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Update best-of list for version 2025.03.20
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Diff for: README.md

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@@ -51,15 +51,15 @@ This curated list contains 38 awesome open-source projects with a total of 3.9K
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```
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git clone https://github.com/deepmodeling/deepmd-kit
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```
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- [PyPi](https://pypi.org/project/deepmd-kit) (📥 3.6K / month):
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- [PyPi](https://pypi.org/project/deepmd-kit) (📥 3.8K / month):
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```
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pip install deepmd-kit
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```
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- [Conda](https://anaconda.org/conda-forge/deepmd-kit) (📥 1.7M · ⏱️ 02.03.2025):
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- [Conda](https://anaconda.org/conda-forge/deepmd-kit) (📥 1.7M · ⏱️ 14.03.2025):
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```
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conda install -c conda-forge deepmd-kit
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```
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- [npm](https://www.npmjs.com/package/deepmd-kit) (📥 2 / month):
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- [npm](https://www.npmjs.com/package/deepmd-kit) (📥 1 / month):
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```
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npm install deepmd-kit
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```
@@ -75,7 +75,7 @@ This curated list contains 38 awesome open-source projects with a total of 3.9K
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```
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git clone https://github.com/deepmodeling/dpgen
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```
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- [PyPi](https://pypi.org/project/dpgen) (📥 880 / month):
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- [PyPi](https://pypi.org/project/dpgen) (📥 930 / month):
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```
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pip install dpgen
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```
@@ -84,18 +84,18 @@ This curated list contains 38 awesome open-source projects with a total of 3.9K
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conda install -c conda-forge dpgen
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```
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</details>
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<details><summary><b><a href="https://github.com/deepmodeling/dpdata">dpdata</a></b> (🥇24 · ⭐ 200) - A Python package for manipulating atomistic data of software in computational science. <code><a href="http://bit.ly/37RvQcA">LGPL-3.0</a></code></summary>
87+
<details><summary><b><a href="https://github.com/deepmodeling/dpdata">dpdata</a></b> (🥇24 · ⭐ 210) - A Python package for manipulating atomistic data of software in computational science. <code><a href="http://bit.ly/37RvQcA">LGPL-3.0</a></code></summary>
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- [GitHub](https://github.com/deepmodeling/dpdata) (👨‍💻 62 · 🔀 130 · 📦 140 · 📋 110 - 18% open · ⏱️ 14.02.2025):
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- [GitHub](https://github.com/deepmodeling/dpdata) (👨‍💻 63 · 🔀 130 · 📦 140 · 📋 110 - 18% open · ⏱️ 20.03.2025):
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```
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git clone https://github.com/deepmodeling/dpdata
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```
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- [PyPi](https://pypi.org/project/dpdata) (📥 19K / month):
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- [PyPi](https://pypi.org/project/dpdata) (📥 21K / month):
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```
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pip install dpdata
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```
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- [Conda](https://anaconda.org/conda-forge/dpdata) (📥 92K · ⏱️ 14.02.2025):
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- [Conda](https://anaconda.org/conda-forge/dpdata) (📥 93K · ⏱️ 20.03.2025):
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```
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conda install -c conda-forge dpdata
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```
@@ -106,12 +106,12 @@ This curated list contains 38 awesome open-source projects with a total of 3.9K
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</details>
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<details><summary><b><a href="https://github.com/deepmodeling/abacus-develop">ABACUS</a></b> (🥇24 · ⭐ 190) - An electronic structure package based on either plane wave basis or numerical atomic orbitals. <code><a href="http://bit.ly/37RvQcA">LGPL-3.0</a></code></summary>
108108

