyglot (🥈23 · ⭐ 1.9K · 💀) - 多语言文本（NLP）处理工具包。❗️GPL-3.0
+CLTK (🥈24 · ⭐ 740) - 古典语言工具包。MIT
-- [GitHub](https://github.com/aboSamoor/polyglot) (👨💻 26 · 🔀 300 · 📦 620 · 📋 200 - 68% open · ⏱️ 22.09.2020):
+- [GitHub](https://github.com/cltk/cltk) (👨💻 120 · 🔀 310 · 📥 25 · 📦 210 · 📋 530 - 5% open · ⏱️ 20.07.2022):
```
- git clone https://github.com/aboSamoor/polyglot
+ git clone https://github.com/cltk/cltk
```
-- [PyPi](https://pypi.org/project/polyglot) (📥 86K / month):
+- [PyPi](https://pypi.org/project/cltk) (📥 480 / month):
```
- pip install polyglot
+ pip install cltk
```
scattertext (🥈23 · ⭐ 1.7K) - 文件之间语言分布的漂亮可视化效果。Apache-2
+flashtext (🥉23 · ⭐ 5.2K · 💀) - 从句子中提取关键字或替换句子中的关键字。MIT
-- [GitHub](https://github.com/JasonKessler/scattertext) (👨💻 12 · 🔀 230 · 📦 250 · 📋 82 - 20% open · ⏱️ 15.11.2021):
+- [GitHub](https://github.com/vi3k6i5/flashtext) (👨💻 7 · 🔀 570 · 📦 850 · 📋 100 - 49% open · ⏱️ 03.05.2020):
```
- git clone https://github.com/JasonKessler/scattertext
- ```
-- [PyPi](https://pypi.org/project/scattertext) (📥 3.2K / month):
- ```
- pip install scattertext
+ git clone https://github.com/vi3k6i5/flashtext
```
-- [Conda](https://anaconda.org/conda-forge/scattertext) (📥 59K · ⏱️ 15.11.2021):
+- [PyPi](https://pypi.org/project/flashtext) (📥 730K / month):
```
- conda install -c conda-forge scattertext
+ pip install flashtext
```
TensorFlow Text (🥈23 · ⭐ 860) - TensorFlow文本处理。Apache-2
+Dedupe (🥉23 · ⭐ 3.5K) - 一个用于准确和可扩展的模糊匹配的python库。MIT
-- [GitHub](https://github.com/tensorflow/text) (👨💻 66 · 🔀 160 · 📦 1.2K · 📋 140 - 17% open · ⏱️ 08.12.2021):
+- [GitHub](https://github.com/dedupeio/dedupe) (👨💻 64 · 🔀 460 · 📦 230 · 📋 760 - 7% open · ⏱️ 17.08.2022):
```
- git clone https://github.com/tensorflow/text
+ git clone https://github.com/dedupeio/dedupe
```
-- [PyPi](https://pypi.org/project/tensorflow-text):
+- [PyPi](https://pypi.org/project/dedupe) (📥 330K / month):
```
- pip install tensorflow-text
+ pip install dedupe
```
snowballstemmer (🥈23 · ⭐ 530) - Snowball编译器和词干算法。BSD-3
+snowballstemmer (🥉23 · ⭐ 580 · 💤) - Snowball编译器和词干算法。BSD-3
-- [GitHub](https://github.com/snowballstem/snowball) (👨💻 28 · 🔀 140 · 📦 4 · 📋 57 - 22% open · ⏱️ 16.11.2021):
+- [GitHub](https://github.com/snowballstem/snowball) (👨💻 28 · 🔀 160 · 📦 4 · 📋 60 - 26% open · ⏱️ 17.12.2021):
```
git clone https://github.com/snowballstem/snowball
```
-- [PyPi](https://pypi.org/project/snowballstemmer) (📥 5.7M / month):
+- [PyPi](https://pypi.org/project/snowballstemmer) (📥 7.6M / month):
```
pip install snowballstemmer
```
-- [Conda](https://anaconda.org/conda-forge/snowballstemmer) (📥 3.5M · ⏱️ 17.11.2021):
+- [Conda](https://anaconda.org/conda-forge/snowballstemmer) (📥 4.9M · ⏱️ 17.11.2021):
```
conda install -c conda-forge snowballstemmer
```
T5 (🥉22 · ⭐ 3.8K) - 探索迁移学习的论文源码Apache-2
+pySBD (🥉23 · ⭐ 470 · 💀) - pySBD（Python句子边界歧义消除）。MIT
-- [GitHub](https://github.com/google-research/text-to-text-transfer-transformer) (👨💻 44 · 🔀 530 · 📦 72 · 📋 370 - 10% open · ⏱️ 13.12.2021):
+- [GitHub](https://github.com/nipunsadvilkar/pySBD) (👨💻 6 · 🔀 58 · 📦 390 · 📋 65 - 21% open · ⏱️ 11.02.2021):
```
- git clone https://github.com/google-research/text-to-text-transfer-transformer
+ git clone https://github.com/nipunsadvilkar/pySBD
```
-- [PyPi](https://pypi.org/project/t5) (📥 8.1K / month):
+- [PyPi](https://pypi.org/project/pysbd) (📥 52K / month):
```
- pip install t5
+ pip install pysbd
```
Snips NLU (🥉22 · ⭐ 3.6K · 💤) - 从文本中提取含义的Python库。Apache-2
+stop-words (🥉23 · ⭐ 140 · 💀) - 获取Python中各种语言的常用停用词表。BSD-3
-- [GitHub](https://github.com/snipsco/snips-nlu) (👨💻 22 · 🔀 480 · 📋 250 - 21% open · ⏱️ 03.05.2021):
+- [GitHub](https://github.com/Alir3z4/python-stop-words) (👨💻 8 · 🔀 26 · 📦 1.6K · 📋 12 - 25% open · ⏱️ 23.07.2018):
```
- git clone https://github.com/snipsco/snips-nlu
+ git clone https://github.com/Alir3z4/python-stop-words
```
-- [PyPi](https://pypi.org/project/snips-nlu) (📥 4.5K / month):
+- [PyPi](https://pypi.org/project/stop-words) (📥 550K / month):
```
- pip install snips-nlu
+ pip install stop-words
```
Sumy (🥉22 · ⭐ 2.7K) - 自动汇总文本文档和HTML页面的模块。Apache-2
+textgenrnn (🥉22 · ⭐ 4.7K · 💀) - 轻松地训练自己的文本生成神经网络。❗Unlicensed
-- [GitHub](https://github.com/miso-belica/sumy) (👨💻 21 · 🔀 450 · 📦 1K · 📋 93 - 13% open · ⏱️ 23.11.2021):
+- [GitHub](https://github.com/minimaxir/textgenrnn) (👨💻 19 · 🔀 720 · 📥 740 · 📦 1K · 📋 220 - 57% open · ⏱️ 14.07.2020):
```
- git clone https://github.com/miso-belica/sumy
+ git clone https://github.com/minimaxir/textgenrnn
```
-- [PyPi](https://pypi.org/project/sumy):
+- [PyPi](https://pypi.org/project/textgenrnn) (📥 460 / month):
```
- pip install sumy
+ pip install textgenrnn
```
Texar (🥉22 · ⭐ 2.2K · 💀) - 机器学习，自然语言处理等工具包。Apache-2
+NeMo (🥉22 · ⭐ 4.6K) - NeMo：用于智能对话的工具包。Apache-2
-- [GitHub](https://github.com/asyml/texar) (👨💻 43 · 🔀 360 · 📦 17 · 📋 160 - 19% open · ⏱️ 29.07.2020):
+- [GitHub](https://github.com/NVIDIA/NeMo) (👨💻 170 · 🔀 1.1K · 📥 15K · 📋 1.2K - 3% open · ⏱️ 25.08.2022):
```
- git clone https://github.com/asyml/texar
+ git clone https://github.com/NVIDIA/NeMo
```
-- [PyPi](https://pypi.org/project/texar) (📥 180 / month):
+- [PyPi](https://pypi.org/project/nemo-toolkit) (📥 18K / month):
```
- pip install texar
+ pip install nemo-toolkit
```
langid (🥉22 · ⭐ 1.9K · 💀) - 独立的语言识别系统。❗Unlicensed
+T5 (🥉22 · ⭐ 4.4K) - 探索迁移学习的论文源码Apache-2
-- [GitHub](https://github.com/saffsd/langid.py) (👨💻 9 · 🔀 280 · 📦 870 · 📋 71 - 36% open · ⏱️ 15.07.2017):
+- [GitHub](https://github.com/google-research/text-to-text-transfer-transformer) (👨💻 50 · 🔀 590 · 📦 110 · 📋 390 - 12% open · ⏱️ 10.08.2022):
```
- git clone https://github.com/saffsd/langid.py
+ git clone https://github.com/google-research/text-to-text-transfer-transformer
```
-- [PyPi](https://pypi.org/project/langid) (📥 330K / month):
+- [PyPi](https://pypi.org/project/t5) (📥 11K / month):
```
- pip install langid
+ pip install t5
```
sense2vec (🥉22 · ⭐ 1.3K) - 上下文相关性构建词向量。MIT
+phonenumbers (🥉22 · ⭐ 3.1K) - Google的libphonenumber的Python端口。Apache-2
-- [GitHub](https://github.com/explosion/sense2vec) (👨💻 17 · 🔀 220 · 📥 23K · 📦 100 · 📋 100 - 15% open · ⏱️ 16.08.2021):
+- [GitHub](https://github.com/daviddrysdale/python-phonenumbers) (👨💻 26 · 🔀 370 · 📋 150 - 2% open · ⏱️ 19.08.2022):
```
- git clone https://github.com/explosion/sense2vec
+ git clone https://github.com/daviddrysdale/python-phonenumbers
```
-- [PyPi](https://pypi.org/project/sense2vec):
+- [PyPi](https://pypi.org/project/phonenumbers) (📥 4.6M / month):
```
- pip install sense2vec
+ pip install phonenumbers
```
-- [Conda](https://anaconda.org/conda-forge/sense2vec) (📥 24K · ⏱️ 14.07.2021):
+- [Conda](https://anaconda.org/conda-forge/phonenumbers) (📥 610K · ⏱️ 19.08.2022):
```
- conda install -c conda-forge sense2vec
+ conda install -c conda-forge phonenumbers
```
pySBD (🥉22 · ⭐ 390 · 💤) - pySBD（Python句子边界歧义消除）。MIT
+langid (🥉22 · ⭐ 2K · 💀) - 独立的语言识别系统。❗Unlicensed
-- [GitHub](https://github.com/nipunsadvilkar/pySBD) (👨💻 6 · 🔀 42 · 📦 250 · 📋 60 - 20% open · ⏱️ 11.02.2021):
+- [GitHub](https://github.com/saffsd/langid.py) (👨💻 9 · 🔀 280 · 📦 1.1K · 📋 71 - 35% open · ⏱️ 15.07.2017):
```
- git clone https://github.com/nipunsadvilkar/pySBD
+ git clone https://github.com/saffsd/langid.py
```
-- [PyPi](https://pypi.org/project/pysbd) (📥 39K / month):
+- [PyPi](https://pypi.org/project/langid) (📥 380K / month):
```
- pip install pysbd
+ pip install langid
```
stop-words (🥉22 · ⭐ 130 · 💀) - 获取Python中各种语言的常用停用词表。BSD-3
+scattertext (🥉22 · ⭐ 1.9K) - 文件之间语言分布的漂亮可视化效果。Apache-2
-- [GitHub](https://github.com/Alir3z4/python-stop-words) (👨💻 8 · 🔀 24 · 📦 1.4K · 📋 12 - 25% open · ⏱️ 23.07.2018):
+- [GitHub](https://github.com/JasonKessler/scattertext) (👨💻 12 · 🔀 250 · 📦 310 · 📋 89 - 17% open · ⏱️ 26.03.2022):
```
- git clone https://github.com/Alir3z4/python-stop-words
- ```
-- [PyPi](https://pypi.org/project/stop-words) (📥 200K / month):
- ```
- pip install stop-words
+ git clone https://github.com/JasonKessler/scattertext
```
-textgenrnn (🥉21 · ⭐ 4.6K · 💀) - 轻松地训练自己的文本生成神经网络。❗Unlicensed
-
-- [GitHub](https://github.com/minimaxir/textgenrnn) (👨💻 19 · 🔀 710 · 📥 620 · 📦 950 · 📋 200 - 57% open · ⏱️ 14.07.2020):
-
+- [PyPi](https://pypi.org/project/scattertext) (📥 2.4K / month):
```
- git clone https://github.com/minimaxir/textgenrnn
+ pip install scattertext
```
-- [PyPi](https://pypi.org/project/textgenrnn) (📥 850 / month):
+- [Conda](https://anaconda.org/conda-forge/scattertext) (📥 66K · ⏱️ 26.03.2022):
```
- pip install textgenrnn
+ conda install -c conda-forge scattertext
```
MatchZoo (🥉21 · ⭐ 3.6K) - 便于深层设计，比较和共享的工具库。Apache-2
+anaGo (🥉22 · ⭐ 1.5K · 💀) - 双向LSTM-CRF和ELMo实现，可用于命名实体识别和文本分类等任务。MIT
-- [GitHub](https://github.com/NTMC-Community/MatchZoo) (👨💻 36 · 🔀 890 · 📦 10 · 📋 460 - 6% open · ⏱️ 02.06.2021):
+- [GitHub](https://github.com/Hironsan/anago) (👨💻 11 · 🔀 360 · 📦 30 · 📋 110 - 33% open · ⏱️ 01.04.2021):
```
- git clone https://github.com/NTMC-Community/MatchZoo
+ git clone https://github.com/Hironsan/anago
```
-- [PyPi](https://pypi.org/project/matchzoo) (📥 200 / month):
+- [PyPi](https://pypi.org/project/anago) (📥 1.2K / month):
```
- pip install matchzoo
+ pip install anago
```
phonenumbers (🥉21 · ⭐ 2.9K) - Google的libphonenumber的Python端口。Apache-2
+sense2vec (🥉22 · ⭐ 1.4K · 💤) - 上下文相关性构建词向量。MIT
-- [GitHub](https://github.com/daviddrysdale/python-phonenumbers) (👨💻 25 · 🔀 350 · 📋 130 - 2% open · ⏱️ 14.12.2021):
+- [GitHub](https://github.com/explosion/sense2vec) (👨💻 17 · 🔀 220 · 📥 36K · 📦 170 · 📋 110 - 18% open · ⏱️ 16.08.2021):
```
- git clone https://github.com/daviddrysdale/python-phonenumbers
+ git clone https://github.com/explosion/sense2vec
```
-- [PyPi](https://pypi.org/project/phonenumbers) (📥 2.7M / month):
+- [PyPi](https://pypi.org/project/sense2vec) (📥 3.5K / month):
```
- pip install phonenumbers
+ pip install sense2vec
```
-- [Conda](https://anaconda.org/conda-forge/phonenumbers) (📥 500K · ⏱️ 07.12.2021):
+- [Conda](https://anaconda.org/conda-forge/sense2vec) (📥 27K · ⏱️ 14.07.2021):
```
- conda install -c conda-forge phonenumbers
+ conda install -c conda-forge sense2vec
```
spark-nlp (🥉21 · ⭐ 2.5K) - 最先进的自然语言处理。Apache-2
+Snips NLU (🥉21 · ⭐ 3.7K · 💀) - 从文本中提取含义的Python库。Apache-2
