From a1cd519add941af01258419d45689e6501eb0204 Mon Sep 17 00:00:00 2001
From: njzjz <9496702+njzjz@users.noreply.github.com>
Date: Thu, 13 Mar 2025 18:17:27 +0000
Subject: [PATCH] Update best-of list for version 2025.03.13
---
README.md | 120 ++++++++++++++++----------------
history/2025-03-13_changes.md | 9 +++
history/2025-03-13_projects.csv | 39 +++++++++++
latest-changes.md | 15 ++--
4 files changed, 112 insertions(+), 71 deletions(-)
create mode 100644 history/2025-03-13_changes.md
create mode 100644 history/2025-03-13_projects.csv
diff --git a/README.md b/README.md
index 94cccf4..4b6982a 100644
--- a/README.md
+++ b/README.md
@@ -15,7 +15,7 @@
-This curated list contains 38 awesome open-source projects with a total of 3.8K stars grouped into 0 categories. All projects are ranked by a project-quality score, which is calculated based on various metrics automatically collected from GitHub and different package managers. If you like to add or update projects, feel free to open an [issue](https://github.com/deepmodeling/deepmodeling-projects/issues/new/choose), submit a [pull request](https://github.com/deepmodeling/deepmodeling-projects/pulls), or directly edit the [projects.yaml](https://github.com/deepmodeling/deepmodeling-projects/edit/main/projects.yaml). Contributions are very welcome!
+This curated list contains 38 awesome open-source projects with a total of 3.9K stars grouped into 0 categories. All projects are ranked by a project-quality score, which is calculated based on various metrics automatically collected from GitHub and different package managers. If you like to add or update projects, feel free to open an [issue](https://github.com/deepmodeling/deepmodeling-projects/issues/new/choose), submit a [pull request](https://github.com/deepmodeling/deepmodeling-projects/pulls), or directly edit the [projects.yaml](https://github.com/deepmodeling/deepmodeling-projects/edit/main/projects.yaml). Contributions are very welcome!
> 🧙♂️ Discover other [best-of lists](https://best-of.org) or [create your own](https://github.com/best-of-lists/best-of/blob/main/create-best-of-list.md).
@@ -51,7 +51,7 @@ This curated list contains 38 awesome open-source projects with a total of 3.8K
```
git clone https://github.com/deepmodeling/deepmd-kit
```
-- [PyPi](https://pypi.org/project/deepmd-kit) (📥 3.3K / month):
+- [PyPi](https://pypi.org/project/deepmd-kit) (📥 3.6K / month):
```
pip install deepmd-kit
```
@@ -59,7 +59,7 @@ This curated list contains 38 awesome open-source projects with a total of 3.8K
```
conda install -c conda-forge deepmd-kit
```
-- [npm](https://www.npmjs.com/package/deepmd-kit) (📥 6 / month):
+- [npm](https://www.npmjs.com/package/deepmd-kit) (📥 2 / month):
```
npm install deepmd-kit
```
@@ -91,7 +91,7 @@ This curated list contains 38 awesome open-source projects with a total of 3.8K
```
git clone https://github.com/deepmodeling/dpdata
```
-- [PyPi](https://pypi.org/project/dpdata) (📥 20K / month):
+- [PyPi](https://pypi.org/project/dpdata) (📥 19K / month):
```
pip install dpdata
```
@@ -104,19 +104,19 @@ This curated list contains 38 awesome open-source projects with a total of 3.8K
docker pull dptechnology/dpdata
```
-ABACUS (🥇24 · ⭐ 190 · 📉) - An electronic structure package based on either plane wave basis or numerical atomic orbitals. LGPL-3.0
+ABACUS (🥇24 · ⭐ 190) - An electronic structure package based on either plane wave basis or numerical atomic orbitals. LGPL-3.0
-- [GitHub](https://github.com/deepmodeling/abacus-develop) (👨💻 120 · 🔀 140 · 📋 2.2K - 4% open · ⏱️ 05.03.2025):
+- [GitHub](https://github.com/deepmodeling/abacus-develop) (👨💻 120 · 🔀 140 · 📋 2.2K - 4% open · ⏱️ 11.03.2025):
```
git clone https://github.com/deepmodeling/abacus-develop
```
-- [Conda](https://anaconda.org/conda-forge/abacus) (📥 350K · ⏱️ 27.02.2025):
+- [Conda](https://anaconda.org/conda-forge/abacus) (📥 360K · ⏱️ 11.03.2025):
```
conda install -c conda-forge abacus
```
dpdispatcher (🥈22 · ⭐ 48) - generate HPC scheduler systems jobs input scripts and submit these scripts to HPC systems and poke until they finish. LGPL-3.0
