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Update best-of list for version 2023.11.30
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README.md

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@@ -46,20 +46,20 @@ This curated list contains 33 awesome open-source projects with a total of 2.6K
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<details><summary><b><a href="https://github.com/deepmodeling/deepmd-kit">DeePMD-kit</a></b> (🥇29 · ⭐ 1.3K) - A deep learning package for many-body potential energy representation and molecular dynamics. <code><a href="http://bit.ly/37RvQcA">LGPL-3.0</a></code></summary>
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- [GitHub](https://github.com/deepmodeling/deepmd-kit) (👨‍💻 64 · 🔀 440 · 📥 29K · 📦 12 · 📋 470 - 5% open · ⏱️ 27.10.2023):
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- [GitHub](https://github.com/deepmodeling/deepmd-kit) (👨‍💻 64 · 🔀 440 · 📥 29K · 📦 12 · 📋 480 - 5% open · ⏱️ 27.10.2023):
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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) (📥 1.2K / month):
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- [PyPi](https://pypi.org/project/deepmd-kit) (📥 1K / 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) (📥 430K · ⏱️ 20.11.2023):
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- [Conda](https://anaconda.org/conda-forge/deepmd-kit) (📥 430K · ⏱️ 28.11.2023):
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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) (📥 110 / month):
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- [npm](https://www.npmjs.com/package/deepmd-kit) (📥 38 / month):
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```
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npm install deepmd-kit
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```
@@ -68,14 +68,14 @@ This curated list contains 33 awesome open-source projects with a total of 2.6K
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docker pull deepmodeling/deepmd-kit
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```
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</details>
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<details><summary><b><a href="https://github.com/deepmodeling/dpgen">DP-GEN</a></b> (🥇24 · ⭐ 240) - The deep potential generator to generate a deep-learning based model of interatomic potential energy and force field. <code><a href="http://bit.ly/37RvQcA">LGPL-3.0</a></code></summary>
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<details><summary><b><a href="https://github.com/deepmodeling/dpgen">DP-GEN</a></b> (🥇24 · ⭐ 250) - The deep potential generator to generate a deep-learning based model of interatomic potential energy and force field. <code><a href="http://bit.ly/37RvQcA">LGPL-3.0</a></code></summary>
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- [GitHub](https://github.com/deepmodeling/dpgen) (👨‍💻 62 · 🔀 160 · 📥 1.5K · 📦 4 · 📋 250 - 6% open · ⏱️ 02.11.2023):
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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) (📥 650 / month):
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- [PyPi](https://pypi.org/project/dpgen) (📥 620 / month):
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```
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pip install dpgen
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```
@@ -84,14 +84,14 @@ This curated list contains 33 awesome open-source projects with a total of 2.6K
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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 · ⭐ 150 · 📈) - Manipulating multiple atomic simulation data formats, including DeePMD-kit, VASP, LAMMPS, ABACUS, etc. <code><a href="http://bit.ly/37RvQcA">LGPL-3.0</a></code></summary>
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<details><summary><b><a href="https://github.com/deepmodeling/dpdata">dpdata</a></b> (🥇23 · ⭐ 150 · 📉) - Manipulating multiple atomic simulation data formats, including DeePMD-kit, VASP, LAMMPS, ABACUS, etc. <code><a href="http://bit.ly/37RvQcA">LGPL-3.0</a></code></summary>
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- [GitHub](https://github.com/deepmodeling/dpdata) (👨‍💻 51 · 🔀 110 · 📦 110 · 📋 76 - 13% open · ⏱️ 31.10.2023):
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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) (📥 6.7K / month):
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- [PyPi](https://pypi.org/project/dpdata) (📥 5.3K / month):
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```
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pip install dpdata
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```
@@ -106,39 +106,39 @@ This curated list contains 33 awesome open-source projects with a total of 2.6K
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</details>
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<details><summary><b><a href="https://github.com/deepmodeling/abacus-develop">ABACUS</a></b> (🥇22 · ⭐ 130) - 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>
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- [GitHub](https://github.com/deepmodeling/abacus-develop) (👨‍💻 89 · 🔀 86 · 📋 970 - 12% open · ⏱️ 23.11.2023):
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- [GitHub](https://github.com/deepmodeling/abacus-develop) (👨‍💻 90 · 🔀 86 · 📋 980 - 13% open · ⏱️ 30.11.2023):
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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) (📥 6.5K · ⏱️ 24.10.2023):