-- [GitHub](https://github.com/JohnSnowLabs/spark-nlp) (👨💻 100 · 🔀 510 · 📋 600 - 12% open · ⏱️ 16.12.2021):
+- [GitHub](https://github.com/snipsco/snips-nlu) (👨💻 22 · 🔀 490 · 📋 260 - 23% open · ⏱️ 03.05.2021):
```
- git clone https://github.com/JohnSnowLabs/spark-nlp
+ git clone https://github.com/snipsco/snips-nlu
```
-- [PyPi](https://pypi.org/project/spark-nlp):
+- [PyPi](https://pypi.org/project/snips-nlu) (📥 2.3K / month):
```
- pip install spark-nlp
+ pip install snips-nlu
```
Texthero (🥉21 · ⭐ 2.4K) - 文本预处理，表示和可视化从入门到精通。MIT
+Texthero (🥉21 · ⭐ 2.5K) - 文本预处理，表示和可视化从入门到精通。MIT
-- [GitHub](https://github.com/jbesomi/texthero) (👨💻 18 · 🔀 200 · 📥 87 · 📋 110 - 44% open · ⏱️ 19.07.2021):
+- [GitHub](https://github.com/jbesomi/texthero) (👨💻 19 · 🔀 220 · 📥 92 · 📋 110 - 45% open · ⏱️ 19.07.2022):
```
git clone https://github.com/jbesomi/texthero
```
-- [PyPi](https://pypi.org/project/texthero) (📥 18K / month):
+- [PyPi](https://pypi.org/project/texthero) (📥 23K / month):
```
pip install texthero
```
FARM (🥉21 · ⭐ 1.4K) - NLP的快速和轻松迁移学习。Apache-2
+Texar (🥉21 · ⭐ 2.3K · 💀) - 机器学习，自然语言处理等工具包。Apache-2
-- [GitHub](https://github.com/deepset-ai/FARM) (👨💻 36 · 🔀 210 · 📋 400 - 3% open · ⏱️ 23.11.2021):
+- [GitHub](https://github.com/asyml/texar) (👨💻 43 · 🔀 360 · 📦 26 · 📋 160 - 19% open · ⏱️ 29.07.2020):
```
- git clone https://github.com/deepset-ai/FARM
+ git clone https://github.com/asyml/texar
```
-- [PyPi](https://pypi.org/project/farm) (📥 5.7K / month):
+- [PyPi](https://pypi.org/project/texar) (📥 65 / month):
```
- pip install farm
+ pip install texar
```
SciSpacy (🥉21 · ⭐ 1.1K) - 完整的科学/生物医学的SpaCy应用案例。Apache-2
+polyglot (🥉21 · ⭐ 2K · 💀) - 多语言文本（NLP）处理工具包。❗Unlicensed
-- [GitHub](https://github.com/allenai/scispacy) (👨💻 21 · 🔀 140 · 📦 370 · 📋 230 - 15% open · ⏱️ 15.07.2021):
+- [GitHub](https://github.com/aboSamoor/polyglot) (👨💻 26 · 🔀 310 · 📦 750 · 📋 210 - 68% open · ⏱️ 22.09.2020):
```
- git clone https://github.com/allenai/scispacy
+ git clone https://github.com/aboSamoor/polyglot
```
-- [PyPi](https://pypi.org/project/scispacy) (📥 28K / month):
+- [PyPi](https://pypi.org/project/polyglot) (📥 53K / month):
```
- pip install scispacy
+ pip install polyglot
```
CLTK (🥉21 · ⭐ 700) - 古典语言工具包。MIT
+YouTokenToMe (🥉21 · ⭐ 820 · 💀) - 用于基于神经网络的文本的预处理器。MIT
-- [GitHub](https://github.com/cltk/cltk) (👨💻 110 · 🔀 300 · 📥 22 · 📦 180 · 📋 510 - 4% open · ⏱️ 21.10.2021):
+- [GitHub](https://github.com/VKCOM/YouTokenToMe) (👨💻 6 · 🔀 61 · 📦 290 · 📋 54 - 55% open · ⏱️ 28.01.2021):
```
- git clone https://github.com/cltk/cltk
+ git clone https://github.com/vkcom/youtokentome
```
-- [PyPi](https://pypi.org/project/cltk):
+- [PyPi](https://pypi.org/project/youtokentome) (📥 30K / month):
```
- pip install cltk
+ pip install youtokentome
```
PyText (🥉20 · ⭐ 6.3K) - 基于PyTorch的自然语言建模框架。❗Unlicensed
+inflect (🥉21 · ⭐ 690) - 辅助功能，正确生成复数，序数，不定冠词，转换数字。MIT
-- [GitHub](https://github.com/facebookresearch/pytext) (👨💻 220 · 🔀 790 · 📥 280 · 📦 100 · 📋 130 - 44% open · ⏱️ 15.12.2021):
+- [GitHub](https://github.com/jaraco/inflect) (👨💻 45 · 🔀 74 · 📋 91 - 18% open · ⏱️ 26.08.2022):
```
- git clone https://github.com/facebookresearch/pytext
+ git clone https://github.com/jaraco/inflect
```
-- [PyPi](https://pypi.org/project/pytext-nlp) (📥 240 / month):
+- [PyPi](https://pypi.org/project/inflect) (📥 2.5M / month):
```
- pip install pytext-nlp
+ pip install inflect
+ ```
+- [Conda](https://anaconda.org/conda-forge/inflect) (📥 240K · ⏱️ 31.07.2022):
+ ```
+ conda install -c conda-forge inflect
```
NeMo (🥉20 · ⭐ 3.7K) - NeMo：用于智能对话的工具包。Apache-2
+PyText (🥉20 · ⭐ 6.4K) - 基于PyTorch的自然语言建模框架。❗Unlicensed
-- [GitHub](https://github.com/NVIDIA/NeMo) (👨💻 120 · 🔀 790 · 📥 17K · 📋 870 - 4% open · ⏱️ 16.12.2021):
+- [GitHub](https://github.com/facebookresearch/pytext) (👨💻 230 · 🔀 790 · 📥 300 · 📦 110 · 📋 140 - 45% open · ⏱️ 11.08.2022):
```
- git clone https://github.com/NVIDIA/NeMo
+ git clone https://github.com/facebookresearch/pytext
```
-- [PyPi](https://pypi.org/project/nemo-toolkit) (📥 6.9K / month):
+- [PyPi](https://pypi.org/project/pytext-nlp) (📥 180 / month):
```
- pip install nemo-toolkit
+ pip install pytext-nlp
```
Kashgari (🥉20 · ⭐ 2.2K) - Kashgari是工业级的NLP迁移学习框架。Apache-2
+MatchZoo (🥉20 · ⭐ 3.7K · 💀) - 便于深层设计，比较和共享的工具库。Apache-2
-- [GitHub](https://github.com/BrikerMan/Kashgari) (👨💻 21 · 🔀 420 · 📦 49 · 📋 360 - 9% open · ⏱️ 09.07.2021):
+- [GitHub](https://github.com/NTMC-Community/MatchZoo) (👨💻 36 · 🔀 900 · 📦 11 · 📋 460 - 7% open · ⏱️ 02.06.2021):
```
- git clone https://github.com/BrikerMan/Kashgari
+ git clone https://github.com/NTMC-Community/MatchZoo
```
-- [PyPi](https://pypi.org/project/kashgari-tf) (📥 73 / month):
+- [PyPi](https://pypi.org/project/matchzoo) (📥 63 / month):
```
- pip install kashgari-tf
+ pip install matchzoo
```
DELTA (🥉20 · ⭐ 1.5K · 💤) - DELTA是一个基于深度学习的自然语言和语音处理平台。Apache-2
+NLP Architect (🥉20 · ⭐ 2.9K) - 用于探索最先进的深度学习的模型库。Apache-2
-- [GitHub](https://github.com/Delta-ML/delta) (👨💻 41 · 🔀 290 · 📋 75 - 1% open · ⏱️ 17.12.2020):
+- [GitHub](https://github.com/IntelLabs/nlp-architect) (👨💻 37 · 🔀 430 · 📦 8 · 📋 130 - 11% open · ⏱️ 29.06.2022):
```
- git clone https://github.com/Delta-ML/delta
- ```
-- [PyPi](https://pypi.org/project/delta-nlp) (📥 20 / month):
- ```
- pip install delta-nlp
+ git clone https://github.com/IntelLabs/nlp-architect
```
-- [Docker Hub](https://hub.docker.com/r/zh794390558/delta) (📥 13K · ⏱️ 03.08.2021):
+- [PyPi](https://pypi.org/project/nlp-architect) (📥 170 / month):
```
- docker pull zh794390558/delta
+ pip install nlp-architect
```
anaGo (🥉20 · ⭐ 1.4K · 💤) - 双向LSTM-CRF和ELMo实现，可用于命名实体识别和文本分类等任务。MIT
+FARM (🥉20 · ⭐ 1.6K) - NLP的快速和轻松迁移学习。Apache-2
-- [GitHub](https://github.com/Hironsan/anago) (👨💻 11 · 🔀 360 · 📦 27 · 📋 110 - 33% open · ⏱️ 01.04.2021):
+- [GitHub](https://github.com/deepset-ai/FARM) (👨💻 37 · 🔀 220 · 📋 400 - 0% open · ⏱️ 25.04.2022):
```
- git clone https://github.com/Hironsan/anago
+ git clone https://github.com/deepset-ai/FARM
```
-- [PyPi](https://pypi.org/project/anago) (📥 490 / month):
+- [PyPi](https://pypi.org/project/farm) (📥 4.4K / month):
```
- pip install anago
+ pip install farm
```
inflect (🥉20 · ⭐ 590 · 💤) - 辅助功能，正确生成复数，序数，不定冠词，转换数字。MIT
+DELTA (🥉20 · ⭐ 1.5K · 💀) - DELTA是一个基于深度学习的自然语言和语音处理平台。Apache-2
-- [GitHub](https://github.com/jaraco/inflect) (👨💻 29 · 🔀 65 · 📋 80 - 21% open · ⏱️ 23.03.2021):
+- [GitHub](https://github.com/Delta-ML/delta) (👨💻 41 · 🔀 290 · 📋 75 - 1% open · ⏱️ 17.12.2020):
```
- git clone https://github.com/jaraco/inflect
+ git clone https://github.com/Delta-ML/delta
```
-- [PyPi](https://pypi.org/project/inflect) (📥 1.3M / month):
+- [PyPi](https://pypi.org/project/delta-nlp) (📥 14 / month):
```
- pip install inflect
+ pip install delta-nlp
```
-- [Conda](https://anaconda.org/conda-forge/inflect) (📥 190K · ⏱️ 02.11.2021):
+- [Docker Hub](https://hub.docker.com/r/zh794390558/delta) (📥 13K · ⏱️ 03.08.2021):
```
- conda install -c conda-forge inflect
+ docker pull zh794390558/delta
```
pyfasttext (🥉20 · ⭐ 230 · 💀) - fastText的另一个Python接口。❗️GPL-3.0
-- [GitHub](https://github.com/vrasneur/pyfasttext) (👨💻 4 · 🔀 30 · 📥 340 · 📦 200 · 📋 49 - 42% open · ⏱️ 08.12.2018):
+- [GitHub](https://github.com/vrasneur/pyfasttext) (👨💻 4 · 🔀 30 · 📥 350 · 📦 240 · 📋 49 - 42% open · ⏱️ 08.12.2018):
```
git clone https://github.com/vrasneur/pyfasttext
```
-- [PyPi](https://pypi.org/project/pyfasttext) (📥 5.6K / month):
+- [PyPi](https://pypi.org/project/pyfasttext) (📥 3.4K / month):
```
pip install pyfasttext
```
NLP Architect (🥉19 · ⭐ 2.8K) - 用于探索最先进的深度学习的模型库。Apache-2
+haystack (🥉19 · ⭐ 5.2K) - 用于构建自然语言搜索的端到端Python框架。Apache-2
-- [GitHub](https://github.com/IntelLabs/nlp-architect) (👨💻 37 · 🔀 420 · 📦 8 · 📋 130 - 11% open · ⏱️ 12.09.2021):
+- [GitHub](https://github.com/deepset-ai/haystack) (👨💻 140 · 🔀 830 · 📥 15 · 📋 1.5K - 14% open · ⏱️ 25.08.2022):
```
- git clone https://github.com/IntelLabs/nlp-architect
+ git clone https://github.com/deepset-ai/haystack
```
-- [PyPi](https://pypi.org/project/nlp-architect) (📥 480 / month):
+- [PyPi](https://pypi.org/project/haystack) (📥 870 / month):
```
- pip install nlp-architect
+ pip install haystack
```
textacy (🥉19 · ⭐ 1.8K) - spaCy之前和之后的NLP。❗Unlicensed
+Kashgari (🥉19 · ⭐ 2.3K · 💀) - Kashgari是工业级的NLP迁移学习框架。Apache-2
-- [GitHub](https://github.com/chartbeat-labs/textacy) (👨💻 31 · 🔀 230 · 📋 240 - 10% open · ⏱️ 06.12.2021):
+- [GitHub](https://github.com/BrikerMan/Kashgari) (👨💻 21 · 🔀 440 · 📦 54 · 📋 370 - 11% open · ⏱️ 09.07.2021):
```
- git clone https://github.com/chartbeat-labs/textacy
- ```
-- [PyPi](https://pypi.org/project/textacy) (📥 36K / month):
- ```
- pip install textacy
+ git clone https://github.com/BrikerMan/Kashgari
```
-- [Conda](https://anaconda.org/conda-forge/textacy) (📥 100K · ⏱️ 13.04.2021):
+- [PyPi](https://pypi.org/project/kashgari-tf) (📥 44 / month):
```
- conda install -c conda-forge textacy
+ pip install kashgari-tf
```
gpt-2-simple (🥉18 · ⭐ 2.8K) - 可轻松重新训练OpenAI的GPT-2文本模型的Python软件包。❗Unlicensed
+fast-bert (🥉19 · ⭐ 1.8K) - 用于基于BERT的NLP模型的简单易用工具库。Apache-2
-- [GitHub](https://github.com/minimaxir/gpt-2-simple) (👨💻 18 · 🔀 570 · 📥 280 · 📋 230 - 60% open · ⏱️ 18.10.2021):
+- [GitHub](https://github.com/utterworks/fast-bert) (👨💻 36 · 🔀 330 · 📋 250 - 61% open · ⏱️ 25.08.2022):
```
- git clone https://github.com/minimaxir/gpt-2-simple
+ git clone https://github.com/kaushaltrivedi/fast-bert
```
-- [PyPi](https://pypi.org/project/gpt-2-simple) (📥 6.4K / month):
+- [PyPi](https://pypi.org/project/fast-bert) (📥 1.4K / month):
```
- pip install gpt-2-simple
+ pip install fast-bert
```
fast-bert (🥉18 · ⭐ 1.7K) - 用于基于BERT的NLP模型的简单易用工具库。Apache-2
+Sockeye (🥉19 · ⭐ 1.1K) - 序列到序列框架。Apache-2
-- [GitHub](https://github.com/utterworks/fast-bert) (👨💻 35 · 🔀 320 · 📋 240 - 60% open · ⏱️ 31.08.2021):
+- [GitHub](https://github.com/awslabs/sockeye) (👨💻 57 · 🔀 300 · 📥 15 · 📋 280 - 2% open · ⏱️ 25.08.2022):
```
- git clone https://github.com/kaushaltrivedi/fast-bert
+ git clone https://github.com/awslabs/sockeye
```
-- [PyPi](https://pypi.org/project/fast-bert) (📥 1.9K / month):
+- [PyPi](https://pypi.org/project/sockeye) (📥 370 / month):
```
- pip install fast-bert
+ pip install sockeye
```
Sockeye (🥉18 · ⭐ 1K) - 序列到序列框架。Apache-2
+gpt-2-simple (🥉18 · ⭐ 3K) - 可轻松重新训练OpenAI的GPT-2文本模型的Python软件包。❗Unlicensed