+dpdispatcher (🥈22 · ⭐ 49) - generate HPC scheduler systems jobs input scripts and submit these scripts to HPC systems and poke until they finish. LGPL-3.0
- [GitHub](https://github.com/deepmodeling/dpdispatcher) (👨💻 46 · 🔀 53 · 📦 56 · 📋 81 - 22% open · ⏱️ 28.01.2025):
@@ -143,7 +143,7 @@ This curated list contains 38 awesome open-source projects with a total of 3.8K
```
git clone https://github.com/deepmodeling/reacnetgenerator
```
-- [PyPi](https://pypi.org/project/reacnetgenerator) (📥 4.8K / month):
+- [PyPi](https://pypi.org/project/reacnetgenerator) (📥 4.4K / month):
```
pip install reacnetgenerator
```
@@ -152,17 +152,9 @@ This curated list contains 38 awesome open-source projects with a total of 3.8K
conda install -c conda-forge reacnetgenerator
```
DeepFlame (🥈17 · ⭐ 150 · 📈) - A deep learning empowered open-source platform for reacting flow simulations. GPL-3.0
+dflow (🥈18 · ⭐ 67 · 📈) - Dflow is a Python framework for constructing scientific computing workflows (e.g. concurrent learning workflows).. LGPL-3.0
-- [GitHub](https://github.com/deepmodeling/deepflame-dev) (👨💻 26 · 🔀 65 · 📋 49 - 40% open · ⏱️ 18.01.2025):
-
- ```
- git clone https://github.com/deepmodeling/deepflame-dev
- ```
-dflow (🥈17 · ⭐ 67 · 📉) - Dflow is a Python framework for constructing scientific computing workflows (e.g. concurrent learning workflows).. LGPL-3.0
-
-- [GitHub](https://github.com/deepmodeling/dflow) (👨💻 22 · 🔀 27 · 📋 36 - 38% open · ⏱️ 15.01.2025):
+- [GitHub](https://github.com/deepmodeling/dflow) (👨💻 22 · 🔀 28 · 📋 36 - 38% open · ⏱️ 10.03.2025):
```
git clone https://github.com/deepmodeling/dflow
@@ -175,11 +167,19 @@ This curated list contains 38 awesome open-source projects with a total of 3.8K
```
conda install -c conda-forge dflow
```
-- [Docker Hub](https://hub.docker.com/r/dptechnology/dflow) (📥 11K · ⏱️ 15.01.2025):
+- [Docker Hub](https://hub.docker.com/r/dptechnology/dflow) (📥 11K · ⏱️ 10.03.2025):
```
docker pull dptechnology/dflow
```
DeepFlame (🥈17 · ⭐ 150) - A deep learning empowered open-source platform for reacting flow simulations. GPL-3.0
+
+- [GitHub](https://github.com/deepmodeling/deepflame-dev) (👨💻 26 · 🔀 65 · 📋 49 - 40% open · ⏱️ 18.01.2025):
+
+ ```
+ git clone https://github.com/deepmodeling/deepflame-dev
+ ```
+dargs (🥈17 · ⭐ 5) - Argument processing for the deep modeling project. LGPL-3.0
- [GitHub](https://github.com/deepmodeling/dargs) (👨💻 7 · 🔀 3 · 📦 140 · 📋 9 - 22% open · ⏱️ 28.01.2025):
@@ -196,37 +196,49 @@ This curated list contains 38 awesome open-source projects with a total of 3.8K
conda install -c conda-forge dargs
```
DPGEN2 (🥈15 · ⭐ 34) - 2nd generation of the Deep Potential GENerator. LGPL-3.0
+DPGEN2 (🥈15 · ⭐ 35) - 2nd generation of the Deep Potential GENerator. LGPL-3.0
-- [GitHub](https://github.com/deepmodeling/dpgen2) (👨💻 14 · 🔀 26 · 📦 6 · 📋 34 - 32% open · ⏱️ 08.01.2025):
+- [GitHub](https://github.com/deepmodeling/dpgen2) (👨💻 14 · 🔀 26 · 📦 6 · 📋 34 - 32% open · ⏱️ 13.03.2025):
```
git clone https://github.com/deepmodeling/dpgen2
```
-- [PyPi](https://pypi.org/project/dpgen2) (📥 210 / month):
+- [PyPi](https://pypi.org/project/dpgen2) (📥 220 / month):
```
pip install dpgen2
```
-- [Docker Hub](https://hub.docker.com/r/dptechnology/dpgen2) (📥 3.8K · ⏱️ 08.01.2025):
+- [Docker Hub](https://hub.docker.com/r/dptechnology/dpgen2) (📥 3.8K · ⏱️ 13.03.2025):
```
docker pull dptechnology/dpgen2
```
APEX (🥈15 · ⭐ 28) - APEX: Alloy Properties EXplorer using simulations. LGPL-3.0
-- [GitHub](https://github.com/deepmodeling/APEX) (👨💻 7 · 🔀 20 · 📦 4 · 📋 9 - 11% open · ⏱️ 19.02.2025):
+- [GitHub](https://github.com/deepmodeling/APEX) (👨💻 7 · 🔀 20 · 📦 4 · 📋 9 - 11% open · ⏱️ 11.03.2025):
```
git clone https://github.com/deepmodeling/APEX
```
-- [PyPi](https://pypi.org/project/apex-flow) (📥 940 / month):
+- [PyPi](https://pypi.org/project/apex-flow) (📥 800 / month):
```
pip install apex-flow
```
DeePTB (🥈14 · ⭐ 64) - DeePTB: A deep learning package for tight-binding approach with ab initio accuracy. LGPL-3.0
+DP-GUI (🥈15 · ⭐ 7 · 📈) - A web-based GUI for user inputs. LGPL-3.0
+