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- [Conda](https://anaconda.org/conda-forge/abacus) (📥 6.6K · ⏱️ 24.10.2023):
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```
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conda install -c conda-forge abacus
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```
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</details>
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<details><summary><b><a href="https://github.com/deepmodeling/dpdispatcher">dpdispatcher</a></b> (🥇22 · ⭐ 34) - generate HPC scheduler systems jobs input scripts and submit these scripts to HPC systems and poke until they finish. <code><a href="http://bit.ly/37RvQcA">LGPL-3.0</a></code></summary>
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<details><summary><b><a href="https://github.com/deepmodeling/dpdispatcher">dpdispatcher</a></b> (🥇22 · ⭐ 35) - generate HPC scheduler systems jobs input scripts and submit these scripts to HPC systems and poke until they finish. <code><a href="http://bit.ly/37RvQcA">LGPL-3.0</a></code></summary>
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- [GitHub](https://github.com/deepmodeling/dpdispatcher) (👨‍💻 42 · 🔀 46 · 📦 42 · 📋 58 - 18% open · ⏱️ 20.11.2023):
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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) (📥 2.7K / month):
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- [PyPi](https://pypi.org/project/dpdispatcher) (📥 2.2K / 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) (📥 5.7K · ⏱️ 21.11.2023):
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- [Conda](https://anaconda.org/conda-forge/dpdispatcher) (📥 5.8K · ⏱️ 21.11.2023):
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```
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conda install -c conda-forge dpdispatcher
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```
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- [Docker Hub](https://hub.docker.com/r/dptechnology/dpdispatcher) (📥 80K · ⏱️ 20.11.2023):
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- [Docker Hub](https://hub.docker.com/r/dptechnology/dpdispatcher) (📥 81K · ⏱️ 20.11.2023):
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```
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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/dflow">dflow</a></b> (🥈17 · ⭐ 42) - 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>
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- [GitHub](https://github.com/deepmodeling/dflow) (👨‍💻 21 · 🔀 20 · 📋 33 - 36% open · ⏱️ 23.11.2023):
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- [GitHub](https://github.com/deepmodeling/dflow) (👨‍💻 21 · 🔀 20 · 📋 34 - 38% open · ⏱️ 27.11.2023):
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```
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git clone https://github.com/deepmodeling/dflow
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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) (📥 1.8K · ⏱️ 23.11.2023):
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- [Docker Hub](https://hub.docker.com/r/dptechnology/dflow) (📥 1.8K · ⏱️ 27.11.2023):
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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/dpgui">DP-GUI</a></b> (🥈17 · ⭐ 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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<details><summary><b><a href="https://github.com/deepmodeling/dargs">dargs</a></b> (🥈17 · ⭐ 5) - Argument processing for the deep modeling project. <code><a href="http://bit.ly/37RvQcA">LGPL-3.0</a></code></summary>
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- [GitHub](https://github.com/deepmodeling/dpgui) (👨‍💻 3 · 🔀 3 · 📦 4 · ⏱️ 20.11.2023):
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- [GitHub](https://github.com/deepmodeling/dargs) (👨‍💻 5 · 🔀 1 · 📦 110 · 📋 7 - 14% open · ⏱️ 01.11.2023):
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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/dargs
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```
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- [PyPi](https://pypi.org/project/dpgui) (📥 9.3K / month):
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- [PyPi](https://pypi.org/project/dargs) (📥 10K / month):
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```
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pip install dpgui
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pip install dargs
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```
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</details>
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<details><summary><b><a href="https://github.com/deepmodeling/dargs">dargs</a></b> (🥈17 · ⭐ 5) - Argument processing for the deep modeling project. <code><a href="http://bit.ly/37RvQcA">LGPL-3.0</a></code></summary>
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<details><summary><b><a href="https://github.com/deepmodeling/dpgui">DP-GUI</a></b> (🥈16 · ⭐ 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/dargs) (👨‍💻 5 · 🔀 1 · 📦 110 · 📋 7 - 14% open · ⏱️ 01.11.2023):
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- [GitHub](https://github.com/deepmodeling/dpgui) (👨‍💻 3 · 🔀 3 · 📦 4 · ⏱️ 20.11.2023):
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```
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git clone https://github.com/deepmodeling/dargs