-- [GitHub](https://github.com/awslabs/sockeye) (👨💻 54 · 🔀 280 · 📥 12 · 📋 260 - 1% open · ⏱️ 14.12.2021):
+- [GitHub](https://github.com/minimaxir/gpt-2-simple) (👨💻 21 · 🔀 600 · 📥 340 · 📋 250 - 61% open · ⏱️ 22.05.2022):
```
- git clone https://github.com/awslabs/sockeye
+ git clone https://github.com/minimaxir/gpt-2-simple
```
-- [PyPi](https://pypi.org/project/sockeye) (📥 470 / month):
+- [PyPi](https://pypi.org/project/gpt-2-simple) (📥 3.8K / month):
```
- pip install sockeye
+ pip install gpt-2-simple
```
finetune (🥉18 · ⭐ 660) - 针对NLP的Scikit风格模型微调。MPL-2.0
+textacy (🥉18 · ⭐ 2K) - spaCy之前和之后的NLP。❗Unlicensed
-- [GitHub](https://github.com/IndicoDataSolutions/finetune) (👨💻 19 · 🔀 69 · 📦 9 · 📋 140 - 15% open · ⏱️ 18.11.2021):
+- [GitHub](https://github.com/chartbeat-labs/textacy) (👨💻 32 · 🔀 230 · 📋 250 - 11% open · ⏱️ 06.03.2022):
```
- git clone https://github.com/IndicoDataSolutions/finetune
+ git clone https://github.com/chartbeat-labs/textacy
```
-- [PyPi](https://pypi.org/project/finetune) (📥 75 / month):
+- [PyPi](https://pypi.org/project/textacy) (📥 38K / month):
```
- pip install finetune
+ pip install textacy
+ ```
+- [Conda](https://anaconda.org/conda-forge/textacy) (📥 110K · ⏱️ 06.02.2022):
+ ```
+ conda install -c conda-forge textacy
```
textpipe (🥉17 · ⭐ 290) - Textpipe：从文本中清理并提取元数据。MIT
+finetune (🥉18 · ⭐ 660) - 针对NLP的Scikit风格模型微调。MPL-2.0
-- [GitHub](https://github.com/textpipe/textpipe) (👨💻 28 · 🔀 22 · 📦 8 · 📋 40 - 37% open · ⏱️ 09.06.2021):
+- [GitHub](https://github.com/IndicoDataSolutions/finetune) (👨💻 19 · 🔀 71 · 📦 9 · 📋 140 - 15% open · ⏱️ 16.06.2022):
```
- git clone https://github.com/textpipe/textpipe
+ git clone https://github.com/IndicoDataSolutions/finetune
```
-- [PyPi](https://pypi.org/project/textpipe) (📥 1.8K / month):
+- [PyPi](https://pypi.org/project/finetune) (📥 96 / month):
```
- pip install textpipe
+ pip install finetune
```
YouTokenToMe (🥉16 · ⭐ 780 · 💤) - 用于基于神经网络的文本的预处理器。MIT
+skift (🥉18 · ⭐ 230) - 适用于Python fastText的scikit-learn包装器。MIT
-- [GitHub](https://github.com/VKCOM/YouTokenToMe) (👨💻 6 · 🔀 55 · 📦 180 · 📋 50 - 54% open · ⏱️ 28.01.2021):
+- [GitHub](https://github.com/shaypal5/skift) (👨💻 9 · 🔀 23 · 📦 12 · 📋 11 - 9% open · ⏱️ 07.06.2022):
```
- git clone https://github.com/vkcom/youtokentome
+ git clone https://github.com/shaypal5/skift
```
-- [PyPi](https://pypi.org/project/youtokentome):
+- [PyPi](https://pypi.org/project/skift) (📥 1.1K / month):
```
- pip install youtokentome
+ pip install skift
```
DeepMatcher (🥉16 · ⭐ 380) - 用于实体和文本匹配的Python包。BSD-3
+DeepMatcher (🥉17 · ⭐ 440 · 💀) - 用于实体和文本匹配的Python包。BSD-3
-- [GitHub](https://github.com/anhaidgroup/deepmatcher) (👨💻 7 · 🔀 88 · 📦 14 · 📋 76 - 71% open · ⏱️ 13.06.2021):
+- [GitHub](https://github.com/anhaidgroup/deepmatcher) (👨💻 7 · 🔀 98 · 📦 21 · 📋 86 - 72% open · ⏱️ 13.06.2021):
```
git clone https://github.com/anhaidgroup/deepmatcher
```
-- [PyPi](https://pypi.org/project/deepmatcher) (📥 480 / month):
+- [PyPi](https://pypi.org/project/deepmatcher) (📥 1.1K / month):
```
pip install deepmatcher
```
Camphr (🥉16 · ⭐ 340) - 适用于Transformers，Udify，ELmo等的spaCy插件。Apache-2 spacy
+Camphr (🥉16 · ⭐ 340 · 💤) - 适用于Transformers，Udify，ELmo等的spaCy插件。Apache-2 spacy
-- [GitHub](https://github.com/PKSHATechnology-Research/camphr) (👨💻 7 · 🔀 17 · 📋 27 - 7% open · ⏱️ 18.08.2021):
+- [GitHub](https://github.com/PKSHATechnology-Research/camphr) (👨💻 7 · 🔀 16 · 📋 28 - 7% open · ⏱️ 18.08.2021):
```
git clone https://github.com/PKSHATechnology-Research/camphr
```
-- [PyPi](https://pypi.org/project/camphr) (📥 200 / month):
+- [PyPi](https://pypi.org/project/camphr) (📥 75 / month):
```
pip install camphr
```
OpenNRE (🥉15 · ⭐ 3.4K) - 神经关系提取（NRE）的开源软件包。MIT
+textpipe (🥉16 · ⭐ 300 · 💀) - Textpipe：从文本中清理并提取元数据。MIT
-- [GitHub](https://github.com/thunlp/OpenNRE) (👨💻 10 · 🔀 900 · 📋 330 - 3% open · ⏱️ 09.12.2021):
+- [GitHub](https://github.com/textpipe/textpipe) (👨💻 28 · 🔀 23 · 📦 8 · 📋 40 - 37% open · ⏱️ 09.06.2021):
```
- git clone https://github.com/thunlp/OpenNRE
+ git clone https://github.com/textpipe/textpipe
+ ```
+- [PyPi](https://pypi.org/project/textpipe) (📥 150 / month):
+ ```
+ pip install textpipe
```
Translate (🥉15 · ⭐ 720) - Translate-PyTorch NLP库。BSD-3
+NeuroNER (🥉15 · ⭐ 1.6K · 💀) - 使用神经网络的命名实体识别。MIT
-- [GitHub](https://github.com/pytorch/translate) (👨💻 87 · 🔀 170 · 📋 38 - 28% open · ⏱️ 06.10.2021):
+- [GitHub](https://github.com/Franck-Dernoncourt/NeuroNER) (👨💻 7 · 🔀 460 · 📋 150 - 55% open · ⏱️ 02.10.2019):
```
- git clone https://github.com/pytorch/translate
+ git clone https://github.com/Franck-Dernoncourt/NeuroNER
```
-- [PyPi](https://pypi.org/project/pytorch-translate):
+- [PyPi](https://pypi.org/project/pyneuroner) (📥 100 / month):
```
- pip install pytorch-translate
+ pip install pyneuroner
```
NeuralQA (🥉15 · ⭐ 220 · 💤) - NeuralQA：用于对大型数据集进行问答构建。MIT
+Translate (🥉15 · ⭐ 760) - Translate-PyTorch NLP库。BSD-3
-- [GitHub](https://github.com/victordibia/neuralqa) (👨💻 3 · 🔀 31 · 📦 3 · 📋 28 - 71% open · ⏱️ 16.12.2020):
+- [GitHub](https://github.com/pytorch/translate) (👨💻 87 · 🔀 180 · 📋 38 - 28% open · ⏱️ 10.06.2022):
```
- git clone https://github.com/victordibia/neuralqa
+ git clone https://github.com/pytorch/translate
```
-- [PyPi](https://pypi.org/project/neuralqa) (📥 87 / month):
+- [PyPi](https://pypi.org/project/pytorch-translate) (📥 10 / month):
```
- pip install neuralqa
+ pip install pytorch-translate
```
ONNX-T5 (🥉15 · ⭐ 190 · 💤) - 文本摘要，翻译，情感分析，文本生成等实现。Apache-2
+NeuralQA (🥉15 · ⭐ 220 · 💀) - NeuralQA：用于对大型数据集进行问答构建。MIT
-- [GitHub](https://github.com/abelriboulot/onnxt5) (👨💻 3 · 🔀 24 · 📋 14 - 42% open · ⏱️ 28.01.2021):
+- [GitHub](https://github.com/victordibia/neuralqa) (👨💻 3 · 🔀 30 · 📦 4 · 📋 28 - 71% open · ⏱️ 16.12.2020):
```
- git clone https://github.com/abelriboulot/onnxt5
+ git clone https://github.com/victordibia/neuralqa
```
-- [PyPi](https://pypi.org/project/onnxt5) (📥 170 / month):
+- [PyPi](https://pypi.org/project/neuralqa) (📥 68 / month):
```
- pip install onnxt5
+ pip install neuralqa
```
NeuroNER (🥉14 · ⭐ 1.6K · 💀) - 使用神经网络的命名实体识别。MIT
+OpenNRE (🥉14 · ⭐ 3.8K) - 神经关系提取（NRE）的开源软件包。MIT
-- [GitHub](https://github.com/Franck-Dernoncourt/NeuroNER) (👨💻 7 · 🔀 450 · 📋 150 - 55% open · ⏱️ 02.10.2019):
+- [GitHub](https://github.com/thunlp/OpenNRE) (👨💻 10 · 🔀 950 · 📋 350 - 2% open · ⏱️ 06.04.2022):
```
- git clone https://github.com/Franck-Dernoncourt/NeuroNER
- ```
-- [PyPi](https://pypi.org/project/pyneuroner):
- ```
- pip install pyneuroner
+ git clone https://github.com/thunlp/OpenNRE
```
TransferNLP (🥉14 · ⭐ 290 · 💀) - 用于可重复的实验的NLP库。MIT
@@ -2566,55 +2566,55 @@ _用于处理，清理，处理和分析文本数据的库，以及用于NLP任
```
git clone https://github.com/feedly/transfer-nlp
```
-- [PyPi](https://pypi.org/project/transfer-nlp) (📥 81 / month):
+- [PyPi](https://pypi.org/project/transfer-nlp) (📥 100 / month):
```
pip install transfer-nlp
```
skift (🥉14 · ⭐ 220) - 适用于Python fastText的scikit-learn包装器。❗Unlicensed
+ONNX-T5 (🥉14 · ⭐ 200 · 💀) - 文本摘要，翻译，情感分析，文本生成等实现。Apache-2
-- [GitHub](https://github.com/shaypal5/skift) (👨💻 8 · 🔀 21 · 📦 10 · 📋 11 - 18% open · ⏱️ 13.12.2021):
+- [GitHub](https://github.com/abelriboulot/onnxt5) (👨💻 3 · 🔀 23 · 📦 1 · 📋 15 - 46% open · ⏱️ 28.01.2021):
```
- git clone https://github.com/shaypal5/skift
+ git clone https://github.com/abelriboulot/onnxt5
```
-- [PyPi](https://pypi.org/project/skift):
+- [PyPi](https://pypi.org/project/onnxt5) (📥 57 / month):
```
- pip install skift
+ pip install onnxt5
```
VizSeq (🥉12 · ⭐ 370) - 用于自然语言生成的分析工具包。MIT
+textvec (🥉14 · ⭐ 180) - 胜过TF-IDF文本向量化工具。MIT
-- [GitHub](https://github.com/facebookresearch/vizseq) (👨💻 3 · 🔀 43 · 📦 3 · 📋 15 - 40% open · ⏱️ 02.09.2021):
+- [GitHub](https://github.com/textvec/textvec) (👨💻 10 · 🔀 23 · 📦 4 · 📋 9 - 33% open · ⏱️ 05.07.2022):
```
- git clone https://github.com/facebookresearch/vizseq
+ git clone https://github.com/textvec/textvec
```
-- [PyPi](https://pypi.org/project/vizseq) (📥 68 / month):
+- [PyPi](https://pypi.org/project/textvec) (📥 26 / month):
```
- pip install vizseq
+ pip install textvec
```
textvec (🥉12 · ⭐ 180 · 💤) - 胜过TF-IDF文本向量化工具。MIT
+VizSeq (🥉13 · ⭐ 400) - 用于自然语言生成的分析工具包。MIT
-- [GitHub](https://github.com/textvec/textvec) (👨💻 4 · 🔀 21 · 📦 4 · 📋 9 - 33% open · ⏱️ 03.12.2020):
+- [GitHub](https://github.com/facebookresearch/vizseq) (👨💻 3 · 🔀 49 · 📦 6 · 📋 15 - 40% open · ⏱️ 20.07.2022):
```
- git clone https://github.com/textvec/textvec
+ git clone https://github.com/facebookresearch/vizseq
```
-- [PyPi](https://pypi.org/project/textvec):
+- [PyPi](https://pypi.org/project/vizseq) (📥 59 / month):
```
- pip install textvec
+ pip install vizseq
```
Headliner (🥉11 · ⭐ 230 · 💀) - 轻松训练和部署seq2seq模型。❗Unlicensed
-- [GitHub](https://github.com/as-ideas/headliner) (👨💻 2 · 🔀 40 · 📦 3 · 📋 14 - 7% open · ⏱️ 14.02.2020):
+- [GitHub](https://github.com/as-ideas/headliner) (👨💻 2 · 🔀 41 · 📦 3 · 📋 14 - 7% open · ⏱️ 14.02.2020):
```
git clone https://github.com/as-ideas/headliner
```
-- [PyPi](https://pypi.org/project/headliner) (📥 130 / month):
+- [PyPi](https://pypi.org/project/headliner) (📥 120 / month):
```
pip install headliner
```
@@ -2627,628 +2627,628 @@ _用于处理，清理，处理和分析文本数据的库，以及用于NLP任
_用于图像和视频处理，操纵和扩充的库，以及用于计算机视觉任务（例如面部识别，对象检测和图像分类）的库。_
-imgaug (🥇32 · ⭐ 12K · 💀) - 用于机器学习实验的图像增强。MIT
+Pillow (🥇36 · ⭐ 10K · 📈) - 友好的PIL分支（Python Imaging Library）。❗️PIL
-- [GitHub](https://github.com/aleju/imgaug) (👨💻 36 · 🔀 2.2K · 📦 8.4K · 📋 480 - 53% open · ⏱️ 01.06.2020):
+- [GitHub](https://github.com/python-pillow/Pillow) (👨💻 410 · 🔀 1.7K · 📦 820K · 📋 2.6K - 3% open · ⏱️ 25.08.2022):
```
- git clone https://github.com/aleju/imgaug
+ git clone https://github.com/python-pillow/Pillow
```
-- [PyPi](https://pypi.org/project/imgaug) (📥 260K / month):
+- [PyPi](https://pypi.org/project/Pillow) (📥 45M / month):
```
- pip install imgaug
+ pip install Pillow
```
-- [Conda](https://anaconda.org/conda-forge/imgaug) (📥 59K · ⏱️ 14.02.2020):
+- [Conda](https://anaconda.org/conda-forge/pillow) (📥 18M · ⏱️ 13.08.2022):
```
- conda install -c conda-forge imgaug
+ conda install -c conda-forge pillow
```
Albumentations (🥇32 · ⭐ 9.3K) - 快速的图像增强库和易于使用的包装器。MIT
+MoviePy (🥇34 · ⭐ 9.5K) - 使用Python进行视频编辑。MIT