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- [GitHub](https://github.com/deepmodeling/abacus-develop) (👨‍💻 120 · 🔀 140 · 📋 2.2K - 4% open · ⏱️ 11.03.2025):
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- [GitHub](https://github.com/deepmodeling/abacus-develop) (👨‍💻 120 · 🔀 140 · 📋 2.2K - 4% open · ⏱️ 19.03.2025):
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```
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git clone https://github.com/deepmodeling/abacus-develop
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```
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- [Conda](https://anaconda.org/conda-forge/abacus) (📥 360K · ⏱️ 11.03.2025):
114+
- [Conda](https://anaconda.org/conda-forge/abacus) (📥 360K · ⏱️ 19.03.2025):
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```
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conda install -c conda-forge abacus
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```
@@ -123,11 +123,11 @@ This curated list contains 38 awesome open-source projects with a total of 3.9K
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```
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git clone https://github.com/deepmodeling/dpdispatcher
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```
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- [PyPi](https://pypi.org/project/dpdispatcher) (📥 1.8K / month):
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- [PyPi](https://pypi.org/project/dpdispatcher) (📥 2K / month):
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```
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pip install dpdispatcher
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```
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- [Conda](https://anaconda.org/conda-forge/dpdispatcher) (📥 23K · ⏱️ 31.01.2025):
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- [Conda](https://anaconda.org/conda-forge/dpdispatcher) (📥 24K · ⏱️ 31.01.2025):
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```
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conda install -c conda-forge dpdispatcher
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```
@@ -136,25 +136,25 @@ This curated list contains 38 awesome open-source projects with a total of 3.9K
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docker pull dptechnology/dpdispatcher
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```
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</details>
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<details><summary><b><a href="https://github.com/deepmodeling/reacnetgenerator">reacnetgenerator</a></b> (🥈21 · ⭐ 82) - an automatic reaction network generator for reactive molecular dynamics simulation. <code><a href="http://bit.ly/37RvQcA">LGPL-3.0</a></code></summary>
139+
<details><summary><b><a href="https://github.com/deepmodeling/reacnetgenerator">reacnetgenerator</a></b> (🥈21 · ⭐ 83) - an automatic reaction network generator for reactive molecular dynamics simulation. <code><a href="http://bit.ly/37RvQcA">LGPL-3.0</a></code></summary>
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- [GitHub](https://github.com/deepmodeling/reacnetgenerator) (👨‍💻 18 · 🔀 40 · 📦 3 · 📋 130 - 5% open · ⏱️ 20.02.2025):
142142

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```
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git clone https://github.com/deepmodeling/reacnetgenerator
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```
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- [PyPi](https://pypi.org/project/reacnetgenerator) (📥 4.4K / month):
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- [PyPi](https://pypi.org/project/reacnetgenerator) (📥 4.3K / month):
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```
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pip install reacnetgenerator
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```
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- [Conda](https://anaconda.org/conda-forge/reacnetgenerator) (📥 550K · ⏱️ 06.01.2025):
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- [Conda](https://anaconda.org/conda-forge/reacnetgenerator) (📥 560K · ⏱️ 06.01.2025):
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```
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conda install -c conda-forge reacnetgenerator
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```
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</details>
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<details><summary><b><a href="https://github.com/deepmodeling/dflow">dflow</a></b> (🥈18 · ⭐ 67 · 📈) - Dflow is a Python framework for constructing scientific computing workflows (e.g. concurrent learning workflows).. <code><a href="http://bit.ly/37RvQcA">LGPL-3.0</a></code></summary>
155+
<details><summary><b><a href="https://github.com/deepmodeling/dflow">dflow</a></b> (🥈18 · ⭐ 68) - Dflow is a Python framework for constructing scientific computing workflows (e.g. concurrent learning workflows).. <code><a href="http://bit.ly/37RvQcA">LGPL-3.0</a></code></summary>
156156

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- [GitHub](https://github.com/deepmodeling/dflow) (👨‍💻 22 · 🔀 28 · 📋 36 - 38% open · ⏱️ 10.03.2025):
157+
- [GitHub](https://github.com/deepmodeling/dflow) (👨‍💻 22 · 🔀 28 · 📋 36 - 38% open · ⏱️ 18.03.2025):
158158

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```
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git clone https://github.com/deepmodeling/dflow
@@ -167,14 +167,14 @@ This curated list contains 38 awesome open-source projects with a total of 3.9K
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```
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conda install -c conda-forge dflow
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```
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- [Docker Hub](https://hub.docker.com/r/dptechnology/dflow) (📥 11K · ⏱️ 10.03.2025):
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- [Docker Hub](https://hub.docker.com/r/dptechnology/dflow) (📥 11K · ⏱️ 18.03.2025):
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```
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docker pull dptechnology/dflow
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```
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</details>
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<details><summary><b><a href="https://github.com/deepmodeling/deepflame-dev">DeepFlame</a></b> (🥈17 · ⭐ 150) - A deep learning empowered open-source platform for reacting flow simulations. <code><a href="http://bit.ly/2M0xdwT">GPL-3.0</a></code></summary>
175+
<details><summary><b><a href="https://github.com/deepmodeling/deepflame-dev">DeepFlame</a></b> (🥈17 · ⭐ 160) - A deep learning empowered open-source platform for reacting flow simulations. <code><a href="http://bit.ly/2M0xdwT">GPL-3.0</a></code></summary>
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- [GitHub](https://github.com/deepmodeling/deepflame-dev) (👨‍💻 26 · 🔀 65 · 📋 49 - 40% open · ⏱️ 18.01.2025):
177+
- [GitHub](https://github.com/deepmodeling/deepflame-dev) (👨‍💻 26 · 🔀 66 · 📋 49 - 40% open · ⏱️ 18.01.2025):
178178