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git clone https://github.com/deepmodeling/dpgui
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```
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- [PyPi](https://pypi.org/project/dargs) (📥 13K / month):
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- [PyPi](https://pypi.org/project/dpgui) (📥 7.2K / month):
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```
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pip install dargs
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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/deepflame-dev">DeepFlame</a></b> (🥈15 · ⭐ 89) - 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) (👨‍💻 20 · 🔀 50 · 📋 34 - 23% open · ⏱️ 20.11.2023):
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- [GitHub](https://github.com/deepmodeling/deepflame-dev) (👨‍💻 20 · 🔀 50 · 📋 34 - 20% open · ⏱️ 20.11.2023):
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```
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git clone https://github.com/deepmodeling/deepflame-dev
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```
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git clone https://github.com/deepmodeling/APEX
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```
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- [PyPi](https://pypi.org/project/apex-flow) (📥 200 / month):
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- [PyPi](https://pypi.org/project/apex-flow) (📥 220 / month):
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```
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pip install apex-flow
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```
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</details>
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<details><summary><b><a href="https://github.com/deepmodeling/DMFF">DMFF</a></b> (🥈13 · ⭐ 120) - DMFF (Differentiable Molecular Force Field) is a Jax-based python package that provides a full differentiable.. <code><a href="http://bit.ly/37RvQcA">LGPL-3.0</a></code></summary>
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- [GitHub](https://github.com/deepmodeling/DMFF) (👨‍💻 13 · 🔀 32 · 📋 20 - 30% open · ⏱️ 09.11.2023):
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- [GitHub](https://github.com/deepmodeling/DMFF) (👨‍💻 13 · 🔀 32 · 📋 21 - 33% open · ⏱️ 09.11.2023):
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```
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```
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</details>
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<details><summary><b><a href="https://github.com/deepmodeling/rid-kit">rid-kit</a></b> (🥈13 · ⭐ 39) - Reinforced dynamics. <code><a href="http://bit.ly/37RvQcA">LGPL-3.0</a></code></summary>
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- [GitHub](https://github.com/deepmodeling/rid-kit) (👨‍💻 14 · 🔀 20 · 📥 140 · ⏱️ 22.09.2023):
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```
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git clone https://github.com/deepmodeling/rid-kit
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```
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- [PyPi](https://pypi.org/project/rid-kit) (📥 18 / month):
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```
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pip install rid-kit
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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> (🥈13 · ⭐ 20) - 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) (👨‍💻 10 · 🔀 13 · 📦 1 · 📋 21 - 38% open · ⏱️ 25.10.2023):
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```
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git clone https://github.com/deepmodeling/dpgen2
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```
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- [PyPi](https://pypi.org/project/dpgen2) (📥 58 / month):
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- [PyPi](https://pypi.org/project/dpgen2) (📥 73 / month):
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```
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pip install dpgen2
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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/deepmodeling_sphinx">deepmodeling_sphinx</a></b> (🥉12 · ⭐ 2) - Sphinx extension for DeepModeling projects. <code><a href="http://bit.ly/37RvQcA">LGPL-3.0</a></code></summary>
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<details><summary><b><a href="https://github.com/deepmodeling/rid-kit">rid-kit</a></b> (🥈12 · ⭐ 39 · 📉) - Reinforced dynamics. <code><a href="http://bit.ly/37RvQcA">LGPL-3.0</a></code></summary>
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- [GitHub](https://github.com/deepmodeling/rid-kit) (👨‍💻 14 · 🔀 20 · 📥 140 · ⏱️ 22.09.2023):
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```
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git clone https://github.com/deepmodeling/rid-kit
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```
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- [PyPi](https://pypi.org/project/rid-kit) (📥 34 / month):
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```
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pip install rid-kit
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```
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</details>