-- [GitHub](https://github.com/albumentations-team/albumentations) (👨💻 98 · 🔀 1.2K · 📦 6K · 📋 540 - 39% open · ⏱️ 14.12.2021):
+- [GitHub](https://github.com/Zulko/moviepy) (👨💻 150 · 🔀 1.2K · 📦 18K · 📋 1.2K - 24% open · ⏱️ 01.06.2022):
```
- git clone https://github.com/albumentations-team/albumentations
+ git clone https://github.com/Zulko/moviepy
```
-- [PyPi](https://pypi.org/project/albumentations) (📥 210K / month):
+- [PyPi](https://pypi.org/project/moviepy) (📥 2.5M / month):
```
- pip install albumentations
+ pip install moviepy
```
-- [Conda](https://anaconda.org/conda-forge/albumentations) (📥 29K · ⏱️ 15.07.2021):
+- [Conda](https://anaconda.org/conda-forge/moviepy) (📥 130K · ⏱️ 16.04.2022):
```
- conda install -c conda-forge albumentations
+ conda install -c conda-forge moviepy
```
MoviePy (🥇32 · ⭐ 8.8K) - 使用Python进行视频编辑。MIT
+imageio (🥇33 · ⭐ 1.1K) - 用于读取和写入图像数据的Python库。BSD-2
-- [GitHub](https://github.com/Zulko/moviepy) (👨💻 140 · 🔀 1.1K · 📦 12K · 📋 1.1K - 29% open · ⏱️ 12.11.2021):
+- [GitHub](https://github.com/imageio/imageio) (👨💻 91 · 🔀 220 · 📥 360 · 📦 67K · 📋 470 - 12% open · ⏱️ 24.08.2022):
```
- git clone https://github.com/Zulko/moviepy
+ git clone https://github.com/imageio/imageio
```
-- [PyPi](https://pypi.org/project/moviepy) (📥 1.4M / month):
+- [PyPi](https://pypi.org/project/imageio) (📥 12M / month):
```
- pip install moviepy
+ pip install imageio
```
-- [Conda](https://anaconda.org/conda-forge/moviepy) (📥 99K · ⏱️ 23.02.2020):
+- [Conda](https://anaconda.org/conda-forge/imageio) (📥 3.5M · ⏱️ 08.08.2022):
```
- conda install -c conda-forge moviepy
+ conda install -c conda-forge imageio
```
PyTorch Image Models (🥇30 · ⭐ 15K) - PyTorch图像模型，脚本，预训练权重。Apache-2
+imgaug (🥇32 · ⭐ 13K · 💀) - 用于机器学习实验的图像增强。MIT
-- [GitHub](https://github.com/rwightman/pytorch-image-models) (👨💻 62 · 🔀 2.4K · 📥 780K · 📦 1.6K · 📋 420 - 10% open · ⏱️ 14.12.2021):
+- [GitHub](https://github.com/aleju/imgaug) (👨💻 36 · 🔀 2.3K · 📦 11K · 📋 490 - 55% open · ⏱️ 01.06.2020):
```
- git clone https://github.com/rwightman/pytorch-image-models
+ git clone https://github.com/aleju/imgaug
+ ```
+- [PyPi](https://pypi.org/project/imgaug) (📥 390K / month):
+ ```
+ pip install imgaug
+ ```
+- [Conda](https://anaconda.org/conda-forge/imgaug) (📥 83K · ⏱️ 31.12.2021):
+ ```
+ conda install -c conda-forge imgaug
```
imageio (🥇30 · ⭐ 960) - 用于读取和写入图像数据的Python库。BSD-2
+Albumentations (🥇32 · ⭐ 11K) - 快速的图像增强库和易于使用的包装器。MIT
-- [GitHub](https://github.com/imageio/imageio) (👨💻 83 · 🔀 190 · 📥 45 · 📦 53K · 📋 400 - 17% open · ⏱️ 08.12.2021):
+- [GitHub](https://github.com/albumentations-team/albumentations) (👨💻 110 · 🔀 1.4K · 📦 9.1K · 📋 660 - 41% open · ⏱️ 24.08.2022):
```
- git clone https://github.com/imageio/imageio
+ git clone https://github.com/albumentations-team/albumentations
```
-- [PyPi](https://pypi.org/project/imageio):
+- [PyPi](https://pypi.org/project/albumentations) (📥 370K / month):
```
- pip install imageio
+ pip install albumentations
```
-- [Conda](https://anaconda.org/conda-forge/imageio) (📥 2.4M · ⏱️ 09.12.2021):
+- [Conda](https://anaconda.org/conda-forge/albumentations) (📥 49K · ⏱️ 12.07.2022):
```
- conda install -c conda-forge imageio
+ conda install -c conda-forge albumentations
```
GluonCV (🥈29 · ⭐ 5K) - Gluon CV工具包。Apache-2
+Kornia (🥇32 · ⭐ 7K) - PyTorch的开源可微分计算机视觉库。Apache-2
-- [GitHub](https://github.com/dmlc/gluon-cv) (👨💻 110 · 🔀 1.1K · 📦 640 · 📋 790 - 6% open · ⏱️ 14.11.2021):
+- [GitHub](https://github.com/kornia/kornia) (👨💻 170 · 🔀 680 · 📥 430 · 📦 1.7K · 📋 600 - 26% open · ⏱️ 24.08.2022):
```
- git clone https://github.com/dmlc/gluon-cv
+ git clone https://github.com/kornia/kornia
```
-- [PyPi](https://pypi.org/project/gluoncv) (📥 540K / month):
+- [PyPi](https://pypi.org/project/kornia) (📥 470K / month):
```
- pip install gluoncv
+ pip install kornia
```
scikit-image (🥈29 · ⭐ 4.7K) - Python中的图像处理。❗Unlicensed
+scikit-image (🥇32 · ⭐ 5K) - Python中的图像处理。❗Unlicensed
-- [GitHub](https://github.com/scikit-image/scikit-image) (👨💻 540 · 🔀 1.8K · 📦 88K · 📋 2.2K - 6% open · ⏱️ 15.12.2021):
+- [GitHub](https://github.com/scikit-image/scikit-image) (👨💻 560 · 🔀 2K · 📦 110K · 📋 2.3K - 19% open · ⏱️ 23.08.2022):
```
git clone https://github.com/scikit-image/scikit-image
```
-- [PyPi](https://pypi.org/project/scikit-image):
+- [PyPi](https://pypi.org/project/scikit-image) (📥 5.3M / month):
```
pip install scikit-image
```
-- [Conda](https://anaconda.org/conda-forge/scikit-image) (📥 3.1M · ⏱️ 10.12.2021):
+- [Conda](https://anaconda.org/conda-forge/scikit-image) (📥 3.8M · ⏱️ 10.08.2022):
```
conda install -c conda-forge scikit-image
```
ImageHash (🥈29 · ⭐ 2.2K) - Python感知图像哈希模块。BSD-2
+Wand (🥇32 · ⭐ 1.2K) - 用于Python的基于ctypes的简单ImageMagick接口。MIT
-- [GitHub](https://github.com/JohannesBuchner/imagehash) (👨💻 20 · 🔀 280 · 📦 3.9K · 📋 100 - 10% open · ⏱️ 07.09.2021):
+- [GitHub](https://github.com/emcconville/wand) (👨💻 100 · 🔀 190 · 📥 8.5K · 📦 12K · 📋 380 - 4% open · ⏱️ 22.08.2022):
```
- git clone https://github.com/JohannesBuchner/imagehash
- ```
-- [PyPi](https://pypi.org/project/ImageHash) (📥 1.2M / month):
- ```
- pip install ImageHash
+ git clone https://github.com/emcconville/wand
```
-- [Conda](https://anaconda.org/conda-forge/imagehash) (📥 160K · ⏱️ 15.07.2021):
+- [PyPi](https://pypi.org/project/wand) (📥 450K / month):
```
- conda install -c conda-forge imagehash
+ pip install wand
```
imutils (🥈28 · ⭐ 3.9K · 💤) - 图像处理库。MIT
+PyTorch Image Models (🥈31 · ⭐ 21K) - PyTorch图像模型，脚本，预训练权重。Apache-2
-- [GitHub](https://github.com/PyImageSearch/imutils) (👨💻 20 · 🔀 930 · 📦 21K · 📋 160 - 52% open · ⏱️ 15.01.2021):
+- [GitHub](https://github.com/rwightman/pytorch-image-models) (👨💻 79 · 🔀 3.3K · 📥 1.7M · 📦 4.3K · 📋 570 - 9% open · ⏱️ 24.08.2022):
```
- git clone https://github.com/jrosebr1/imutils
- ```
-- [PyPi](https://pypi.org/project/imutils) (📥 470K / month):
- ```
- pip install imutils
- ```
-- [Conda](https://anaconda.org/conda-forge/imutils) (📥 74K · ⏱️ 09.12.2021):
- ```
- conda install -c conda-forge imutils
+ git clone https://github.com/rwightman/pytorch-image-models
```
MMDetection (🥈27 · ⭐ 18K) - OpenMMLab检测工具箱。Apache-2
+GluonCV (🥈29 · ⭐ 5.3K) - Gluon CV工具包。Apache-2
-- [GitHub](https://github.com/open-mmlab/mmdetection) (👨💻 290 · 🔀 5.8K · 📦 200 · 📋 4.9K - 7% open · ⏱️ 16.12.2021):
+- [GitHub](https://github.com/dmlc/gluon-cv) (👨💻 120 · 🔀 1.2K · 📦 840 · 📋 810 - 5% open · ⏱️ 11.08.2022):
```
- git clone https://github.com/open-mmlab/mmdetection
+ git clone https://github.com/dmlc/gluon-cv
+ ```
+- [PyPi](https://pypi.org/project/gluoncv) (📥 570K / month):
+ ```
+ pip install gluoncv
```
glfw (🥈27 · ⭐ 8.4K) - 一个用于OpenGL，OpenGL ES，Vulkan，窗口和输入的多平台库。❗️Zlib
+ImageHash (🥈29 · ⭐ 2.5K · 💤) - Python感知图像哈希模块。BSD-2
-- [GitHub](https://github.com/glfw/glfw) (👨💻 180 · 🔀 3K · 📥 2.6M · 📦 1 · 📋 1.5K - 27% open · ⏱️ 14.12.2021):
+- [GitHub](https://github.com/JohannesBuchner/imagehash) (👨💻 20 · 🔀 300 · 📦 5.8K · 📋 110 - 13% open · ⏱️ 07.09.2021):
```
- git clone https://github.com/glfw/glfw
+ git clone https://github.com/JohannesBuchner/imagehash
```
-- [PyPi](https://pypi.org/project/glfw) (📥 80K / month):
+- [PyPi](https://pypi.org/project/ImageHash) (📥 1.4M / month):
```
- pip install glfw
+ pip install ImageHash
```
-- [Conda](https://anaconda.org/conda-forge/glfw) (📥 42K · ⏱️ 10.12.2021):
+- [Conda](https://anaconda.org/conda-forge/imagehash) (📥 230K · ⏱️ 15.07.2021):
```
- conda install -c conda-forge glfw
+ conda install -c conda-forge imagehash
```
Kornia (🥈27 · ⭐ 5.6K) - PyTorch的开源可微分计算机视觉库。❗Unlicensed
+imutils (🥈28 · ⭐ 4.2K · 💤) - 图像处理库。MIT
-- [GitHub](https://github.com/kornia/kornia) (👨💻 140 · 🔀 540 · 📥 160 · 📦 830 · 📋 490 - 22% open · ⏱️ 12.12.2021):
+- [GitHub](https://github.com/PyImageSearch/imutils) (👨💻 21 · 🔀 980 · 📦 27K · 📋 160 - 53% open · ⏱️ 27.01.2022):
```
- git clone https://github.com/kornia/kornia
- ```
-- [PyPi](https://pypi.org/project/kornia) (📥 180K / month):
- ```
- pip install kornia
+ git clone https://github.com/jrosebr1/imutils
```
-Wand (🥈27 · ⭐ 1.1K) - 用于Python的基于ctypes的简单ImageMagick接口。MIT
-
-- [GitHub](https://github.com/emcconville/wand) (👨💻 97 · 🔀 190 · 📥 5.3K · 📦 7.9K · 📋 360 - 3% open · ⏱️ 20.11.2021):
-
+- [PyPi](https://pypi.org/project/imutils) (📥 330K / month):
```
- git clone https://github.com/emcconville/wand
+ pip install imutils
```
-- [PyPi](https://pypi.org/project/wand):
+- [Conda](https://anaconda.org/conda-forge/imutils) (📥 97K · ⏱️ 26.08.2022):
```
- pip install wand
+ conda install -c conda-forge imutils
```
detectron2 (🥈26 · ⭐ 19K) - Detectron2是Facebook FAIR的高级目标检测平台。Apache-2
+MMDetection (🥈27 · ⭐ 21K) - OpenMMLab检测工具箱。Apache-2
-- [GitHub](https://github.com/facebookresearch/detectron2) (👨💻 200 · 🔀 4.9K · 📦 440 · 📋 2.8K - 4% open · ⏱️ 08.12.2021):
+- [GitHub](https://github.com/open-mmlab/mmdetection) (👨💻 350 · 🔀 6.9K · 📦 550 · 📋 6.2K - 9% open · ⏱️ 28.07.2022):
```
- git clone https://github.com/facebookresearch/detectron2
- ```
-- [Conda](https://anaconda.org/conda-forge/detectron2) (📥 36K · ⏱️ 30.07.2021):
- ```
- conda install -c conda-forge detectron2
+ git clone https://github.com/open-mmlab/mmdetection
```
InsightFace (🥈26 · ⭐ 11K) - MXNet和PyTorch上的人脸分析项目。MIT
+torchvision (🥈27 · ⭐ 12K) - 计算机视觉的数据集，转换和模型。BSD-3
-- [GitHub](https://github.com/deepinsight/insightface) (👨💻 31 · 🔀 3.5K · 📦 120 · 📋 1.8K - 53% open · ⏱️ 03.12.2021):
+- [GitHub](https://github.com/pytorch/vision) (👨💻 500 · 🔀 6K · 📥 11K · 📋 2.5K - 23% open · ⏱️ 25.08.2022):
```
- git clone https://github.com/deepinsight/insightface
- ```
-- [PyPi](https://pypi.org/project/insightface) (📥 23K / month):
- ```
- pip install insightface
+ git clone https://github.com/pytorch/vision
```
-imageai (🥈26 · ⭐ 6.7K · 💤) - python库旨在使开发人员能够构建应用程序。MIT
-
-- [GitHub](https://github.com/OlafenwaMoses/ImageAI) (👨💻 15 · 🔀 1.8K · 📥 680K · 📦 1K · 📋 660 - 35% open · ⏱️ 08.05.2021):
-
+- [PyPi](https://pypi.org/project/torchvision) (📥 3.9M / month):
```
- git clone https://github.com/OlafenwaMoses/ImageAI
+ pip install torchvision
```
-- [PyPi](https://pypi.org/project/imageai):
+- [Conda](https://anaconda.org/conda-forge/torchvision) (📥 340K · ⏱️ 24.07.2022):
```
- pip install imageai
+ conda install -c conda-forge torchvision
```
Face Recognition (🥈25 · ⭐ 43K) - 简单的面部识别API。MIT