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```
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git clone https://github.com/deepmodeling/deepflame-dev
@@ -187,7 +187,7 @@ This curated list contains 38 awesome open-source projects with a total of 3.9K
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```
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git clone https://github.com/deepmodeling/dargs
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```
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- [PyPi](https://pypi.org/project/dargs) (📥 37K / month):
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- [PyPi](https://pypi.org/project/dargs) (📥 39K / month):
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```
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pip install dargs
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```
@@ -196,9 +196,9 @@ This curated list contains 38 awesome open-source projects with a total of 3.9K
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conda install -c conda-forge dargs
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```
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</details>
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<details><summary><b><a href="https://github.com/deepmodeling/dpgen2">DPGEN2</a></b> (🥈15 · ⭐ 35) - 2nd generation of the Deep Potential GENerator. <code><a href="http://bit.ly/37RvQcA">LGPL-3.0</a></code></summary>
199+
<details><summary><b><a href="https://github.com/deepmodeling/dpgen2">DPGEN2</a></b> (🥈16 · ⭐ 36 · 📈) - 2nd generation of the Deep Potential GENerator. <code><a href="http://bit.ly/37RvQcA">LGPL-3.0</a></code></summary>
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- [GitHub](https://github.com/deepmodeling/dpgen2) (👨‍💻 14 · 🔀 26 · 📦 6 · 📋 34 - 32% open · ⏱️ 13.03.2025):
201+
- [GitHub](https://github.com/deepmodeling/dpgen2) (👨‍💻 14 · 🔀 28 · 📦 6 · 📋 34 - 32% open · ⏱️ 18.03.2025):
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```
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git clone https://github.com/deepmodeling/dpgen2
@@ -207,50 +207,50 @@ This curated list contains 38 awesome open-source projects with a total of 3.9K
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```
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pip install dpgen2
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```
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- [Docker Hub](https://hub.docker.com/r/dptechnology/dpgen2) (📥 3.8K · ⏱️ 13.03.2025):
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- [Docker Hub](https://hub.docker.com/r/dptechnology/dpgen2) (📥 3.8K · ⏱️ 18.03.2025):
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```
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docker pull dptechnology/dpgen2
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```
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</details>
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<details><summary><b><a href="https://github.com/deepmodeling/APEX">APEX</a></b> (🥈15 · ⭐ 28) - APEX: Alloy Properties EXplorer using simulations. <code><a href="http://bit.ly/37RvQcA">LGPL-3.0</a></code></summary>
215+
<details><summary><b><a href="https://github.com/deepmodeling/DeePTB">DeePTB</a></b> (🥈15 · ⭐ 67 · 📈) - DeePTB: A deep learning package for tight-binding approach with ab initio accuracy. <code><a href="http://bit.ly/37RvQcA">LGPL-3.0</a></code></summary>
216216

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- [GitHub](https://github.com/deepmodeling/APEX) (👨‍💻 7 · 🔀 20 · 📦 4 · 📋 9 - 11% open · ⏱️ 11.03.2025):
217+
- [GitHub](https://github.com/deepmodeling/DeePTB) (👨‍💻 11 · 🔀 17 · 📦 2 · 📋 44 - 31% open · ⏱️ 20.03.2025):
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```
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git clone https://github.com/deepmodeling/APEX
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git clone https://github.com/deepmodeling/DeePTB
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```
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- [PyPi](https://pypi.org/project/apex-flow) (📥 800 / month):
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- [PyPi](https://pypi.org/project/dptb) (📥 280 / month):
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```
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pip install apex-flow
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pip install dptb
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```
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</details>
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<details><summary><b><a href="https://github.com/deepmodeling/dpgui">DP-GUI</a></b> (🥈15 · ⭐ 7 · 📈) - A web-based GUI for user inputs. <code><a href="http://bit.ly/37RvQcA">LGPL-3.0</a></code></summary>
227+
<details><summary><b><a href="https://github.com/deepmodeling/APEX">APEX</a></b> (🥈15 · ⭐ 28) - APEX: Alloy Properties EXplorer using simulations. <code><a href="http://bit.ly/37RvQcA">LGPL-3.0</a></code></summary>
228228