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<details><summary><b><a href="https://github.com/deepmodeling/deepmodeling_sphinx">deepmodeling_sphinx</a></b> (🥈12 · ⭐ 2) - Sphinx extension for DeepModeling projects. <code><a href="http://bit.ly/37RvQcA">LGPL-3.0</a></code></summary>
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- [GitHub](https://github.com/deepmodeling/deepmodeling_sphinx) (👨‍💻 4 · 🔀 3 · ⏱️ 31.10.2023):
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```
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git clone https://github.com/deepmodeling/deepmodeling_sphinx
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```
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- [PyPi](https://pypi.org/project/deepmodeling_sphinx) (📥 1.9K / month):
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- [PyPi](https://pypi.org/project/deepmodeling_sphinx) (📥 1.7K / month):
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```
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pip install deepmodeling_sphinx
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```
@@ -258,24 +258,24 @@ This curated list contains 33 awesome open-source projects with a total of 2.6K
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</details>
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<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>
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- [GitHub](https://github.com/deepmodeling/args) (👨‍💻 2 · 🔀 1 · 📦 4 · ⏱️ 20.11.2023):
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- [GitHub](https://github.com/deepmodeling/args) (👨‍💻 2 · 🔀 1 · 📦 4 · ⏱️ 27.11.2023):
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```
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git clone https://github.com/deepmodeling/args
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```
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- [npm](https://www.npmjs.com/package/@deepmodeling/args) (📥 640 / month):
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- [npm](https://www.npmjs.com/package/@deepmodeling/args) (📥 380 / month):
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```
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npm install @deepmodeling/args
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```
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</details>
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<details><summary><b><a href="https://github.com/deepmodeling/fealpy">fealpy</a></b> (🥉10 · ⭐ 2 · 📈) - Finite Element Analysis Library in Python. <code>Unlicensed</code></summary>
271+
<details><summary><b><a href="https://github.com/deepmodeling/fealpy">fealpy</a></b> (🥉10 · ⭐ 2) - Finite Element Analysis Library in Python. <code>Unlicensed</code></summary>
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- [GitHub](https://github.com/deepmodeling/fealpy) (👨‍💻 57 · ⏱️ 20.11.2023):
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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) (📥 61 / month):
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- [PyPi](https://pypi.org/project/fealpy) (📥 76 / month):
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```
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pip install fealpy
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```
@@ -288,45 +288,45 @@ This curated list contains 33 awesome open-source projects with a total of 2.6K
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git clone https://github.com/deepmodeling/deepks-kit
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```
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</details>
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<details><summary><b><a href="https://github.com/deepmodeling/AIS-Square">AIS-Square</a></b> (🥉8 · ⭐ 6) - <code><a href="http://bit.ly/37RvQcA">LGPL-3.0</a></code></summary>
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- [GitHub](https://github.com/deepmodeling/AIS-Square) (👨‍💻 8 · 🔀 5 · 📋 4 - 75% open · ⏱️ 15.11.2023):
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```
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git clone https://github.com/deepmodeling/AIS-Square
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```
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</details>
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<details><summary><b><a href="https://github.com/deepmodeling/Uni-Fold">Uni-Fold</a></b> (🥉7 · ⭐ 90 · 💤) - <code><a href="http://bit.ly/3nYMfla">Apache-2</a></code></summary>
291+
<details><summary><b><a href="https://github.com/deepmodeling/Uni-Fold">Uni-Fold</a></b> (🥉8 · ⭐ 89 · 💤) - <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):
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```
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git clone https://github.com/deepmodeling/Uni-Fold
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```
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- [Docker Hub](https://hub.docker.com/r/dptechnology/unifold) (📥 540 · ⏱️ 19.06.2023):
298+
- [Docker Hub](https://hub.docker.com/r/dptechnology/unifold) (📥 540 · ⏱️ 30.11.2023):
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```
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docker pull dptechnology/unifold
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```
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</details>
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<details><summary><b><a href="https://github.com/deepmodeling/community">community</a></b> (🥉7 · ⭐ 71) - DeepModeling community content. <code>Unlicensed</code></summary>