+glfw (🥈27 · ⭐ 9.5K) - 一个用于OpenGL，OpenGL ES，Vulkan，窗口和输入的多平台库。❗️Zlib
-- [GitHub](https://github.com/ageitgey/face_recognition) (👨💻 47 · 🔀 12K · 📥 450 · 📋 1.2K - 53% open · ⏱️ 14.06.2021):
+- [GitHub](https://github.com/glfw/glfw) (👨💻 180 · 🔀 3.5K · 📥 2.9M · 📦 1 · 📋 1.6K - 25% open · ⏱️ 22.08.2022):
```
- git clone https://github.com/ageitgey/face_recognition
+ git clone https://github.com/glfw/glfw
```
-- [PyPi](https://pypi.org/project/face_recognition) (📥 52K / month):
+- [PyPi](https://pypi.org/project/glfw) (📥 220K / month):
```
- pip install face_recognition
+ pip install glfw
+ ```
+- [Conda](https://anaconda.org/conda-forge/glfw) (📥 68K · ⏱️ 23.07.2022):
+ ```
+ conda install -c conda-forge glfw
```
Pillow (🥈24 · ⭐ 9.2K · 📉) - 友好的PIL分支（Python Imaging Library）。❗️PIL
+InsightFace (🥈26 · ⭐ 12K) - MXNet和PyTorch上的人脸分析项目。MIT
-- [GitHub](https://github.com/python-pillow/Pillow) (👨💻 380 · 🔀 1.6K · 📋 2.4K - 5% open · ⏱️ 15.12.2021):
+- [GitHub](https://github.com/deepinsight/insightface) (👨💻 46 · 🔀 3.9K · 📦 180 · 📋 2K - 55% open · ⏱️ 19.08.2022):
```
- git clone https://github.com/python-pillow/Pillow
- ```
-- [PyPi](https://pypi.org/project/Pillow):
- ```
- pip install Pillow
+ git clone https://github.com/deepinsight/insightface
```
-- [Conda](https://anaconda.org/conda-forge/pillow) (📥 12M · ⏱️ 10.11.2021):
+- [PyPi](https://pypi.org/project/insightface) (📥 21K / month):
```
- conda install -c conda-forge pillow
+ pip install insightface
```
facenet-pytorch (🥈24 · ⭐ 2.6K) - 预训练的Pytorch人脸检测（MTCNN）和识别。MIT
+imageai (🥈26 · ⭐ 7.2K · 💀) - python库旨在使开发人员能够构建应用程序。MIT
-- [GitHub](https://github.com/timesler/facenet-pytorch) (👨💻 14 · 🔀 550 · 📥 180K · 📦 570 · 📋 140 - 36% open · ⏱️ 13.12.2021):
+- [GitHub](https://github.com/OlafenwaMoses/ImageAI) (👨💻 15 · 🔀 1.9K · 📥 780K · 📦 1.2K · 📋 690 - 37% open · ⏱️ 08.05.2021):
```
- git clone https://github.com/timesler/facenet-pytorch
+ git clone https://github.com/OlafenwaMoses/ImageAI
```
-- [PyPi](https://pypi.org/project/facenet-pytorch):
+- [PyPi](https://pypi.org/project/imageai) (📥 8.9K / month):
```
- pip install facenet-pytorch
+ pip install imageai
```
torchvision (🥈23 · ⭐ 11K) - 计算机视觉的数据集，转换和模型。BSD-3
+Face Recognition (🥈25 · ⭐ 46K) - 简单的面部识别API。MIT
-- [GitHub](https://github.com/pytorch/vision) (👨💻 440 · 🔀 5.3K · 📋 2K - 23% open · ⏱️ 16.12.2021):
+- [GitHub](https://github.com/ageitgey/face_recognition) (👨💻 54 · 🔀 12K · 📥 470 · 📋 1.2K - 53% open · ⏱️ 10.06.2022):
```
- git clone https://github.com/pytorch/vision
- ```
-- [PyPi](https://pypi.org/project/torchvision):
- ```
- pip install torchvision
+ git clone https://github.com/ageitgey/face_recognition
```
-- [Conda](https://anaconda.org/conda-forge/torchvision) (📥 160K · ⏱️ 27.09.2021):
+- [PyPi](https://pypi.org/project/face_recognition) (📥 39K / month):
```
- conda install -c conda-forge torchvision
+ pip install face_recognition
```
mtcnn (🥈23 · ⭐ 1.7K) - TensorFlow的MTCNN人脸检测实现。MIT
+detectron2 (🥈25 · ⭐ 22K) - Detectron2是Facebook FAIR的高级目标检测平台。Apache-2
-- [GitHub](https://github.com/ipazc/mtcnn) (👨💻 15 · 🔀 430 · 📦 1.7K · 📋 97 - 61% open · ⏱️ 09.07.2021):
+- [GitHub](https://github.com/facebookresearch/detectron2) (👨💻 210 · 🔀 5.7K · 📦 710 · 📋 3.1K - 7% open · ⏱️ 24.08.2022):
```
- git clone https://github.com/ipazc/mtcnn
+ git clone https://github.com/facebookresearch/detectron2
```
-- [PyPi](https://pypi.org/project/mtcnn) (📥 33K / month):
+- [Conda](https://anaconda.org/conda-forge/detectron2) (📥 78K · ⏱️ 25.04.2022):
```
- pip install mtcnn
+ conda install -c conda-forge detectron2
```
Image Deduplicator (🥉22 · ⭐ 3.9K · 💀) - 图像查重。Apache-2
+vit-pytorch (🥈25 · ⭐ 11K) - 实现视觉transformer，一种简单的方法。MIT
-- [GitHub](https://github.com/idealo/imagededup) (👨💻 10 · 🔀 330 · 📦 21 · 📋 87 - 32% open · ⏱️ 23.11.2020):
+- [GitHub](https://github.com/lucidrains/vit-pytorch) (👨💻 15 · 🔀 1.8K · 📦 140 · 📋 190 - 47% open · ⏱️ 27.07.2022):
```
- git clone https://github.com/idealo/imagededup
+ git clone https://github.com/lucidrains/vit-pytorch
```
-- [PyPi](https://pypi.org/project/imagededup) (📥 2.8K / month):
+- [PyPi](https://pypi.org/project/vit-pytorch) (📥 19K / month):
```
- pip install imagededup
+ pip install vit-pytorch
```
Image Super-Resolution (🥉22 · ⭐ 3.3K) - 图像超精度变换。Apache-2
+facenet-pytorch (🥈25 · ⭐ 3K · 💤) - 预训练的Pytorch人脸检测（MTCNN）和识别。MIT
-- [GitHub](https://github.com/idealo/image-super-resolution) (👨💻 10 · 🔀 570 · 📦 68 · 📋 190 - 42% open · ⏱️ 02.06.2021):
+- [GitHub](https://github.com/timesler/facenet-pytorch) (👨💻 14 · 🔀 650 · 📥 390K · 📦 850 · 📋 150 - 39% open · ⏱️ 13.12.2021):
```
- git clone https://github.com/idealo/image-super-resolution
- ```
-- [PyPi](https://pypi.org/project/ISR) (📥 5.8K / month):
- ```
- pip install ISR
+ git clone https://github.com/timesler/facenet-pytorch
```
-- [Docker Hub](https://hub.docker.com/r/idealo/image-super-resolution-gpu) (📥 190 · ⏱️ 01.04.2019):
+- [PyPi](https://pypi.org/project/facenet-pytorch) (📥 18K / month):
```
- docker pull idealo/image-super-resolution-gpu
+ pip install facenet-pytorch
```
Torch Points 3D (🥉22 · ⭐ 1.6K) - 用于在点云上进行深度学习的Pytorch框架。BSD-3
+opencv-python (🥈25 · ⭐ 2.9K · 📈) - 自动化的CI工具链可生成预编译的opencv-python。MIT
-- [GitHub](https://github.com/nicolas-chaulet/torch-points3d) (👨💻 29 · 🔀 260 · 📦 4 · 📋 300 - 29% open · ⏱️ 10.12.2021):
+- [GitHub](https://github.com/opencv/opencv-python) (👨💻 39 · 🔀 580 · 📋 570 - 7% open · ⏱️ 22.08.2022):
```
- git clone https://github.com/nicolas-chaulet/torch-points3d
+ git clone https://github.com/skvark/opencv-python
```
-- [PyPi](https://pypi.org/project/torch-points3d) (📥 1K / month):
+- [PyPi](https://pypi.org/project/opencv-python) (📥 5.6M / month):
```
- pip install torch-points3d
+ pip install opencv-python
```
chainercv (🥉22 · ⭐ 1.5K · 💀) - ChainerCV：一个用于计算机视觉深度学习的库。MIT
+chainercv (🥈25 · ⭐ 1.5K · 💀) - ChainerCV：一个用于计算机视觉深度学习的库。MIT
-- [GitHub](https://github.com/chainer/chainercv) (👨💻 39 · 🔀 310 · 📦 270 · 📋 200 - 18% open · ⏱️ 07.01.2020):
+- [GitHub](https://github.com/chainer/chainercv) (👨💻 39 · 🔀 300 · 📦 300 · 📋 200 - 18% open · ⏱️ 07.01.2020):
```
git clone https://github.com/chainer/chainercv
```
-- [PyPi](https://pypi.org/project/chainercv):
+- [PyPi](https://pypi.org/project/chainercv) (📥 3.2K / month):
```
pip install chainercv
```
mahotas (🥉22 · ⭐ 720) - Python中的计算机视觉。❗Unlicensed
+mahotas (🥈25 · ⭐ 770) - Python中的计算机视觉。❗Unlicensed
-- [GitHub](https://github.com/luispedro/mahotas) (👨💻 32 · 🔀 140 · 📦 720 · 📋 76 - 19% open · ⏱️ 07.12.2021):
+- [GitHub](https://github.com/luispedro/mahotas) (👨💻 32 · 🔀 140 · 📦 870 · 📋 79 - 20% open · ⏱️ 28.06.2022):
```
git clone https://github.com/luispedro/mahotas
```
-- [PyPi](https://pypi.org/project/mahotas):
+- [PyPi](https://pypi.org/project/mahotas) (📥 11K / month):
```
pip install mahotas
```
-- [Conda](https://anaconda.org/conda-forge/mahotas) (📥 310K · ⏱️ 17.11.2021):
+- [Conda](https://anaconda.org/conda-forge/mahotas) (📥 330K · ⏱️ 28.07.2022):
```
conda install -c conda-forge mahotas
```
segmentation_models (🥉21 · ⭐ 3.6K · 💀) - Segmentation models with pretrained backbones. Keras.. MIT
+vidgear (🥉24 · ⭐ 2.4K) - 高性能跨平台视频处理Python框架。Apache-2
-- [GitHub](https://github.com/qubvel/segmentation_models) (👨💻 14 · 🔀 840 · 📋 450 - 44% open · ⏱️ 17.04.2020):
+- [GitHub](https://github.com/abhiTronix/vidgear) (👨💻 13 · 🔀 190 · 📥 640 · 📦 230 · 📋 230 - 1% open · ⏱️ 06.07.2022):
```
- git clone https://github.com/qubvel/segmentation_models
+ git clone https://github.com/abhiTronix/vidgear
```
-- [PyPi](https://pypi.org/project/segmentation_models) (📥 57K / month):
+- [PyPi](https://pypi.org/project/vidgear) (📥 6.5K / month):
```
- pip install segmentation_models
+ pip install vidgear
```
PyTorch3D (🥉20 · ⭐ 5.5K) - PyTorch3D是FAIR的深度学习可重用组件库。❗Unlicensed
+PyTorch3D (🥉23 · ⭐ 6.4K) - PyTorch3D是FAIR的深度学习可重用组件库。❗Unlicensed
-- [GitHub](https://github.com/facebookresearch/pytorch3d) (👨💻 75 · 🔀 750 · 📦 130 · 📋 840 - 9% open · ⏱️ 15.12.2021):
+- [GitHub](https://github.com/facebookresearch/pytorch3d) (👨💻 96 · 🔀 940 · 📦 270 · 📋 1.1K - 7% open · ⏱️ 25.08.2022):
```
git clone https://github.com/facebookresearch/pytorch3d
```
-- [PyPi](https://pypi.org/project/pytorch3d):
+- [PyPi](https://pypi.org/project/pytorch3d) (📥 14K / month):
```
pip install pytorch3d
```
-- [Conda](https://anaconda.org/pytorch3d/pytorch3d) (📥 26K · ⏱️ 13.12.2021):
+- [Conda](https://anaconda.org/pytorch3d/pytorch3d) (📥 60K · ⏱️ 14.08.2022):
```
conda install -c pytorch3d pytorch3d
```
Augmentor (🥉20 · ⭐ 4.6K) - Python中的图像增强库，用于机器学习。MIT
+Face Alignment (🥉23 · ⭐ 5.8K · 💤) - 使用pytorch构建2D和3D人脸对齐库。BSD-3
-- [GitHub](https://github.com/mdbloice/Augmentor) (👨💻 22 · 🔀 810 · 📦 390 · 📋 180 - 61% open · ⏱️ 15.10.2021):
+- [GitHub](https://github.com/1adrianb/face-alignment) (👨💻 23 · 🔀 1.2K · 📋 280 - 21% open · ⏱️ 04.08.2021):
```
- git clone https://github.com/mdbloice/Augmentor
+ git clone https://github.com/1adrianb/face-alignment
```
-- [PyPi](https://pypi.org/project/Augmentor):
+- [PyPi](https://pypi.org/project/face-alignment) (📥 9.6K / month):
```
- pip install Augmentor
+ pip install face-alignment
```
vidgear (🥉20 · ⭐ 2K) - 高性能跨平台视频处理Python框架。Apache-2
+Augmentor (🥉23 · ⭐ 4.8K) - Python中的图像增强库，用于机器学习。MIT
-- [GitHub](https://github.com/abhiTronix/vidgear) (👨💻 9 · 🔀 150 · 📥 500 · 📦 160 · 📋 190 - 1% open · ⏱️ 05.12.2021):
+- [GitHub](https://github.com/mdbloice/Augmentor) (👨💻 22 · 🔀 820 · 📦 480 · 📋 190 - 61% open · ⏱️ 24.05.2022):
```
- git clone https://github.com/abhiTronix/vidgear
+ git clone https://github.com/mdbloice/Augmentor
```
-- [PyPi](https://pypi.org/project/vidgear):
+- [PyPi](https://pypi.org/project/Augmentor) (📥 16K / month):
```
- pip install vidgear
+ pip install Augmentor
```
Classy Vision (🥉20 · ⭐ 1.4K) - 用于图像和视频的端到端PyTorch框架。MIT
+mtcnn (🥉23 · ⭐ 1.8K · 💀) - TensorFlow的MTCNN人脸检测实现。MIT
-- [GitHub](https://github.com/facebookresearch/ClassyVision) (👨💻 66 · 🔀 240 · 📋 74 - 17% open · ⏱️ 09.12.2021):
+- [GitHub](https://github.com/ipazc/mtcnn) (👨💻 15 · 🔀 460 · 📦 2.6K · 📋 100 - 62% open · ⏱️ 09.07.2021):
```
- git clone https://github.com/facebookresearch/ClassyVision
- ```
-- [PyPi](https://pypi.org/project/classy_vision) (📥 1.4K / month):
- ```
- pip install classy_vision