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- [GitHub](https://github.com/deepmodeling/dpgui) (👨‍💻 4 · 🔀 5 · 📦 12 · ⏱️ 13.03.2025):
229+
- [GitHub](https://github.com/deepmodeling/APEX) (👨‍💻 7 · 🔀 20 · 📦 4 · 📋 9 - 11% open · ⏱️ 11.03.2025):
230230

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```
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git clone https://github.com/deepmodeling/dpgui
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git clone https://github.com/deepmodeling/APEX
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```
234-
- [PyPi](https://pypi.org/project/dpgui) (📥 17K / month):
234+
- [PyPi](https://pypi.org/project/apex-flow) (📥 840 / month):
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```
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pip install dpgui
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pip install apex-flow
237237
```
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</details>
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<details><summary><b><a href="https://github.com/deepmodeling/DeePTB">DeePTB</a></b> (🥈14 · ⭐ 66) - DeePTB: A deep learning package for tight-binding approach with ab initio accuracy. <code><a href="http://bit.ly/37RvQcA">LGPL-3.0</a></code></summary>
239+
<details><summary><b><a href="https://github.com/deepmodeling/dpgui">DP-GUI</a></b> (🥈15 · ⭐ 7) - A web-based GUI for user inputs. <code><a href="http://bit.ly/37RvQcA">LGPL-3.0</a></code></summary>
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- [GitHub](https://github.com/deepmodeling/DeePTB) (👨‍💻 10 · 🔀 17 · 📦 2 · 📋 43 - 32% open · ⏱️ 04.03.2025):
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- [GitHub](https://github.com/deepmodeling/dpgui) (👨‍💻 4 · 🔀 5 · 📦 12 · ⏱️ 13.03.2025):
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```
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git clone https://github.com/deepmodeling/DeePTB
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git clone https://github.com/deepmodeling/dpgui
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```
246-
- [PyPi](https://pypi.org/project/dptb) (📥 270 / month):
246+
- [PyPi](https://pypi.org/project/dpgui) (📥 18K / month):
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```
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pip install dptb
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pip install dpgui
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```
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</details>
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<details><summary><b><a href="https://github.com/deepmodeling/jax-fem">JAX-FEM</a></b> (🥈13 · ⭐ 350 · 📈) - Differentiable Finite Element Method with JAX. <code><a href="http://bit.ly/2M0xdwT">GPL-3.0</a></code></summary>
251+
<details><summary><b><a href="https://github.com/deepmodeling/jax-fem">JAX-FEM</a></b> (🥈13 · ⭐ 360) - Differentiable Finite Element Method with JAX. <code><a href="http://bit.ly/2M0xdwT">GPL-3.0</a></code></summary>
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- [GitHub](https://github.com/deepmodeling/jax-fem) (👨‍💻 9 · 🔀 52 · 📦 3 · 📋 47 - 59% open · ⏱️ 13.12.2024):
253+
- [GitHub](https://github.com/deepmodeling/jax-fem) (👨‍💻 10 · 🔀 53 · 📦 3 · 📋 48 - 60% open · ⏱️ 18.03.2025):
254254

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```
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git clone https://github.com/deepmodeling/jax-fem
@@ -267,7 +267,7 @@ This curated list contains 38 awesome open-source projects with a total of 3.9K
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```
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git clone https://github.com/deepmodeling/DMFF
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```
270-
- [Conda](https://anaconda.org/conda-forge/dmff) (📥 1.7K · ⏱️ 06.01.2024):
270+
- [Conda](https://anaconda.org/conda-forge/dmff) (📥 1.8K · ⏱️ 06.01.2024):
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```
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conda install -c conda-forge dmff
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```
@@ -279,7 +279,7 @@ This curated list contains 38 awesome open-source projects with a total of 3.9K
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```
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git clone https://github.com/deepmodeling/rid-kit
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```
282-
- [PyPi](https://pypi.org/project/rid-kit) (📥 470 / month):
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- [PyPi](https://pypi.org/project/rid-kit) (📥 460 / month):
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```
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pip install rid-kit
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```
@@ -304,34 +304,34 @@ This curated list contains 38 awesome open-source projects with a total of 3.9K
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git clone https://github.com/deepmodeling/GPUMD
305305
```
306306
</details>
307-
<details><summary><b><a href="https://github.com/deepmodeling/args">args</a></b> (🥉11 · ⭐ 2 · 📈) - DeepModeling dargs arguments generation. <code><a href="http://bit.ly/37RvQcA">LGPL-3.0</a></code></summary>
307+
<details><summary><b><a href="https://github.com/deepmodeling/args">args</a></b> (🥉11 · ⭐ 2) - DeepModeling dargs arguments generation. <code><a href="http://bit.ly/37RvQcA">LGPL-3.0</a></code></summary>
308308