+- [GitHub](https://github.com/deepmodeling/dpgui) (👨💻 4 · 🔀 5 · 📦 12 · ⏱️ 13.03.2025):
+
+ ```
+ git clone https://github.com/deepmodeling/dpgui
+ ```
+- [PyPi](https://pypi.org/project/dpgui) (📥 17K / month):
+ ```
+ pip install dpgui
+ ```
+DeePTB (🥈14 · ⭐ 66) - DeePTB: A deep learning package for tight-binding approach with ab initio accuracy. LGPL-3.0
-- [GitHub](https://github.com/deepmodeling/DeePTB) (👨💻 10 · 🔀 17 · 📦 2 · 📋 42 - 30% open · ⏱️ 04.03.2025):
+- [GitHub](https://github.com/deepmodeling/DeePTB) (👨💻 10 · 🔀 17 · 📦 2 · 📋 43 - 32% open · ⏱️ 04.03.2025):
```
git clone https://github.com/deepmodeling/DeePTB
@@ -236,21 +248,21 @@ This curated list contains 38 awesome open-source projects with a total of 3.8K
pip install dptb
```
DP-GUI (🥈14 · ⭐ 7) - A web-based GUI for user inputs. LGPL-3.0
+JAX-FEM (🥈13 · ⭐ 350 · 📈) - Differentiable Finite Element Method with JAX. GPL-3.0
-- [GitHub](https://github.com/deepmodeling/dpgui) (👨💻 4 · 🔀 5 · 📦 12 · ⏱️ 30.12.2024):
+- [GitHub](https://github.com/deepmodeling/jax-fem) (👨💻 9 · 🔀 52 · 📦 3 · 📋 47 - 59% open · ⏱️ 13.12.2024):
```
- git clone https://github.com/deepmodeling/dpgui
+ git clone https://github.com/deepmodeling/jax-fem
```
-- [PyPi](https://pypi.org/project/dpgui) (📥 17K / month):
+- [PyPi](https://pypi.org/project/jax-fem) (📥 300 / month):
```
- pip install dpgui
+ pip install jax-fem
```
DMFF (🥈13 · ⭐ 170 · 💤) - DMFF (Differentiable Molecular Force Field) is a Jax-based python package that provides a full differentiable.. LGPL-3.0
-- [GitHub](https://github.com/deepmodeling/DMFF) (👨💻 14 · 🔀 46 · 📋 27 - 40% open · ⏱️ 12.01.2024):
+- [GitHub](https://github.com/deepmodeling/DMFF) (👨💻 14 · 🔀 46 · 📋 28 - 42% open · ⏱️ 12.01.2024):
```
git clone https://github.com/deepmodeling/DMFF
@@ -260,42 +272,30 @@ This curated list contains 38 awesome open-source projects with a total of 3.8K
conda install -c conda-forge dmff
```
rid-kit (🥈13 · ⭐ 47 · 💤) - Reinforced dynamics. LGPL-3.0
+rid-kit (🥈13 · ⭐ 47) - Reinforced dynamics. LGPL-3.0
-- [GitHub](https://github.com/deepmodeling/rid-kit) (👨💻 14 · 🔀 23 · 📥 150 · 📦 2 · 📋 5 - 40% open · ⏱️ 27.06.2024):
+- [GitHub](https://github.com/deepmodeling/rid-kit) (👨💻 14 · 🔀 23 · 📥 150 · 📦 2 · 📋 5 - 40% open · ⏱️ 07.03.2025):
```
git clone https://github.com/deepmodeling/rid-kit
```
-- [PyPi](https://pypi.org/project/rid-kit) (📥 480 / month):
+- [PyPi](https://pypi.org/project/rid-kit) (📥 470 / month):
```
pip install rid-kit
```
deepmodeling_sphinx (🥈13 · ⭐ 3 · 📈) - Sphinx extension for DeepModeling projects. LGPL-3.0
+deepmodeling_sphinx (🥈13 · ⭐ 3) - Sphinx extension for DeepModeling projects. LGPL-3.0
- [GitHub](https://github.com/deepmodeling/deepmodeling_sphinx) (👨💻 7 · 🔀 7 · ⏱️ 27.10.2024):
```
git clone https://github.com/deepmodeling/deepmodeling_sphinx
```
-- [PyPi](https://pypi.org/project/deepmodeling_sphinx) (📥 1.2K / month):
+- [PyPi](https://pypi.org/project/deepmodeling_sphinx) (📥 1.5K / month):
```
pip install deepmodeling_sphinx
```
JAX-FEM (🥉12 · ⭐ 350 · 📉) - Differentiable Finite Element Method with JAX. GPL-3.0
-
-- [GitHub](https://github.com/deepmodeling/jax-fem) (👨💻 9 · 🔀 52 · 📦 3 · 📋 47 - 59% open · ⏱️ 13.12.2024):
-
- ```
- git clone https://github.com/deepmodeling/jax-fem
- ```
-- [PyPi](https://pypi.org/project/jax-fem) (📥 310 / month):
- ```
- pip install jax-fem
- ```
-GPUMD (🥉12 · ⭐ 5) - Graphics Processing Units Molecular Dynamics. GPL-3.0
- [GitHub](https://github.com/deepmodeling/GPUMD) (👨💻 44 · ⏱️ 14.02.2025):
@@ -304,14 +304,14 @@ This curated list contains 38 awesome open-source projects with a total of 3.8K
git clone https://github.com/deepmodeling/GPUMD
```
args (🥉10 · ⭐ 2) - DeepModeling dargs arguments generation. LGPL-3.0
+args (🥉11 · ⭐ 2 · 📈) - DeepModeling dargs arguments generation. LGPL-3.0
- [GitHub](https://github.com/deepmodeling/args) (👨💻 3 · 🔀 2 · 📦 5 · ⏱️ 06.03.2025):
```
git clone https://github.com/deepmodeling/args
```
-- [npm](https://www.npmjs.com/package/@deepmodeling/args) (📥 120 / month):
+- [npm](https://www.npmjs.com/package/@deepmodeling/args) (📥 190 / month):
```
npm install @deepmodeling/args
```