+ git clone https://github.com/ipazc/mtcnn
```
-- [Conda](https://anaconda.org/conda-forge/classy_vision) (📥 11K · ⏱️ 11.12.2020):
+- [PyPi](https://pypi.org/project/mtcnn) (📥 23K / month):
```
- conda install -c conda-forge classy_vision
+ pip install mtcnn
```
CellProfiler (🥉20 · ⭐ 630) - 生物图像分析的开源应用程序。❗Unlicensed
+lightly (🥉23 · ⭐ 1.7K) - 一个用于对图像进行自监督学习的python库。MIT
-- [GitHub](https://github.com/CellProfiler/CellProfiler) (👨💻 120 · 🔀 290 · 📥 2K · 📦 5 · 📋 3K - 6% open · ⏱️ 05.11.2021):
+- [GitHub](https://github.com/lightly-ai/lightly) (👨💻 19 · 🔀 140 · 📦 46 · 📋 330 - 20% open · ⏱️ 25.08.2022):
```
- git clone https://github.com/CellProfiler/CellProfiler
+ git clone https://github.com/lightly-ai/lightly
```
-- [PyPi](https://pypi.org/project/cellprofiler):
+- [PyPi](https://pypi.org/project/lightly) (📥 3.3K / month):
```
- pip install cellprofiler
+ pip install lightly
```
Caer (🥉20 · ⭐ 580) - 轻量级的计算机视觉库。MIT
+Image Deduplicator (🥉22 · ⭐ 4.1K · 💀) - 图像查重。Apache-2
-- [GitHub](https://github.com/jasmcaus/caer) (👨💻 8 · 🔀 63 · 📥 19 · 📋 15 - 13% open · ⏱️ 13.10.2021):
+- [GitHub](https://github.com/idealo/imagededup) (👨💻 10 · 🔀 370 · 📦 26 · 📋 93 - 36% open · ⏱️ 23.11.2020):
```
- git clone https://github.com/jasmcaus/caer
+ git clone https://github.com/idealo/imagededup
```
-- [PyPi](https://pypi.org/project/caer) (📥 4.1K / month):
+- [PyPi](https://pypi.org/project/imagededup) (📥 1.3K / month):
```
- pip install caer
+ pip install imagededup
```
pyvips (🥉20 · ⭐ 370) - 使用cffi的libvips的python接口。MIT
+pyvips (🥉22 · ⭐ 440) - 使用cffi的libvips的python接口。MIT
-- [GitHub](https://github.com/libvips/pyvips) (👨💻 12 · 🔀 32 · 📦 250 · 📋 260 - 36% open · ⏱️ 15.12.2021):
+- [GitHub](https://github.com/libvips/pyvips) (👨💻 14 · 🔀 40 · 📦 350 · 📋 300 - 36% open · ⏱️ 13.08.2022):
```
git clone https://github.com/libvips/pyvips
```
-- [PyPi](https://pypi.org/project/pyvips):
+- [PyPi](https://pypi.org/project/pyvips) (📥 19K / month):
```
pip install pyvips
```
-- [Conda](https://anaconda.org/conda-forge/pyvips) (📥 14K · ⏱️ 22.11.2021):
+- [Conda](https://anaconda.org/conda-forge/pyvips) (📥 29K · ⏱️ 24.07.2022):
```
conda install -c conda-forge pyvips
```
vit-pytorch (🥉19 · ⭐ 7.2K) - 实现视觉transformer，一种简单的方法。MIT
+PaddleDetection (🥉21 · ⭐ 8.3K) - 对象检测和实例分割工具箱。Apache-2
-- [GitHub](https://github.com/lucidrains/vit-pytorch) (👨💻 12 · 🔀 1.1K · 📦 59 · 📋 150 - 47% open · ⏱️ 04.12.2021):
+- [GitHub](https://github.com/PaddlePaddle/PaddleDetection) (👨💻 100 · 🔀 2.1K · 📦 30 · 📋 3.8K - 20% open · ⏱️ 16.08.2022):
```
- git clone https://github.com/lucidrains/vit-pytorch
- ```
-- [PyPi](https://pypi.org/project/vit-pytorch):
- ```
- pip install vit-pytorch
+ git clone https://github.com/PaddlePaddle/PaddleDetection
```
PaddleDetection (🥉19 · ⭐ 5.8K) - 对象检测和实例分割工具箱。Apache-2
+segmentation_models (🥉21 · ⭐ 4K) - Segmentation models with pretrained backbones. Keras.. MIT
-- [GitHub](https://github.com/PaddlePaddle/PaddleDetection) (👨💻 75 · 🔀 1.4K · 📦 6 · 📋 2.7K - 28% open · ⏱️ 09.12.2021):
+- [GitHub](https://github.com/qubvel/segmentation_models) (👨💻 14 · 🔀 910 · 📋 480 - 46% open · ⏱️ 29.07.2022):
```
- git clone https://github.com/PaddlePaddle/PaddleDetection
+ git clone https://github.com/qubvel/segmentation_models
+ ```
+- [PyPi](https://pypi.org/project/segmentation_models) (📥 26K / month):
+ ```
+ pip install segmentation_models
```
Face Alignment (🥉19 · ⭐ 5.4K) - 使用pytorch构建2D和3D人脸对齐库。BSD-3
+Image Super-Resolution (🥉21 · ⭐ 3.8K · 💀) - 图像超精度变换。Apache-2
-- [GitHub](https://github.com/1adrianb/face-alignment) (👨💻 23 · 🔀 1.1K · 📋 260 - 18% open · ⏱️ 04.08.2021):
+- [GitHub](https://github.com/idealo/image-super-resolution) (👨💻 10 · 🔀 630 · 📦 97 · 📋 200 - 45% open · ⏱️ 02.06.2021):
```
- git clone https://github.com/1adrianb/face-alignment
+ git clone https://github.com/idealo/image-super-resolution
```
-- [PyPi](https://pypi.org/project/face-alignment):
+- [PyPi](https://pypi.org/project/ISR) (📥 4.5K / month):
```
- pip install face-alignment
+ pip install ISR
+ ```
+- [Docker Hub](https://hub.docker.com/r/idealo/image-super-resolution-gpu) (📥 220 · ⏱️ 01.04.2019):
+ ```
+ docker pull idealo/image-super-resolution-gpu
```
Luminoth (🥉19 · ⭐ 2.4K · 💀) - 用于计算机视觉的深度学习工具包。BSD-3
+Norfair (🥉21 · ⭐ 1.6K) - 轻量级Python库，用于向其中添加实时2D对象跟踪。BSD-3
-- [GitHub](https://github.com/tryolabs/luminoth) (👨💻 15 · 🔀 400 · 📥 12K · 📦 39 · 📋 180 - 28% open · ⏱️ 07.01.2020):
+- [GitHub](https://github.com/tryolabs/norfair) (👨💻 18 · 🔀 150 · 📥 200 · 📋 75 - 16% open · ⏱️ 24.08.2022):
```
- git clone https://github.com/tryolabs/luminoth
+ git clone https://github.com/tryolabs/norfair
```
-- [PyPi](https://pypi.org/project/luminoth) (📥 850 / month):
+- [PyPi](https://pypi.org/project/norfair) (📥 7.3K / month):
```
- pip install luminoth
+ pip install norfair
```
lightly (🥉19 · ⭐ 1.3K) - 一个用于对图像进行自监督学习的python库。MIT
+CellProfiler (🥉21 · ⭐ 700) - 生物图像分析的开源应用程序。❗Unlicensed
-- [GitHub](https://github.com/lightly-ai/lightly) (👨💻 14 · 🔀 86 · 📦 25 · 📋 290 - 21% open · ⏱️ 16.12.2021):
+- [GitHub](https://github.com/CellProfiler/CellProfiler) (👨💻 130 · 🔀 320 · 📥 3.4K · 📦 9 · 📋 3.1K - 5% open · ⏱️ 17.08.2022):
```
- git clone https://github.com/lightly-ai/lightly
+ git clone https://github.com/CellProfiler/CellProfiler
```
-- [PyPi](https://pypi.org/project/lightly):
+- [PyPi](https://pypi.org/project/cellprofiler) (📥 900 / month):
```
- pip install lightly
+ pip install cellprofiler
```
MMF (🥉18 · ⭐ 4.7K) - 来自视觉和语言多模态研究的模块化框架。BSD-3
+MMF (🥉20 · ⭐ 5K) - 来自视觉和语言多模态研究的模块化框架。BSD-3
-- [GitHub](https://github.com/facebookresearch/mmf) (👨💻 89 · 🔀 780 · 📦 10 · 📋 570 - 26% open · ⏱️ 14.12.2021):
+- [GitHub](https://github.com/facebookresearch/mmf) (👨💻 100 · 🔀 840 · 📦 12 · 📋 620 - 30% open · ⏱️ 11.08.2022):
```
git clone https://github.com/facebookresearch/mmf
```
-- [PyPi](https://pypi.org/project/mmf):
+- [PyPi](https://pypi.org/project/mmf) (📥 240 / month):
```
pip install mmf
```
tensorflow-graphics (🥉17 · ⭐ 2.6K) - TensorFlow图神经网络：可微分的图layerApache-2
+tensorflow-graphics (🥉20 · ⭐ 2.7K) - TensorFlow图神经网络：可微分的图layerApache-2
-- [GitHub](https://github.com/tensorflow/graphics) (👨💻 34 · 🔀 320 · 📋 160 - 43% open · ⏱️ 06.12.2021):
+- [GitHub](https://github.com/tensorflow/graphics) (👨💻 36 · 🔀 340 · 📋 160 - 45% open · ⏱️ 04.04.2022):
```
git clone https://github.com/tensorflow/graphics
```
-- [PyPi](https://pypi.org/project/tensorflow-graphics):
+- [PyPi](https://pypi.org/project/tensorflow-graphics) (📥 2.7K / month):
```
pip install tensorflow-graphics
```
Norfair (🥉17 · ⭐ 1.2K) - 轻量级Python库，用于向其中添加实时2D对象跟踪。BSD-3
+nude.py (🥉20 · ⭐ 860 · 💀) - 使用Python进行裸露检测。MIT
-- [GitHub](https://github.com/tryolabs/norfair) (👨💻 9 · 🔀 88 · 📋 39 - 20% open · ⏱️ 01.10.2021):
+- [GitHub](https://github.com/hhatto/nude.py) (👨💻 12 · 🔀 130 · 📦 2.6K · 📋 10 - 70% open · ⏱️ 23.11.2020):
```
- git clone https://github.com/tryolabs/norfair
+ git clone https://github.com/hhatto/nude.py
```
-- [PyPi](https://pypi.org/project/norfair):
+- [PyPi](https://pypi.org/project/nudepy) (📥 9.5K / month):
```
- pip install norfair
+ pip install nudepy
```
DE⫶TR (🥉16 · ⭐ 8.1K) - End-to-End Object Detection with Transformers. Apache-2
+Luminoth (🥉19 · ⭐ 2.4K · 💀) - 用于计算机视觉的深度学习工具包。BSD-3
-- [GitHub](https://github.com/facebookresearch/detr) (👨💻 24 · 🔀 1.4K · 📋 400 - 32% open · ⏱️ 18.10.2021):
+- [GitHub](https://github.com/tryolabs/luminoth) (👨💻 15 · 🔀 400 · 📥 13K · 📦 41 · 📋 180 - 28% open · ⏱️ 07.01.2020):
```
- git clone https://github.com/facebookresearch/detr
+ git clone https://github.com/tryolabs/luminoth
+ ```
+- [PyPi](https://pypi.org/project/luminoth) (📥 610 / month):
+ ```
+ pip install luminoth
```
opencv-python (🥉16 · ⭐ 2.4K) - 自动化的CI工具链可生成预编译的opencv-python。❗Unlicensed
+Classy Vision (🥉19 · ⭐ 1.5K) - 用于图像和视频的端到端PyTorch框架。MIT
-- [GitHub](https://github.com/opencv/opencv-python) (👨💻 36 · 🔀 470 · 📋 490 - 5% open · ⏱️ 16.12.2021):
+- [GitHub](https://github.com/facebookresearch/ClassyVision) (👨💻 76 · 🔀 260 · 📋 76 - 17% open · ⏱️ 03.08.2022):
```
- git clone https://github.com/skvark/opencv-python
+ git clone https://github.com/facebookresearch/ClassyVision
```
-- [PyPi](https://pypi.org/project/opencv-python):
+- [PyPi](https://pypi.org/project/classy_vision) (📥 2K / month):
```
- pip install opencv-python
+ pip install classy_vision
+ ```
+- [Conda](https://anaconda.org/conda-forge/classy_vision) (📥 14K · ⏱️ 22.03.2022):
+ ```
+ conda install -c conda-forge classy_vision
```
Pillow-SIMD (🥉16 · ⭐ 1.7K · 💀) - 友好的PIL fork。❗️PIL
+Caer (🥉18 · ⭐ 630 · 💤) - 轻量级的计算机视觉库。MIT
-- [GitHub](https://github.com/uploadcare/pillow-simd) (👨💻 310 · 🔀 70 · 📦 500 · 📋 69 - 17% open · ⏱️ 02.06.2020):
+- [GitHub](https://github.com/jasmcaus/caer) (👨💻 8 · 🔀 74 · 📥 19 · 📋 15 - 13% open · ⏱️ 13.10.2021):
```
- git clone https://github.com/uploadcare/pillow-simd
+ git clone https://github.com/jasmcaus/caer
```
-- [PyPi](https://pypi.org/project/pillow-simd):
+- [PyPi](https://pypi.org/project/caer) (📥 3K / month):
```
- pip install pillow-simd
+ pip install caer
```
nude.py (🥉16 · ⭐ 820 · 💀) - 使用Python进行裸露检测。MIT
+DE⫶TR (🥉17 · ⭐ 9.6K) - End-to-End Object Detection with Transformers. Apache-2
-- [GitHub](https://github.com/hhatto/nude.py) (👨💻 12 · 🔀 130 · 📦 1.3K · 📋 10 - 70% open · ⏱️ 23.11.2020):
+- [GitHub](https://github.com/facebookresearch/detr) (👨💻 25 · 🔀 1.7K · 📋 440 - 38% open · ⏱️ 07.03.2022):
```
- git clone https://github.com/hhatto/nude.py
+ git clone https://github.com/facebookresearch/detr
+ ```
+Pillow-SIMD (🥉17 · ⭐ 1.9K · 💤) - 友好的PIL fork。❗️PIL
+
+- [GitHub](https://github.com/uploadcare/pillow-simd) (👨💻 380 · 🔀 74 · 📋 77 - 14% open · ⏱️ 17.01.2022):
+
+ ```
+ git clone https://github.com/uploadcare/pillow-simd
```
-- [PyPi](https://pypi.org/project/nudepy):
+- [PyPi](https://pypi.org/project/pillow-simd) (📥 51K / month):
```
- pip install nudepy
+ pip install pillow-simd
```
PySlowFast (🥉15 · ⭐ 4.4K) - PySlowFast：来自FAIR的视频理解代码库。Apache-2
+PySlowFast (🥉16 · ⭐ 5K) - PySlowFast：来自FAIR的视频理解代码库。Apache-2
-- [GitHub](https://github.com/facebookresearch/SlowFast) (👨💻 25 · 🔀 820 · 📦 5 · 📋 470 - 49% open · ⏱️ 28.10.2021):
+- [GitHub](https://github.com/facebookresearch/SlowFast) (👨💻 28 · 🔀 960 · 📦 10 · 📋 550 - 52% open · ⏱️ 25.08.2022):
```