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- [GitHub](https://github.com/deepmodeling/args) (👨‍💻 3 · 🔀 2 · 📦 5 · ⏱️ 06.03.2025):
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```
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git clone https://github.com/deepmodeling/args
313313
```
314-
- [npm](https://www.npmjs.com/package/@deepmodeling/args) (📥 190 / month):
314+
- [npm](https://www.npmjs.com/package/@deepmodeling/args) (📥 270 / month):
315315
```
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npm install @deepmodeling/args
317317
```
318318
</details>
319319
<details><summary><b><a href="https://github.com/deepmodeling/deepks-kit">DeePKS-kit</a></b> (🥉9 · ⭐ 100 · 💤) - a package for developing machine learning-based chemically accurate energy and density functional models. <code><a href="http://bit.ly/37RvQcA">LGPL-3.0</a></code></summary>
320320

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- [GitHub](https://github.com/deepmodeling/deepks-kit) (👨‍💻 7 · 🔀 37 · 📋 26 - 34% open · ⏱️ 13.04.2024):
321+
- [GitHub](https://github.com/deepmodeling/deepks-kit) (👨‍💻 7 · 🔀 36 · 📋 27 - 37% open · ⏱️ 13.04.2024):
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323323
```
324324
git clone https://github.com/deepmodeling/deepks-kit
325325
```
326326
</details>
327327
<details><summary><b><a href="https://github.com/deepmodeling/dpti">dpti</a></b> (🥉9 · ⭐ 24) - A Python Package to Automate Thermodynamic Integration Calculations for Free Energy. <code><a href="http://bit.ly/37RvQcA">LGPL-3.0</a></code></summary>
328328

329-
- [GitHub](https://github.com/deepmodeling/dpti) (👨‍💻 17 · 🔀 19 · 📦 2 · 📋 10 - 90% open · ⏱️ 10.03.2025):
329+
- [GitHub](https://github.com/deepmodeling/dpti) (👨‍💻 17 · 🔀 19 · 📦 2 · 📋 10 - 90% open · ⏱️ 15.03.2025):
330330

331331
```
332332
git clone https://github.com/deepmodeling/dpti
333333
```
334-
- [PyPi](https://pypi.org/project/dpti) (📥 110 / month):
334+
- [PyPi](https://pypi.org/project/dpti) (📥 100 / month):
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```
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pip install dpti
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```
@@ -343,22 +343,14 @@ This curated list contains 38 awesome open-source projects with a total of 3.9K
343343
```
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git clone https://github.com/deepmodeling/fpop
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```
346-
- [PyPi](https://pypi.org/project/fpop) (📥 440 / month):
346+
- [PyPi](https://pypi.org/project/fpop) (📥 560 / month):
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```
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pip install fpop
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```
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</details>
351-
<details><summary><b><a href="https://github.com/deepmodeling/blog">Blog</a></b> (🥉9 · ⭐ 1) - DeepModeling Blog. <code><a href="http://bit.ly/37RvQcA">LGPL-3.0</a></code></summary>
352-
353-
- [GitHub](https://github.com/deepmodeling/blog) (👨‍💻 9 · 🔀 8 · ⏱️ 13.03.2025):
354-
355-
```
356-
git clone https://github.com/deepmodeling/blog
357-
```
358-
</details>
359351
<details><summary><b><a href="https://github.com/deepmodeling/AIS-Square">AIS-Square</a></b> (🥉8 · ⭐ 13) - <code><a href="http://bit.ly/37RvQcA">LGPL-3.0</a></code></summary>
360352