@@ -326,12 +326,12 @@ This curated list contains 38 awesome open-source projects with a total of 3.8K
dpti (🥉9 · ⭐ 24) - A Python Package to Automate Thermodynamic Integration Calculations for Free Energy. LGPL-3.0
-- [GitHub](https://github.com/deepmodeling/dpti) (👨💻 17 · 🔀 19 · 📦 2 · 📋 10 - 90% open · ⏱️ 30.12.2024):
+- [GitHub](https://github.com/deepmodeling/dpti) (👨💻 17 · 🔀 19 · 📦 2 · 📋 10 - 90% open · ⏱️ 10.03.2025):
```
git clone https://github.com/deepmodeling/dpti
```
-- [PyPi](https://pypi.org/project/dpti) (📥 120 / month):
+- [PyPi](https://pypi.org/project/dpti) (📥 110 / month):
```
pip install dpti
```
@@ -343,14 +343,14 @@ This curated list contains 38 awesome open-source projects with a total of 3.8K
```
git clone https://github.com/deepmodeling/fpop
```
-- [PyPi](https://pypi.org/project/fpop) (📥 360 / month):
+- [PyPi](https://pypi.org/project/fpop) (📥 440 / month):
```
pip install fpop
```
Blog (🥉9 · ⭐ 1) - DeepModeling Blog. LGPL-3.0
-- [GitHub](https://github.com/deepmodeling/blog) (👨💻 9 · 🔀 8 · ⏱️ 28.02.2025):
+- [GitHub](https://github.com/deepmodeling/blog) (👨💻 9 · 🔀 8 · ⏱️ 13.03.2025):
```
git clone https://github.com/deepmodeling/blog
@@ -358,7 +358,7 @@ This curated list contains 38 awesome open-source projects with a total of 3.8K
AIS-Square (🥉8 · ⭐ 13) - LGPL-3.0
-- [GitHub](https://github.com/deepmodeling/AIS-Square) (👨💻 8 · 🔀 8 · 📋 6 - 83% open · ⏱️ 06.03.2025):
+- [GitHub](https://github.com/deepmodeling/AIS-Square) (👨💻 8 · 🔀 8 · 📋 6 - 83% open · ⏱️ 13.03.2025):
```
git clone https://github.com/deepmodeling/AIS-Square
@@ -371,7 +371,7 @@ This curated list contains 38 awesome open-source projects with a total of 3.8K
```
git clone https://github.com/deepmodeling/fealpy
```
-- [PyPi](https://pypi.org/project/fealpy) (📥 460 / month):
+- [PyPi](https://pypi.org/project/fealpy) (📥 590 / month):
```
pip install fealpy
```
@@ -436,7 +436,7 @@ This curated list contains 38 awesome open-source projects with a total of 3.8K
git clone https://github.com/deepmodeling/tutorials
```
DeepH-pack (🥉4 · ⭐ 12 · 💤) - Deep neural networks for density functional theory Hamiltonian. LGPL-3.0
+DeepH-pack (🥉4 · ⭐ 13 · 💤) - Deep neural networks for density functional theory Hamiltonian. LGPL-3.0
- [GitHub](https://github.com/deepmodeling/DeepH-pack) (👨💻 6 · 🔀 6 · 📋 6 - 66% open · ⏱️ 28.12.2023):
diff --git a/history/2025-03-13_changes.md b/history/2025-03-13_changes.md
new file mode 100644
index 0000000..a9b5a5e
--- /dev/null
+++ b/history/2025-03-13_changes.md
@@ -0,0 +1,9 @@
+## 📈 Trending Up
+
+_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._
+
+- dflow (🥈18 · ⭐ 67 · 📈) - Dflow is a Python framework for constructing scientific computing workflows (e.g. concurrent learning workflows).. LGPL-3.0
+- DP-GUI (🥈15 · ⭐ 7 · 📈) - A web-based GUI for user inputs. LGPL-3.0
+- JAX-FEM (🥈13 · ⭐ 350 · 📈) - Differentiable Finite Element Method with JAX. GPL-3.0
+- args (🥉11 · ⭐ 2 · 📈) - DeepModeling dargs arguments generation. LGPL-3.0
+
diff --git a/history/2025-03-13_projects.csv b/history/2025-03-13_projects.csv
new file mode 100644
index 0000000..cf1a099
--- /dev/null
+++ b/history/2025-03-13_projects.csv
@@ -0,0 +1,39 @@
+,name,github_id,pypi_id,conda_id,npm_id,dockerhub_id,github_url,homepage,license,created_at,updated_at,last_commit_pushed_at,commit_count,recent_commit_count,fork_count,watchers_count,pr_count,open_issue_count,closed_issue_count,star_count,latest_stable_release_published_at,latest_stable_release_number,github_release_downloads,monthly_downloads,release_count,description,dependent_project_count,github_dependent_project_count,contributor_count,pypi_url,pypi_monthly_downloads,conda_url,conda_latest_release_published_at,conda_total_downloads,npm_url,npm_monthly_downloads,dockerhub_url,dockerhub_latest_release_published_at,dockerhub_stars,dockerhub_pulls,projectrank,show,category,projectrank_placing,trending