303+
<details><summary><b><a href="https://github.com/deepmodeling/AIS-Square">AIS-Square</a></b> (🥉8 · ⭐ 6) - <code><a href="http://bit.ly/37RvQcA">LGPL-3.0</a></code></summary>
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- [GitHub](https://github.com/deepmodeling/community) (👨‍💻 14 · 🔀 14 · 📋 5 - 20% open · ⏱️ 07.11.2023):
305+
- [GitHub](https://github.com/deepmodeling/AIS-Square) (👨‍💻 8 · 🔀 5 · 📋 4 - 75% open · ⏱️ 29.11.2023):
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```
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git clone https://github.com/deepmodeling/community
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git clone https://github.com/deepmodeling/AIS-Square
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```
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</details>
319-
<details><summary><b><a href="https://github.com/deepmodeling/blog">Blog</a></b> (🥉7 · ⭐ 1) - DeepModeling Blog. <code><a href="http://bit.ly/37RvQcA">LGPL-3.0</a></code></summary>
311+
<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>
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- [GitHub](https://github.com/deepmodeling/blog) (👨‍💻 5 · 🔀 5 · ⏱️ 08.11.2023):
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- [GitHub](https://github.com/deepmodeling/blog) (👨‍💻 5 · 🔀 5 · ⏱️ 28.11.2023):
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```
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git clone https://github.com/deepmodeling/blog
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```
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</details>
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<details><summary><b><a href="https://github.com/deepmodeling/community">community</a></b> (🥉7 · ⭐ 71) - DeepModeling community content. <code>Unlicensed</code></summary>
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- [GitHub](https://github.com/deepmodeling/community) (👨‍💻 14 · 🔀 14 · 📋 5 - 20% open · ⏱️ 07.11.2023):
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```
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git clone https://github.com/deepmodeling/community
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```
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</details>
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<details><summary><b><a href="https://github.com/deepmodeling/dpti">dpti</a></b> (🥉6 · ⭐ 13) - <code><a href="http://bit.ly/37RvQcA">LGPL-3.0</a></code></summary>
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- [GitHub](https://github.com/deepmodeling/dpti) (👨‍💻 13 · 🔀 14 · ⏱️ 05.07.2023):
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- [GitHub](https://github.com/deepmodeling/dpti) (👨‍💻 13 · 🔀 15 · ⏱️ 05.07.2023):
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```
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git clone https://github.com/deepmodeling/dpti
@@ -347,12 +347,12 @@ This curated list contains 33 awesome open-source projects with a total of 2.6K
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```
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git clone https://github.com/deepmodeling/fpop
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```
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- [PyPi](https://pypi.org/project/fpop) (📥 230 / month):
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- [PyPi](https://pypi.org/project/fpop) (📥 170 / month):
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```
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pip install fpop
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```
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</details>
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<details><summary><b><a href="https://github.com/deepmodeling/AI4Science101">AI4Science101</a></b> (🥉5 · ⭐ 73 · 💤) - AI for Science. <code>Unlicensed</code></summary>
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<details><summary><b><a href="https://github.com/deepmodeling/AI4Science101">AI4Science101</a></b> (🥉5 · ⭐ 72 · 💤) - AI for Science. <code>Unlicensed</code></summary>
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- [GitHub](https://github.com/deepmodeling/AI4Science101) (👨‍💻 5 · 🔀 12 · ⏱️ 04.09.2022):
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history/2023-11-30_changes.md

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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/Uni-Fold">Uni-Fold</a></b> (🥉8 · ⭐ 89 · 💤) - <code><a href="http://bit.ly/3nYMfla">Apache-2</a></code>
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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>
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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/dpdata">dpdata</a></b> (🥇23 · ⭐ 150 · 📉) - Manipulating multiple atomic simulation data formats, including DeePMD-kit, VASP, LAMMPS, ABACUS, etc. <code><a href="http://bit.ly/37RvQcA">LGPL-3.0</a></code>
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- <b><a href="https://github.com/deepmodeling/dpgui">DP-GUI</a></b> (🥈16 · ⭐ 7 · 📉) - A web-based GUI for user inputs. <code><a href="http://bit.ly/37RvQcA">LGPL-3.0</a></code>
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- <b><a href="https://github.com/deepmodeling/rid-kit">rid-kit</a></b> (🥈12 · ⭐ 39 · 📉) - Reinforced dynamics. <code><a href="http://bit.ly/37RvQcA">LGPL-3.0</a></code>
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