git clone https://github.com/facebookresearch/SlowFast
```
pycls (🥉15 · ⭐ 1.8K) - 用PyTorch编写的图像分类研究代码库。MIT
+image-match (🥉16 · ⭐ 2.8K · 💤) - 快速搜索数十亿张图像。❗Unlicensed
+
+- [GitHub](https://github.com/ProvenanceLabs/image-match) (👨💻 19 · 🔀 380 · 📋 100 - 53% open · ⏱️ 21.09.2021):
+
+ ```
+ git clone https://github.com/EdjoLabs/image-match
+ ```
+- [PyPi](https://pypi.org/project/image_match) (📥 590 / month):
+ ```
+ pip install image_match
+ ```
+pycls (🥉15 · ⭐ 2K) - 用PyTorch编写的图像分类研究代码库。MIT
-- [GitHub](https://github.com/facebookresearch/pycls) (👨💻 13 · 🔀 200 · 📦 4 · 📋 77 - 28% open · ⏱️ 19.08.2021):
+- [GitHub](https://github.com/facebookresearch/pycls) (👨💻 17 · 🔀 230 · 📦 6 · 📋 78 - 28% open · ⏱️ 12.07.2022):
```
git clone https://github.com/facebookresearch/pycls
```
image-match (🥉14 · ⭐ 2.7K) - 快速搜索数十亿张图像。❗Unlicensed
+Torch Points 3D (🥉14 · ⭐ 93 · 💤) - 用于在点云上进行深度学习的Pytorch框架。BSD-3
-- [GitHub](https://github.com/ProvenanceLabs/image-match) (👨💻 19 · 🔀 370 · 📋 99 - 51% open · ⏱️ 21.09.2021):
+- [GitHub](https://github.com/nicolas-chaulet/torch-points3d) (👨💻 29 · 🔀 19 · ⏱️ 10.12.2021):
```
- git clone https://github.com/EdjoLabs/image-match
+ git clone https://github.com/nicolas-chaulet/torch-points3d
```
-- [PyPi](https://pypi.org/project/image_match):
+- [PyPi](https://pypi.org/project/torch-points3d) (📥 570 / month):
```
- pip install image_match
+ pip install torch-points3d
```
@@ -3259,353 +3259,353 @@ _用于图像和视频处理，操纵和扩充的库，以及用于计算机视
_用于图数据处理，聚类，图嵌入和机器学习任务的库。_
-networkx (🥇32 · ⭐ 10K) - Python中的网络分析。❗Unlicensed
+networkx (🥇32 · ⭐ 11K) - Python中的网络分析。❗Unlicensed
-- [GitHub](https://github.com/networkx/networkx) (👨💻 560 · 🔀 2.4K · 📥 57 · 📦 93K · 📋 2.6K - 6% open · ⏱️ 13.12.2021):
+- [GitHub](https://github.com/networkx/networkx) (👨💻 610 · 🔀 2.6K · 📥 60 · 📦 120K · 📋 2.8K - 5% open · ⏱️ 23.08.2022):
```
git clone https://github.com/networkx/networkx
```
-- [PyPi](https://pypi.org/project/networkx) (📥 17M / month):
+- [PyPi](https://pypi.org/project/networkx) (📥 19M / month):
```
pip install networkx
```
-- [Conda](https://anaconda.org/conda-forge/networkx) (📥 5.2M · ⏱️ 26.10.2021):
+- [Conda](https://anaconda.org/conda-forge/networkx) (📥 7.8M · ⏱️ 22.08.2022):
```
conda install -c conda-forge networkx
```
dgl (🥇28 · ⭐ 8.6K) - 在现有基础之上构建的Python软件包，用于简化图上的深度学习。Apache-2
+dgl (🥇29 · ⭐ 10K) - 在现有基础之上构建的Python软件包，用于简化图上的深度学习。Apache-2
-- [GitHub](https://github.com/dmlc/dgl) (👨💻 180 · 🔀 1.9K · 📋 1.3K - 21% open · ⏱️ 15.12.2021):
+- [GitHub](https://github.com/dmlc/dgl) (👨💻 230 · 🔀 2.4K · 📦 30 · 📋 1.7K - 13% open · ⏱️ 25.08.2022):
```
git clone https://github.com/dmlc/dgl
```
-- [PyPi](https://pypi.org/project/dgl) (📥 68K / month):
+- [PyPi](https://pypi.org/project/dgl) (📥 32K / month):
```
pip install dgl
```
igraph (🥇27 · ⭐ 900) - Igraph的Python接口。❗️GPL-2.0
-
-- [GitHub](https://github.com/igraph/python-igraph) (👨💻 56 · 🔀 210 · 📥 300K · 📦 380 · 📋 360 - 8% open · ⏱️ 13.12.2021):
-
- ```
- git clone https://github.com/igraph/python-igraph
- ```
-- [PyPi](https://pypi.org/project/python-igraph) (📥 220K / month):
- ```
- pip install python-igraph
- ```
-- [Conda](https://anaconda.org/conda-forge/igraph) (📥 260K · ⏱️ 12.11.2021):
- ```
- conda install -c conda-forge igraph
- ```
-PyTorch Geometric (🥈23 · ⭐ 13K) - PyTorch的几何深度学习扩展库。MIT
+PyTorch Geometric (🥇28 · ⭐ 15K) - PyTorch的几何深度学习扩展库。MIT
-- [GitHub](https://github.com/pyg-team/pytorch_geometric) (👨💻 230 · 🔀 2.3K · 📋 2.3K - 37% open · ⏱️ 16.12.2021):
+- [GitHub](https://github.com/pyg-team/pytorch_geometric) (👨💻 300 · 🔀 2.7K · 📋 2.6K - 35% open · ⏱️ 25.08.2022):
```
git clone https://github.com/rusty1s/pytorch_geometric
```
-- [PyPi](https://pypi.org/project/torch-geometric):
+- [PyPi](https://pypi.org/project/torch-geometric) (📥 92K / month):
```
pip install torch-geometric
```
Karate Club (🥈23 · ⭐ 1.5K) - 面向API的开源Python框架。❗️GPL-3.0
+ogb (🥇28 · ⭐ 1.4K) - 用于图机器学习的基准数据集，数据加载器和评估器。MIT
-- [GitHub](https://github.com/benedekrozemberczki/karateclub) (👨💻 13 · 🔀 170 · 📦 65 · 📋 65 - 1% open · ⏱️ 21.11.2021):
+- [GitHub](https://github.com/snap-stanford/ogb) (👨💻 23 · 🔀 310 · 📦 380 · 📋 230 - 0% open · ⏱️ 22.08.2022):
```
- git clone https://github.com/benedekrozemberczki/karateclub
+ git clone https://github.com/snap-stanford/ogb
```
-- [PyPi](https://pypi.org/project/karateclub) (📥 5.2K / month):
+- [PyPi](https://pypi.org/project/ogb) (📥 80K / month):
```
- pip install karateclub
+ pip install ogb
```
StellarGraph (🥈22 · ⭐ 2.2K) - StellarGraph-图机器学习库。Apache-2
+igraph (🥈27 · ⭐ 1K) - Igraph的Python接口。❗️GPL-2.0
-- [GitHub](https://github.com/stellargraph/stellargraph) (👨💻 36 · 🔀 320 · 📦 100 · 📋 980 - 25% open · ⏱️ 29.10.2021):
+- [GitHub](https://github.com/igraph/python-igraph) (👨💻 61 · 🔀 220 · 📥 460K · 📦 850 · 📋 410 - 9% open · ⏱️ 24.08.2022):
```
- git clone https://github.com/stellargraph/stellargraph
+ git clone https://github.com/igraph/python-igraph
```
-- [PyPi](https://pypi.org/project/stellargraph):
+- [PyPi](https://pypi.org/project/python-igraph) (📥 260K / month):
```
- pip install stellargraph
+ pip install python-igraph
+ ```
+- [Conda](https://anaconda.org/conda-forge/igraph) (📥 320K · ⏱️ 13.06.2022):
+ ```
+ conda install -c conda-forge igraph
```
ogb (🥈22 · ⭐ 1.2K) - 用于图机器学习的基准数据集，数据加载器和评估器。MIT
+StellarGraph (🥈25 · ⭐ 2.5K · 💤) - StellarGraph-图机器学习库。Apache-2
-- [GitHub](https://github.com/snap-stanford/ogb) (👨💻 18 · 🔀 240 · 📦 190 · ⏱️ 06.12.2021):
+- [GitHub](https://github.com/stellargraph/stellargraph) (👨💻 36 · 🔀 380 · 📦 160 · 📋 1K - 27% open · ⏱️ 29.10.2021):
```
- git clone https://github.com/snap-stanford/ogb
+ git clone https://github.com/stellargraph/stellargraph
```
-- [PyPi](https://pypi.org/project/ogb):
+- [PyPi](https://pypi.org/project/stellargraph) (📥 22K / month):
```
- pip install ogb
+ pip install stellargraph
```
Spektral (🥈21 · ⭐ 1.9K) - 使用Keras和Tensorflow 2的图神经网络。MIT
+Spektral (🥈25 · ⭐ 2.1K) - 使用Keras和Tensorflow 2的图神经网络。MIT
-- [GitHub](https://github.com/danielegrattarola/spektral) (👨💻 19 · 🔀 260 · 📦 87 · 📋 200 - 18% open · ⏱️ 26.10.2021):
+- [GitHub](https://github.com/danielegrattarola/spektral) (👨💻 24 · 🔀 300 · 📦 140 · 📋 230 - 16% open · ⏱️ 22.07.2022):
```
git clone https://github.com/danielegrattarola/spektral
```
-- [PyPi](https://pypi.org/project/spektral) (📥 4.4K / month):
+- [PyPi](https://pypi.org/project/spektral) (📥 6.8K / month):
```
pip install spektral
```
Node2Vec (🥈21 · ⭐ 820) - node2vec算法的实现。MIT
+Karate Club (🥈23 · ⭐ 1.7K) - 面向API的开源Python框架。❗️GPL-3.0
-- [GitHub](https://github.com/eliorc/node2vec) (👨💻 9 · 🔀 180 · 📋 69 - 1% open · ⏱️ 09.10.2021):
+- [GitHub](https://github.com/benedekrozemberczki/karateclub) (👨💻 15 · 🔀 210 · 📦 100 · ⏱️ 20.08.2022):
```
- git clone https://github.com/eliorc/node2vec
- ```
-- [PyPi](https://pypi.org/project/node2vec) (📥 130K / month):
- ```
- pip install node2vec
+ git clone https://github.com/benedekrozemberczki/karateclub
```
-- [Conda](https://anaconda.org/conda-forge/node2vec) (📥 20K · ⏱️ 25.04.2020):
+- [PyPi](https://pypi.org/project/karateclub) (📥 2.8K / month):
```
- conda install -c conda-forge node2vec
+ pip install karateclub
```
pytorch_geometric_temporal (🥈20 · ⭐ 1.2K) - PyTorch Geometric Temporal: Spatiotemporal Signal.. MIT
+pytorch_geometric_temporal (🥈23 · ⭐ 1.7K) - PyTorch Geometric Temporal: Spatiotemporal Signal.. MIT
-- [GitHub](https://github.com/benedekrozemberczki/pytorch_geometric_temporal) (👨💻 12 · 🔀 160 · 📋 70 - 2% open · ⏱️ 21.11.2021):
+- [GitHub](https://github.com/benedekrozemberczki/pytorch_geometric_temporal) (👨💻 23 · 🔀 250 · 📋 120 - 5% open · ⏱️ 02.08.2022):
```
git clone https://github.com/benedekrozemberczki/pytorch_geometric_temporal
```
-- [PyPi](https://pypi.org/project/torch-geometric-temporal) (📥 1K / month):
+- [PyPi](https://pypi.org/project/torch-geometric-temporal) (📥 1.8K / month):
```
pip install torch-geometric-temporal
```
Paddle Graph Learning (🥈20 · ⭐ 1.2K) - paddle图机器学习。Apache-2
+AmpliGraph (🥈22 · ⭐ 1.8K · 💀) - 用于知识表示学习的Python库。Apache-2
-- [GitHub](https://github.com/PaddlePaddle/PGL) (👨💻 21 · 🔀 190 · 📦 23 · 📋 96 - 35% open · ⏱️ 16.12.2021):
+- [GitHub](https://github.com/Accenture/AmpliGraph) (👨💻 19 · 🔀 210 · 📦 25 · 📋 210 - 12% open · ⏱️ 25.05.2021):
```
- git clone https://github.com/PaddlePaddle/PGL
+ git clone https://github.com/Accenture/AmpliGraph
```
-- [PyPi](https://pypi.org/project/pgl) (📥 980 / month):
+- [PyPi](https://pypi.org/project/ampligraph) (📥 1.2K / month):
```
- pip install pgl
+ pip install ampligraph
```
PyKEEN (🥈20 · ⭐ 630) - 一个用于学习和评估知识图嵌入的Python库。MIT
+Paddle Graph Learning (🥈22 · ⭐ 1.4K) - paddle图机器学习。Apache-2
-- [GitHub](https://github.com/pykeen/pykeen) (👨💻 24 · 🔀 90 · 📥 92 · 📋 300 - 31% open · ⏱️ 13.12.2021):
+- [GitHub](https://github.com/PaddlePaddle/PGL) (👨💻 28 · 🔀 270 · 📦 33 · 📋 150 - 35% open · ⏱️ 22.08.2022):
```
- git clone https://github.com/pykeen/pykeen
+ git clone https://github.com/PaddlePaddle/PGL
```
-- [PyPi](https://pypi.org/project/pykeen) (📥 900 / month):
+- [PyPi](https://pypi.org/project/pgl) (📥 1.8K / month):
```
- pip install pykeen
+ pip install pgl
```
pygal (🥉19 · ⭐ 2.4K) - PYthon svg GrAph绘图库。❗️LGPL-3.0
+pygal (🥈21 · ⭐ 2.5K · 💤) - PYthon svg GrAph绘图库。❗️LGPL-3.0
-- [GitHub](https://github.com/Kozea/pygal) (👨💻 71 · 🔀 380 · 📋 400 - 38% open · ⏱️ 24.11.2021):
+- [GitHub](https://github.com/Kozea/pygal) (👨💻 71 · 🔀 390 · 📋 400 - 39% open · ⏱️ 24.11.2021):
```
git clone https://github.com/Kozea/pygal
```
-- [PyPi](https://pypi.org/project/pygal):
+- [PyPi](https://pypi.org/project/pygal) (📥 120K / month):
```
pip install pygal
```
-- [Conda](https://anaconda.org/conda-forge/pygal) (📥 9.5K · ⏱️ 04.06.2019):
+- [Conda](https://anaconda.org/conda-forge/pygal) (📥 20K · ⏱️ 04.06.2019):
```
conda install -c conda-forge pygal
```
DeepWalk (🥉19 · ⭐ 2.4K · 💀) - DeepWalk-图的深度学习。❗️GPL-3.0
+PyKEEN (🥈21 · ⭐ 960) - 一个用于学习和评估知识图嵌入的Python库。MIT
-- [GitHub](https://github.com/phanein/deepwalk) (👨💻 10 · 🔀 780 · 📦 46 · 📋 100 - 23% open · ⏱️ 02.04.2020):
+- [GitHub](https://github.com/pykeen/pykeen) (👨💻 31 · 🔀 130 · 📥 140 · 📋 420 - 13% open · ⏱️ 25.08.2022):
```
- git clone https://github.com/phanein/deepwalk
+ git clone https://github.com/pykeen/pykeen
```
-- [PyPi](https://pypi.org/project/deepwalk) (📥 2.5K / month):