+0,DeePMD-kit,deepmodeling/deepmd-kit,deepmd-kit,conda-forge/deepmd-kit,deepmd-kit,deepmodeling/deepmd-kit,https://github.com/deepmodeling/deepmd-kit,https://github.com/deepmodeling/deepmd-kit,LGPL-3.0,2017-12-12 15:23:44,2025-03-13 17:45:29.000000,2025-03-02 03:04:28,3180,38.0,511.0,45.0,2327.0,81.0,799.0,1600.0,2025-03-02 03:32:12,3.0.2,48959.0,40045.0,54.0,A deep learning package for many-body potential energy representation and molecular dynamics.,26.0,26.0,75.0,https://pypi.org/project/deepmd-kit,3639.0,https://anaconda.org/conda-forge/deepmd-kit,2025-03-02 07:00:55.574,1673340.0,https://www.npmjs.com/package/deepmd-kit,2.0,https://hub.docker.com/r/deepmodeling/deepmd-kit,2025-03-05 10:25:54.924708,1.0,3335.0,28,True,others,1.0,
+1,DP-GEN,deepmodeling/dpgen,dpgen,conda-forge/dpgen,,,https://github.com/deepmodeling/dpgen,https://github.com/deepmodeling/dpgen,LGPL-3.0,2019-06-13 11:43:56,2025-03-11 00:19:07.000000,2025-02-21 06:05:03,2168,11.0,169.0,10.0,877.0,43.0,273.0,326.0,2025-02-21 06:06:07,0.13.1,1898.0,1579.0,20.0,The deep potential generator to generate a deep-learning based model of interatomic potential energy and force field.,8.0,8.0,69.0,https://pypi.org/project/dpgen,884.0,https://anaconda.org/conda-forge/dpgen,2025-02-21 11:56:38.143,37997.0,,,,,,,24,True,others,1.0,
+2,dpdata,deepmodeling/dpdata,dpdata,conda-forge/dpdata,,dptechnology/dpdata,https://github.com/deepmodeling/dpdata,https://github.com/deepmodeling/dpdata,LGPL-3.0,2019-04-12 13:24:23,2025-03-13 07:49:36.000000,2025-02-14 08:02:54,805,21.0,130.0,8.0,556.0,20.0,89.0,205.0,2025-02-14 08:03:19,0.2.23,,21011.0,39.0,A Python package for manipulating atomistic data of software in computational science.,138.0,138.0,62.0,https://pypi.org/project/dpdata,19324.0,https://anaconda.org/conda-forge/dpdata,2025-02-14 10:36:39.389,92312.0,,,https://hub.docker.com/r/dptechnology/dpdata,2023-06-02 09:30:14.674068,,640.0,24,True,others,1.0,
+3,ABACUS,deepmodeling/abacus-develop,,conda-forge/abacus,,,https://github.com/deepmodeling/abacus-develop,https://github.com/deepmodeling/abacus-develop,LGPL-3.0,2021-02-01 04:04:52,2025-03-11 14:05:40.000000,2025-03-11 14:05:40,7135,140.0,139.0,10.0,3696.0,99.0,2075.0,188.0,2025-02-28 02:08:57,3.9.0.1,,17958.0,64.0,An electronic structure package based on either plane wave basis or numerical atomic orbitals.,,,124.0,,,https://anaconda.org/conda-forge/abacus,2025-03-11 03:18:15.202,359174.0,,,,,,,24,True,others,1.0,
+4,dpdispatcher,deepmodeling/dpdispatcher,dpdispatcher,conda-forge/dpdispatcher,,dptechnology/dpdispatcher,https://github.com/deepmodeling/dpdispatcher,https://github.com/deepmodeling/dpdispatcher,LGPL-3.0,2020-12-08 05:14:37,2025-03-10 19:46:16.000000,2025-01-28 03:23:32,1103,3.0,53.0,5.0,407.0,18.0,63.0,49.0,2025-01-30 17:18:42,0.6.8,,4886.0,48.0,generate HPC scheduler systems jobs input scripts and submit these scripts to HPC systems and poke until they finish.,56.0,56.0,46.0,https://pypi.org/project/dpdispatcher,1759.0,https://anaconda.org/conda-forge/dpdispatcher,2025-01-31 00:37:48.785,23433.0,,,https://hub.docker.com/r/dptechnology/dpdispatcher,2025-01-30 17:22:05.218053,,119647.0,22,True,others,2.0,
+5,reacnetgenerator,deepmodeling/reacnetgenerator,reacnetgenerator,conda-forge/reacnetgenerator,,,https://github.com/deepmodeling/reacnetgenerator,https://github.com/deepmodeling/reacnetgenerator,LGPL-3.0,2018-04-06 15:07:56,2025-03-10 19:46:51.000000,2025-02-20 08:48:52,2523,17.0,40.0,7.0,2194.0,7.0,123.0,82.0,2025-01-05 07:30:15,1.6.15,,13953.0,100.0,an automatic reaction network generator for reactive molecular dynamics simulation.,3.0,3.0,18.0,https://pypi.org/project/reacnetgenerator,4390.0,https://anaconda.org/conda-forge/reacnetgenerator,2025-01-06 00:29:38.554,554676.0,,,,,,,21,True,others,2.0,
+6,dflow,deepmodeling/dflow,dflow,conda-forge/dflow,,dptechnology/dflow,https://github.com/deepmodeling/dflow,https://github.com/deepmodeling/dflow,LGPL-3.0,2022-01-21 08:14:36,2025-03-10 11:02:49.985531,2025-03-10 11:00:20,2159,15.0,28.0,1.0,856.0,14.0,22.0,67.0,2025-03-10 11:00:48,1.8.105,,283.0,100.0,Dflow is a Python framework for constructing scientific computing workflows (e.g. concurrent learning workflows)..,,,22.0,https://pypi.org/project/dflow,,https://anaconda.org/conda-forge/dflow,,,,,https://hub.docker.com/r/dptechnology/dflow,2025-03-10 11:02:49.985531,,10766.0,18,True,others,2.0,1.0