361-
- [GitHub](https://github.com/deepmodeling/AIS-Square) (👨‍💻 8 · 🔀 8 · 📋 6 - 83% open · ⏱️ 13.03.2025):
353+
- [GitHub](https://github.com/deepmodeling/AIS-Square) (👨‍💻 8 · 🔀 8 · 📋 6 - 83% open · ⏱️ 18.03.2025):
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```
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git clone https://github.com/deepmodeling/AIS-Square
@@ -371,11 +363,19 @@ This curated list contains 38 awesome open-source projects with a total of 3.9K
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```
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git clone https://github.com/deepmodeling/fealpy
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```
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- [PyPi](https://pypi.org/project/fealpy) (📥 590 / month):
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- [PyPi](https://pypi.org/project/fealpy) (📥 610 / month):
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```
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pip install fealpy
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```
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</details>
371+
<details><summary><b><a href="https://github.com/deepmodeling/blog">Blog</a></b> (🥉8 · ⭐ 1 · 📉) - DeepModeling Blog. <code><a href="http://bit.ly/37RvQcA">LGPL-3.0</a></code></summary>
372+
373+
- [GitHub](https://github.com/deepmodeling/blog) (👨‍💻 9 · 🔀 8 · ⏱️ 13.03.2025):
374+
375+
```
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git clone https://github.com/deepmodeling/blog
377+
```
378+
</details>
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<details><summary><b><a href="https://github.com/deepmodeling/Uni-Fold">Uni-Fold</a></b> (🥉7 · ⭐ 92 · 💤) - <code><a href="http://bit.ly/3nYMfla">Apache-2</a></code></summary>
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- [GitHub](https://github.com/deepmodeling/Uni-Fold) (👨‍💻 3 · 🔀 18 · ⏱️ 18.08.2022):
@@ -476,9 +476,9 @@ This curated list contains 38 awesome open-source projects with a total of 3.9K
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git clone https://github.com/deepmodeling/openfinite
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```
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</details>
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<details><summary><b><a href="https://github.com/deepmodeling/dflow-op-cutter">dflow-op-cutter</a></b> (💤) - <code>Unlicensed</code></summary>
479+
<details><summary><b><a href="https://github.com/deepmodeling/dflow-op-cutter">dflow-op-cutter</a></b> (🥉-1 · ⭐ 1 · 💤) - <code>Unlicensed</code></summary>
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- [GitHub](https://github.com/deepmodeling/dflow-op-cutter) (👨‍💻 2 · 🔀 1 · ⏱️ 06.07.2022):
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- [GitHub](https://github.com/deepmodeling/dflow-op-cutter) (👨‍💻 2 · 🔀 2 · ⏱️ 06.07.2022):
482482

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```
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git clone https://github.com/deepmodeling/dflow-op-cutter

Diff for: history/2025-03-20_changes.md

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@@ -0,0 +1,14 @@
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## 📈 Trending Up
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_Projects that have a higher project-quality score compared to the last update. There might be a variety of reasons, such as increased downloads or code activity._
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- <b><a href="https://github.com/deepmodeling/dpgen2">DPGEN2</a></b> (🥈16 · ⭐ 36 · 📈) - 2nd generation of the Deep Potential GENerator. <code><a href="http://bit.ly/37RvQcA">LGPL-3.0</a></code>
6+
- <b><a href="https://github.com/deepmodeling/DeePTB">DeePTB</a></b> (🥈15 · ⭐ 67 · 📈) - DeePTB: A deep learning package for tight-binding approach with ab initio accuracy. <code><a href="http://bit.ly/37RvQcA">LGPL-3.0</a></code>
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## 📉 Trending Down
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_Projects that have a lower project-quality score compared to the last update. There might be a variety of reasons such as decreased downloads or code activity._
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- <b><a href="https://github.com/deepmodeling/blog">Blog</a></b> (🥉8 · ⭐ 1 · 📉) - DeepModeling Blog. <code><a href="http://bit.ly/37RvQcA">LGPL-3.0</a></code>
13+
- <b><a href="https://github.com/deepmodeling/dflow-op-cutter">dflow-op-cutter</a></b> (🥉-1 · ⭐ 1 · 💤) - <code>Unlicensed</code>
14+

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