+- [PyPi](https://pypi.org/project/pykeen) (📥 1.4K / month):
```
- pip install deepwalk
+ pip install pykeen
```
AmpliGraph (🥉18 · ⭐ 1.7K · 💤) - 用于知识表示学习的Python库。Apache-2
+Node2Vec (🥈21 · ⭐ 950) - node2vec算法的实现。MIT
-- [GitHub](https://github.com/Accenture/AmpliGraph) (👨💻 19 · 🔀 190 · 📦 16 · 📋 200 - 9% open · ⏱️ 25.05.2021):
+- [GitHub](https://github.com/eliorc/node2vec) (👨💻 11 · 🔀 200 · ⏱️ 01.08.2022):
```
- git clone https://github.com/Accenture/AmpliGraph
+ git clone https://github.com/eliorc/node2vec
```
-- [PyPi](https://pypi.org/project/ampligraph):
+- [PyPi](https://pypi.org/project/node2vec) (📥 78K / month):
```
- pip install ampligraph
+ pip install node2vec
+ ```
+- [Conda](https://anaconda.org/conda-forge/node2vec) (📥 22K · ⏱️ 25.04.2020):
+ ```
+ conda install -c conda-forge node2vec
```
pyRDF2Vec (🥉17 · ⭐ 140) - RDF2Vec的Python实现和扩展。MIT
+torch-cluster (🥈21 · ⭐ 560) - 优化图聚类的PyTorch扩展库MIT
-- [GitHub](https://github.com/IBCNServices/pyRDF2Vec) (👨💻 5 · 🔀 24 · 📋 44 - 6% open · ⏱️ 08.11.2021):
+- [GitHub](https://github.com/rusty1s/pytorch_cluster) (👨💻 25 · 🔀 100 · 📋 110 - 17% open · ⏱️ 22.08.2022):
```
- git clone https://github.com/IBCNServices/pyRDF2Vec
+ git clone https://github.com/rusty1s/pytorch_cluster
```
-- [PyPi](https://pypi.org/project/pyrdf2vec) (📥 170 / month):
+- [PyPi](https://pypi.org/project/torch-cluster) (📥 27K / month):
```
- pip install pyrdf2vec
+ pip install torch-cluster
```
PyTorch-BigGraph (🥉16 · ⭐ 3K) - 从大型图网络结构生成embedding嵌入。❗Unlicensed
+PyTorch-BigGraph (🥉19 · ⭐ 3.1K) - 从大型图网络结构生成embedding嵌入。❗Unlicensed
-- [GitHub](https://github.com/facebookresearch/PyTorch-BigGraph) (👨💻 24 · 🔀 400 · 📥 120 · 📋 170 - 30% open · ⏱️ 27.10.2021):
+- [GitHub](https://github.com/facebookresearch/PyTorch-BigGraph) (👨💻 27 · 🔀 410 · 📥 140 · 📋 190 - 26% open · ⏱️ 05.07.2022):
```
git clone https://github.com/facebookresearch/PyTorch-BigGraph
```
-- [PyPi](https://pypi.org/project/torchbiggraph) (📥 810 / month):
+- [PyPi](https://pypi.org/project/torchbiggraph) (📥 320K / month):
```
pip install torchbiggraph
```
GraphEmbedding (🥉16 · ⭐ 2.5K · 💀) - 图嵌入算法的实现和实验。MIT
+DeepWalk (🥉19 · ⭐ 2.5K · 💀) - DeepWalk-图的深度学习。❗Unlicensed
-- [GitHub](https://github.com/shenweichen/GraphEmbedding) (👨💻 8 · 🔀 740 · 📦 12 · 📋 52 - 73% open · ⏱️ 18.10.2020):
+- [GitHub](https://github.com/phanein/deepwalk) (👨💻 10 · 🔀 810 · 📦 56 · 📋 110 - 24% open · ⏱️ 02.04.2020):
```
- git clone https://github.com/shenweichen/GraphEmbedding
+ git clone https://github.com/phanein/deepwalk
+ ```
+- [PyPi](https://pypi.org/project/deepwalk) (📥 3.1K / month):
+ ```
+ pip install deepwalk
```
kglib (🥉16 · ⭐ 480) - Grakn知识图库（ML R＆D）。Apache-2
+kglib (🥉17 · ⭐ 520) - Grakn知识图库（ML R＆D）。Apache-2
-- [GitHub](https://github.com/vaticle/kglib) (👨💻 7 · 🔀 86 · 📥 210 · 📋 58 - 15% open · ⏱️ 22.10.2021):
+- [GitHub](https://github.com/vaticle/typedb-ml) (👨💻 9 · 🔀 88 · 📥 210 · 📋 60 - 16% open · ⏱️ 01.08.2022):
```
git clone https://github.com/graknlabs/kglib
```
-- [PyPi](https://pypi.org/project/grakn-kglib) (📥 73 / month):
+- [PyPi](https://pypi.org/project/grakn-kglib) (📥 26 / month):
```
pip install grakn-kglib
```
torch-cluster (🥉15 · ⭐ 450) - 优化图聚类的PyTorch扩展库MIT
+GraphEmbedding (🥉16 · ⭐ 3K) - 图嵌入算法的实现和实验。MIT
-- [GitHub](https://github.com/rusty1s/pytorch_cluster) (👨💻 19 · 🔀 84 · 📋 91 - 9% open · ⏱️ 14.12.2021):
+- [GitHub](https://github.com/shenweichen/GraphEmbedding) (👨💻 9 · 🔀 860 · 📦 21 · 📋 57 - 59% open · ⏱️ 21.06.2022):
```
- git clone https://github.com/rusty1s/pytorch_cluster
- ```
-- [PyPi](https://pypi.org/project/torch-cluster):
- ```
- pip install torch-cluster
+ git clone https://github.com/shenweichen/GraphEmbedding
```
DeepGraph (🥉15 · ⭐ 250) - 使用基于pandas的网络分析数据。❗Unlicensed
+graph-nets (🥉15 · ⭐ 5.2K · 💀) - 在Tensorflow中构建图神经网络。Apache-2
-- [GitHub](https://github.com/deepgraph/deepgraph) (👨💻 2 · 🔀 36 · 📦 2 · 📋 14 - 64% open · ⏱️ 14.06.2021):
+- [GitHub](https://github.com/deepmind/graph_nets) (👨💻 10 · 🔀 770 · 📋 120 - 2% open · ⏱️ 04.12.2020):
```
- git clone https://github.com/deepgraph/deepgraph
- ```
-- [PyPi](https://pypi.org/project/deepgraph) (📥 300 / month):
- ```
- pip install deepgraph
+ git clone https://github.com/deepmind/graph_nets
```
-- [Conda](https://anaconda.org/conda-forge/deepgraph) (📥 110K · ⏱️ 08.11.2021):
+- [PyPi](https://pypi.org/project/graph-nets) (📥 1K / month):
```
- conda install -c conda-forge deepgraph
+ pip install graph-nets
```
Euler (🥉14 · ⭐ 2.7K · 💀) - 分布式图深度学习框架。Apache-2
+Euler (🥉15 · ⭐ 2.8K · 💀) - 分布式图深度学习框架。Apache-2
-- [GitHub](https://github.com/alibaba/euler) (👨💻 3 · 🔀 540 · 📋 320 - 67% open · ⏱️ 29.07.2020):
+- [GitHub](https://github.com/alibaba/euler) (👨💻 3 · 🔀 550 · 📋 320 - 67% open · ⏱️ 29.07.2020):
```
git clone https://github.com/alibaba/euler
```
-- [PyPi](https://pypi.org/project/euler-gl) (📥 11 / month):
+- [PyPi](https://pypi.org/project/euler-gl) (📥 15 / month):
```
pip install euler-gl
```
AutoGL (🥉14 · ⭐ 720) - 用于图上机器学习的autoML框架和工具包。Apache-2
+DeepGraph (🥉15 · ⭐ 260 · 💀) - 使用基于pandas的网络分析数据。❗Unlicensed
-- [GitHub](https://github.com/THUMNLab/AutoGL) (👨💻 9 · 🔀 72 · 📋 14 - 21% open · ⏱️ 23.11.2021):
+- [GitHub](https://github.com/deepgraph/deepgraph) (👨💻 2 · 🔀 38 · 📦 5 · 📋 14 - 64% open · ⏱️ 14.06.2021):
```
- git clone https://github.com/THUMNLab/AutoGL
+ git clone https://github.com/deepgraph/deepgraph
```
-- [PyPi](https://pypi.org/project/auto-graph-learning) (📥 28 / month):
+- [PyPi](https://pypi.org/project/deepgraph) (📥 290 / month):
```
- pip install auto-graph-learning
+ pip install deepgraph
+ ```
+- [Conda](https://anaconda.org/conda-forge/deepgraph) (📥 130K · ⏱️ 19.04.2022):
+ ```
+ conda install -c conda-forge deepgraph
```
graph-nets (🥉13 · ⭐ 5K · 💤) - 在Tensorflow中构建图神经网络。Apache-2
+pyRDF2Vec (🥉15 · ⭐ 160) - RDF2Vec的Python实现和扩展。MIT
-- [GitHub](https://github.com/deepmind/graph_nets) (👨💻 10 · 🔀 760 · 📋 120 - 2% open · ⏱️ 04.12.2020):
+- [GitHub](https://github.com/IBCNServices/pyRDF2Vec) (👨💻 6 · 🔀 32 · 📋 61 - 14% open · ⏱️ 06.05.2022):
```
- git clone https://github.com/deepmind/graph_nets
+ git clone https://github.com/IBCNServices/pyRDF2Vec
```
-- [PyPi](https://pypi.org/project/graph-nets):
+- [PyPi](https://pypi.org/project/pyrdf2vec) (📥 300 / month):
```
- pip install graph-nets
+ pip install pyrdf2vec
```
GraphSAGE (🥉13 · ⭐ 2.6K · 💀) - 大型图上的表示学习。MIT
+GraphSAGE (🥉14 · ⭐ 2.8K · 💀) - 大型图上的表示学习。MIT
-- [GitHub](https://github.com/williamleif/GraphSAGE) (👨💻 9 · 🔀 720 · 📋 150 - 60% open · ⏱️ 19.09.2018):
+- [GitHub](https://github.com/williamleif/GraphSAGE) (👨💻 9 · 🔀 770 · 📋 160 - 62% open · ⏱️ 19.09.2018):
```
git clone https://github.com/williamleif/GraphSAGE
```
OpenNE (🥉13 · ⭐ 1.5K · 💀) - 神经关系提取（NRE）的开源软件包。MIT
+OpenNE (🥉14 · ⭐ 1.6K · 💀) - 神经关系提取（NRE）的开源软件包。MIT
-- [GitHub](https://github.com/thunlp/OpenNE) (👨💻 10 · 🔀 470 · 📋 96 - 2% open · ⏱️ 12.08.2019):
+- [GitHub](https://github.com/thunlp/OpenNE) (👨💻 10 · 🔀 480 · 📋 97 - 1% open · ⏱️ 12.08.2019):
```
git clone https://github.com/thunlp/OpenNE
```
Sematch (🥉13 · ⭐ 370 · 💀) - 知识图的语义相似性框架。Apache-2
+AutoGL (🥉14 · ⭐ 840) - 用于图上机器学习的autoML框架和工具包。Apache-2
+
+- [GitHub](https://github.com/THUMNLab/AutoGL) (👨💻 13 · 🔀 98 · 📋 23 - 34% open · ⏱️ 19.04.2022):
+
+ ```
+ git clone https://github.com/THUMNLab/AutoGL
+ ```
+- [PyPi](https://pypi.org/project/auto-graph-learning):
+ ```
+ pip install auto-graph-learning
+ ```
+Sematch (🥉14 · ⭐ 400 · 💀) - 知识图的语义相似性框架。Apache-2
-- [GitHub](https://github.com/gsi-upm/sematch) (👨💻 5 · 🔀 100 · 📦 29 · 📋 31 - 38% open · ⏱️ 27.03.2019):
+- [GitHub](https://github.com/gsi-upm/sematch) (👨💻 5 · 🔀 100 · 📦 34 · 📋 33 - 42% open · ⏱️ 27.03.2019):
```
git clone https://github.com/gsi-upm/sematch
```
-- [PyPi](https://pypi.org/project/sematch):
+- [PyPi](https://pypi.org/project/sematch) (📥 130 / month):
```
pip install sematch
```
GraphVite (🥉12 · ⭐ 980 · 💤) - GraphVite：通用的高性能图形嵌入系统。Apache-2
+GraphVite (🥉12 · ⭐ 1.1K · 💀) - GraphVite：通用的高性能图形嵌入系统。Apache-2
-- [GitHub](https://github.com/DeepGraphLearning/graphvite) (🔀 130 · 📋 91 - 38% open · ⏱️ 14.01.2021):
+- [GitHub](https://github.com/DeepGraphLearning/graphvite) (🔀 140 · 📋 100 - 42% open · ⏱️ 14.01.2021):
```
git clone https://github.com/DeepGraphLearning/graphvite
```
-- [Conda](https://anaconda.org/milagraph/graphvite) (📥 4.1K · ⏱️ 19.03.2020):
+- [Conda](https://anaconda.org/milagraph/graphvite) (📥 4.4K · ⏱️ 19.03.2020):
```
conda install -c milagraph graphvite
```
OpenKE (🥉11 · ⭐ 2.8K · 💤) - 神经关系提取（NRE）的开源软件包。❗Unlicensed
+OpenKE (🥉11 · ⭐ 3.2K · 💀) - 神经关系提取（NRE）的开源软件包。❗Unlicensed
-- [GitHub](https://github.com/thunlp/OpenKE) (👨💻 10 · 🔀 830 · 📋 330 - 5% open · ⏱️ 06.04.2021):
+- [GitHub](https://github.com/thunlp/OpenKE) (👨💻 10 · 🔀 900 · 📋 350 - 1% open · ⏱️ 06.04.2021):
```
git clone https://github.com/thunlp/OpenKE
@@ -3619,298 +3619,298 @@ _用于图数据处理，聚类，图嵌入和机器学习任务的库。_
_用于音频分析，处理，转换和提取以及语音识别和音乐生成任务的库。_
-DeepSpeech (🥇30 · ⭐ 19K · 📈) - DeepSpeech是开源的语音转文本引擎。MPL-2.0
+DeepSpeech (🥇30 · ⭐ 20K · 💤) - DeepSpeech是开源的语音转文本引擎。MPL-2.0
-- [GitHub](https://github.com/mozilla/DeepSpeech) (👨💻 160 · 🔀 3.2K · 📥 770K · 📦 640 · 📋 2K - 5% open · ⏱️ 17.11.2021):
+- [GitHub](https://github.com/mozilla/DeepSpeech) (👨💻 160 · 🔀 3.4K · 📥 880K · 📦 800 · 📋 2.1K - 5% open · ⏱️ 17.11.2021):
```
git clone https://github.com/mozilla/DeepSpeech
```
-- [PyPi](https://pypi.org/project/deepspeech):
+- [PyPi](https://pypi.org/project/deepspeech) (📥 9.4K / month):
```
pip install deepspeech
```
Pydub (🥇30 · ⭐ 5.8K) - 使用简单易用的高级界面处理音频。MIT
+Pydub (🥇30 · ⭐ 6.3K) - 使用简单易用的高级界面处理音频。MIT
-- [GitHub](https://github.com/jiaaro/pydub) (👨💻 90 · 🔀 770 · 📦 9.9K · 📋 450 - 43% open · ⏱️ 08.06.2021):
+- [GitHub](https://github.com/jiaaro/pydub) (👨💻 92 · 🔀 840 · 📦 14K · 📋 490 - 46% open · ⏱️ 14.05.2022):
```
git clone https://github.com/jiaaro/pydub
```
-- [PyPi](https://pypi.org/project/pydub) (📥 920K / month):
+- [PyPi](https://pypi.org/project/pydub) (📥 1.6M / month):
```
pip install pydub
```
-- [Conda](https://anaconda.org/conda-forge/pydub) (📥 20K · ⏱️ 13.03.2021):
+- [Conda](https://anaconda.org/conda-forge/pydub) (📥 28K · ⏱️ 13.03.2021):
```
conda install -c conda-forge pydub
```
audioread (🥇27 · ⭐ 380) - 跨库（GStreamer + Core Audio + MAD + FFmpeg）音频编解码。MIT
+