+7,DeepFlame,deepmodeling/deepflame-dev,,,,,https://github.com/deepmodeling/deepflame-dev,https://github.com/deepmodeling/deepflame-dev,GPL-3.0,2022-06-12 10:25:12,2025-02-21 02:47:36.000000,2025-01-18 07:42:22,1141,24.0,65.0,7.0,497.0,20.0,29.0,152.0,2025-01-08 11:06:39,1.5,,,21.0,A deep learning empowered open-source platform for reacting flow simulations.,,,26.0,,,,,,,,,,,,17,True,others,2.0,
+8,dargs,deepmodeling/dargs,dargs,conda-forge/dargs,,,https://github.com/deepmodeling/dargs,https://github.com/deepmodeling/dargs,LGPL-3.0,2020-09-19 22:20:28,2025-03-10 19:46:13.000000,2025-01-28 03:24:29,163,2.0,3.0,5.0,81.0,2.0,7.0,5.0,2024-11-21 03:25:26,0.4.10,,38158.0,31.0,Argument processing for the deep modeling project.,137.0,137.0,7.0,https://pypi.org/project/dargs,37289.0,https://anaconda.org/conda-forge/dargs,2024-12-22 08:33:55.288,40870.0,,,,,,,17,True,others,2.0,
+9,DPGEN2,deepmodeling/dpgen2,dpgen2,,,dptechnology/dpgen2,https://github.com/deepmodeling/dpgen2,https://github.com/deepmodeling/dpgen2,LGPL-3.0,2022-02-28 02:41:16,2025-03-13 08:58:16.725083,2025-03-13 08:54:55,329,2.0,26.0,7.0,244.0,11.0,23.0,35.0,2023-01-28 03:43:25,0.0.7,,320.0,7.0,2nd generation of the Deep Potential GENerator.,6.0,6.0,14.0,https://pypi.org/project/dpgen2,219.0,,,,,,https://hub.docker.com/r/dptechnology/dpgen2,2025-03-13 08:58:16.725083,,3769.0,15,True,others,2.0,
+10,APEX,deepmodeling/APEX,apex-flow,,,,https://github.com/deepmodeling/APEX,https://github.com/deepmodeling/APEX,LGPL-3.0,2023-04-20 06:13:42,2025-03-11 12:35:42.000000,2025-03-11 12:35:42,618,15.0,20.0,7.0,84.0,1.0,8.0,28.0,2024-05-06 10:01:52,1.2.0,,800.0,4.0,APEX: Alloy Properties EXplorer using simulations.,4.0,4.0,7.0,https://pypi.org/project/apex-flow,800.0,,,,,,,,,,15,True,others,2.0,
+11,DP-GUI,deepmodeling/dpgui,dpgui,,,,https://github.com/deepmodeling/dpgui,https://github.com/deepmodeling/dpgui,LGPL-3.0,2021-07-21 18:48:23,2025-03-13 10:58:40.000000,2025-03-13 03:19:56,324,5.0,5.0,6.0,513.0,,1.0,7.0,2024-11-17 07:05:49,1.0.1.post0,,17011.0,5.0,A web-based GUI for user inputs.,12.0,12.0,4.0,https://pypi.org/project/dpgui,17011.0,,,,,,,,,,15,True,others,2.0,1.0
+12,DeePTB,deepmodeling/DeePTB,dptb,,,,https://github.com/deepmodeling/DeePTB,https://github.com/deepmodeling/DeePTB,LGPL-3.0,2023-07-11 03:19:42,2025-03-04 13:47:02.000000,2025-03-04 13:47:02,757,7.0,17.0,3.0,185.0,14.0,29.0,66.0,2024-08-15 03:02:38,2.1.1,,272.0,11.0,DeePTB: A deep learning package for tight-binding approach with ab initio accuracy.,2.0,2.0,10.0,https://pypi.org/project/dptb,272.0,,,,,,,,,,14,True,others,2.0,
+13,JAX-FEM,deepmodeling/jax-fem,jax-fem,,,,https://github.com/deepmodeling/jax-fem,https://github.com/deepmodeling/jax-fem,GPL-3.0,2023-10-02 15:20:54,2024-12-13 08:09:13.000000,2024-12-13 08:09:10,209,,52.0,12.0,6.0,28.0,19.0,352.0,,,,300.0,,Differentiable Finite Element Method with JAX.,3.0,3.0,9.0,https://pypi.org/project/jax-fem,300.0,,,,,,,,,,13,True,others,2.0,1.0
+14,DMFF,deepmodeling/DMFF,,conda-forge/dmff,,,https://github.com/deepmodeling/DMFF,https://github.com/deepmodeling/DMFF,LGPL-3.0,2022-02-14 01:35:50,2024-10-19 08:37:14.000000,2024-01-12 00:58:20,431,,46.0,9.0,166.0,12.0,16.0,170.0,2023-11-09 14:32:37,1.0.0,,123.0,4.0,DMFF (Differentiable Molecular Force Field) is a Jax-based python package that provides a full differentiable..,,,14.0,,,https://anaconda.org/conda-forge/dmff,2024-01-06 07:33:02.470,1734.0,,,,,,,13,True,others,2.0,
+15,rid-kit,deepmodeling/rid-kit,rid-kit,,,,https://github.com/deepmodeling/rid-kit,https://github.com/deepmodeling/rid-kit,LGPL-3.0,2021-02-02 02:44:00,2025-03-07 13:48:59.000000,2025-03-07 13:47:47,476,1.0,23.0,4.0,21.0,2.0,3.0,47.0,2024-05-14 03:25:35,0.6.4,148.0,476.0,5.0,Reinforced dynamics.,2.0,2.0,14.0,https://pypi.org/project/rid-kit,473.0,,,,,,,,,,13,True,others,2.0,
+16,deepmodeling_sphinx,deepmodeling/deepmodeling_sphinx,deepmodeling_sphinx,,,,https://github.com/deepmodeling/deepmodeling_sphinx,https://github.com/deepmodeling/deepmodeling_sphinx,LGPL-3.0,2022-03-04 00:19:06,2025-03-10 19:46:05.000000,2024-10-27 22:37:03,76,,7.0,5.0,69.0,,,3.0,2024-10-27 22:37:32,0.3.0,,1481.0,24.0,Sphinx extension for DeepModeling projects.,,,7.0,https://pypi.org/project/deepmodeling_sphinx,1481.0,,,,,,,,,,13,True,others,2.0,
+17,GPUMD,deepmodeling/GPUMD,,,,,https://github.com/deepmodeling/GPUMD,https://github.com/deepmodeling/GPUMD,GPL-3.0,2024-06-18 05:40:21,2025-02-14 17:53:13.000000,2025-02-14 17:52:38,4673,354.0,,,,,,5.0,,,,,,Graphics Processing Units Molecular Dynamics.,,,44.0,,,,,,,,,,,,12,True,others,3.0,
+18,args,deepmodeling/args,,,@deepmodeling/args,,https://github.com/deepmodeling/args,https://github.com/deepmodeling/args,LGPL-3.0,2021-12-27 03:27:24,2025-03-06 02:44:56.000000,2025-03-06 02:44:30,83,5.0,2.0,5.0,54.0,,,2.0,2025-03-06 02:44:56,0.1.1,,192.0,18.0,DeepModeling dargs arguments generation.,5.0,5.0,3.0,,,,,,https://www.npmjs.com/package/@deepmodeling/args,192.0,,,,,11,True,others,3.0,1.0
+19,DeePKS-kit,deepmodeling/deepks-kit,,,,,https://github.com/deepmodeling/deepks-kit,https://github.com/deepmodeling/deepks-kit,LGPL-3.0,2020-07-29 03:27:50,2024-09-28 05:44:36.000000,2024-04-13 03:44:40,384,,37.0,13.0,47.0,9.0,17.0,105.0,,,,,,a package for developing machine learning-based chemically accurate energy and density functional models.,,,7.0,,,,,,,,,,,,9,True,others,3.0,
+20,dpti,deepmodeling/dpti,dpti,,,,https://github.com/deepmodeling/dpti,https://github.com/deepmodeling/dpti,LGPL-3.0,2021-04-04 13:57:37,2025-03-10 19:48:41.000000,2025-03-10 00:37:25,431,8.0,19.0,6.0,78.0,9.0,1.0,24.0,,,,106.0,,A Python Package to Automate Thermodynamic Integration Calculations for Free Energy.,2.0,2.0,17.0,https://pypi.org/project/dpti,106.0,,,,,,,,,,9,True,others,3.0,
+21,fpop,deepmodeling/fpop,fpop,,,,https://github.com/deepmodeling/fpop,https://github.com/deepmodeling/fpop,LGPL-3.0,2023-02-10 03:16:47,2024-07-01 09:11:36.000000,2024-07-01 09:11:36,42,,13.0,9.0,25.0,4.0,,3.0,,,,445.0,,,14.0,14.0,4.0,https://pypi.org/project/fpop,445.0,,,,,,,,,,9,True,others,3.0,
+22,Blog,deepmodeling/blog,,,,,https://github.com/deepmodeling/blog,https://github.com/deepmodeling/blog,LGPL-3.0,2021-06-10 23:11:55,2025-03-13 03:21:42.000000,2025-03-13 03:20:43,296,50.0,8.0,6.0,233.0,,,1.0,,,,,,DeepModeling Blog.,,,9.0,,,,,,,,,,,,9,True,others,3.0,
+23,AIS-Square,deepmodeling/AIS-Square,,,,,https://github.com/deepmodeling/AIS-Square,https://github.com/deepmodeling/AIS-Square,LGPL-3.0,2022-09-13 09:52:30,2025-03-13 08:32:02.000000,2025-03-13 08:32:01,908,182.0,8.0,8.0,210.0,5.0,1.0,13.0,,,,,,,,,8.0,,,,,,,,,,,,8,True,others,3.0,
+24,fealpy,deepmodeling/fealpy,fealpy,,,,https://github.com/deepmodeling/fealpy,https://github.com/deepmodeling/fealpy,,2023-04-10 03:58:57,2024-04-24 03:09:27.000000,2024-04-24 01:36:31,6125,,2.0,1.0,1.0,,,6.0,,,,590.0,,Finite Element Analysis Library in Python.,,,57.0,https://pypi.org/project/fealpy,590.0,,,,,,,,,,8,True,others,3.0,
+25,Uni-Fold,deepmodeling/Uni-Fold,,,,dptechnology/unifold,https://github.com/deepmodeling/Uni-Fold,https://github.com/deepmodeling/Uni-Fold,Apache-2.0,2021-12-07 14:40:37,2024-04-11 02:15:21.000000,2022-08-18 15:27:32,29,,18.0,5.0,2.0,,1.0,92.0,,,,21.0,,,,,3.0,,,,,,,,https://hub.docker.com/r/dptechnology/unifold,2024-01-08 06:24:09.367953,,822.0,7,True,others,3.0,
+26,community,deepmodeling/community,,,,,https://github.com/deepmodeling/community,https://github.com/deepmodeling/community,,2021-05-06 04:50:02,2024-09-26 09:19:17.000000,2024-09-26 09:19:17,137,,21.0,10.0,43.0,,2.0,85.0,,,,,,DeepModeling community content.,,,17.0,,,,,,,,,,,,6,True,others,3.0,
+27,tbplas,deepmodeling/tbplas,,,,,https://github.com/deepmodeling/tbplas,https://github.com/deepmodeling/tbplas,,2024-02-29 03:21:24,2024-04-11 02:16:51.000000,2024-01-17 13:25:05,662,,5.0,9.0,2.0,3.0,,9.0,2024-03-01 09:33:35,1.6,,,1.0,Repository of TBPLaS (tight-binding package for large-scale simulation).,,,10.0,,,,,,,,,,,,6,True,others,3.0,
+28,DeePDih,deepmodeling/DeePDih,,,,,https://github.com/deepmodeling/DeePDih,https://github.com/deepmodeling/DeePDih,MIT,2024-03-03 13:22:19,2024-12-21 09:53:32.000000,2024-04-19 07:37:47,61,,3.0,2.0,,,,5.0,2024-12-21 09:53:32,dpa-2-gfn2-xtb-tblite,4.0,1.0,1.0,Deep Potential driven molecular dihedral scan toolkit.,,,,,,,,,,,,,,,6,True,others,3.0,
+29,docs,deepmodeling/docs,,,,,https://github.com/deepmodeling/docs,https://github.com/deepmodeling/docs,LGPL-3.0,2021-07-05 00:32:29,2024-10-28 21:42:38.000000,2024-10-28 21:42:38,28,,7.0,5.0,24.0,,,3.0,,,,,,The home page of DeepModeling documentation.,,,8.0,,,,,,,,,,,,6,True,others,3.0,
+30,AI4Science101,deepmodeling/AI4Science101,,,,,https://github.com/deepmodeling/AI4Science101,https://github.com/deepmodeling/AI4Science101,,2022-06-19 02:26:48,2024-04-11 02:15:55.000000,2022-09-04 02:06:18,139,,14.0,9.0,29.0,,1.0,90.0,,,,,,AI for Science.,,,5.0,,,,,,,,,,,,5,True,others,3.0,
+31,tutorials,deepmodeling/tutorials,,,,,https://github.com/deepmodeling/tutorials,https://github.com/deepmodeling/tutorials,,2022-03-07 06:19:19,2024-08-21 19:01:45.000000,2024-08-21 19:01:44,143,,23.0,5.0,67.0,1.0,2.0,14.0,,,,,,Tutorials for DeepModeling projects.,,,10.0,,,,,,,,,,,,5,True,others,3.0,
+32,DeepH-pack,deepmodeling/DeepH-pack,,,,,https://github.com/deepmodeling/DeepH-pack,https://github.com/deepmodeling/DeepH-pack,LGPL-3.0,2022-07-19 08:07:24,2024-04-11 02:16:01.000000,2023-12-28 12:48:09,56,,6.0,2.0,2.0,4.0,2.0,13.0,,,,,,Deep neural networks for density functional theory Hamiltonian.,,,6.0,,,,,,,,,,,,4,True,others,3.0,
+33,ADMP,deepmodeling/ADMP,,,,,https://github.com/deepmodeling/ADMP,https://github.com/deepmodeling/ADMP,,2021-12-26 07:22:47,2024-04-11 02:15:25.000000,2022-02-15 02:13:59,120,,3.0,1.0,6.0,,,3.0,,,,,,Automatic Differentiation Multipole Moment Molecular Forcefield.,,,7.0,,,,,,,,,,,,4,True,others,3.0,
+34,tutorials-cn,deepmodeling/tutorials-cn,,,,,https://github.com/deepmodeling/tutorials-cn,https://github.com/deepmodeling/tutorials-cn,LGPL-2.1,2022-03-30 07:39:32,2024-04-11 02:15:41.000000,2022-12-29 11:58:55,9,,7.0,5.0,13.0,,,3.0,,,,,,,,,4.0,,,,,,,,,,,,4,True,others,3.0,
+35,LibRI,deepmodeling/LibRI,,,,,https://github.com/deepmodeling/LibRI,https://github.com/deepmodeling/LibRI,GPL-3.0,2023-04-19 02:10:20,2025-02-18 05:21:27.000000,2025-01-10 16:30:29,127,2.0,1.0,2.0,1.0,2.0,1.0,6.0,,,,,,,,,3.0,,,,,,,,,,,,2,True,others,3.0,
+36,openfinite,deepmodeling/openfinite,,,,,https://github.com/deepmodeling/openfinite,https://github.com/deepmodeling/openfinite,LGPL-3.0,2021-10-10 08:56:48,2024-04-11 02:15:14.000000,2021-10-06 08:13:39,13,,1.0,1.0,1.0,,,1.0,,,,,,,,,2.0,,,,,,,,,,,,0,True,others,,
+37,dflow-op-cutter,deepmodeling/dflow-op-cutter,,,,,https://github.com/deepmodeling/dflow-op-cutter,https://github.com/deepmodeling/dflow-op-cutter,,2022-06-24 01:31:42,2024-04-11 02:15:58.000000,2022-07-06 09:54:08,4,,1.0,4.0,1.0,,1.0,,,,,,,,,,2.0,,,,,,,,,,,,0,True,others,,
diff --git a/latest-changes.md b/latest-changes.md
index 0409335..a9b5a5e 100644
--- a/latest-changes.md
+++ b/latest-changes.md
@@ -2,15 +2,8 @@
_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._
-- DeepFlame (🥈17 · ⭐ 150 · 📈) - A deep learning empowered open-source platform for reacting flow simulations. GPL-3.0
-- deepmodeling_sphinx (🥈13 · ⭐ 3 · 📈) - Sphinx extension for DeepModeling projects. LGPL-3.0
-
-## 📉 Trending Down
-
-_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._
-
-- ABACUS (🥇24 · ⭐ 190 · 📉) - An electronic structure package based on either plane wave basis or numerical atomic orbitals. LGPL-3.0
-- dflow (🥈17 · ⭐ 67 · 📉) - Dflow is a Python framework for constructing scientific computing workflows (e.g. concurrent learning workflows).. LGPL-3.0
-- JAX-FEM (🥉12 · ⭐ 350 · 📉) - Differentiable Finite Element Method with JAX. GPL-3.0
-- DeePDih (🥉6 · ⭐ 5 · 💤) - Deep Potential driven molecular dihedral scan toolkit. MIT
+- dflow (🥈18 · ⭐ 67 · 📈) - Dflow is a Python framework for constructing scientific computing workflows (e.g. concurrent learning workflows).. LGPL-3.0
+- DP-GUI (🥈15 · ⭐ 7 · 📈) - A web-based GUI for user inputs. LGPL-3.0
+- JAX-FEM (🥈13 · ⭐ 350 · 📈) - Differentiable Finite Element Method with JAX. GPL-3.0
+- args (🥉11 · ⭐ 2 · 📈) - DeepModeling dargs arguments generation. LGPL-3.0