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Top 21 Python Modeling Projects
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Project mention: GitHub - CadQuery/cadquery: A python parametric CAD scripting framework based on OCCT | /r/codeCAD | 2023-07-26
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Onboard AI
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Project mention: CAD Sketcher, free and open-source project bringing CAD like tools to Blender3d | news.ycombinator.com | 2023-02-19
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Latest docs: https://docs.rocketpy.org/en/latest/user/index.htmlFull release notes: https://github.com/RocketPy-Team/RocketPy/releases/tag/v1.1.0
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python-mip
Python-MIP: collection of Python tools for the modeling and solution of Mixed-Integer Linear programs
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Project mention: Is Conway's Game of Life Conscious According to Integrated Information Theory? | /r/askscience | 2023-06-05
it's not very hard to build a model (and the corresponding transition probability matrix) for a GoL network. and the version 4.0 formalism code is online for anyone to use (https://github.com/wmayner/pyphi). so you could try to answer the question for yourself (though it gets computationally prohibitive for networks bigger than 10 units or so, so...)
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InfluxDB
Collect and Analyze Billions of Data Points in Real Time. Manage all types of time series data in a single, purpose-built database. Run at any scale in any environment in the cloud, on-premises, or at the edge.
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SeaLion
The first machine learning framework that encourages learning ML concepts instead of memorizing class functions.
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Project mention: Loops: journeys in declarative logic programming in genomics [video] | news.ycombinator.com | 2023-11-30
LinkML that Chris presents here looks really interesting though!
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prysm
physical optics: integrated modeling, phase retrieval, segmented systems, polynomials and fitting, sequential raytracing... (by brandondube)
My current concept is to just combine zernike polynomials with a random factor and calculate the PSF from that, which can be somewhat easily be done with the prysm library. These PSFs can then be convolved with circular and gaussian kernels for modelling additional defocus and accounting for other stuff like the AA filter. Then I'd add chromatic aberration by offseting/scaling the PSFs for each channel. Some generated kernels already look pretty good when comparing them to stars in astrophotography images, but others not so much.
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dash-tools
DashTools - Plotly Dash Command Line Tools - Create, Run and Deploy Templated Python Apps from Terminal
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retomaton
PyTorch code for the RetoMaton paper: "Neuro-Symbolic Language Modeling with Automaton-augmented Retrieval" (ICML 2022)
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Project mention: Is there any Blender 2.8+ addon for splitting Shape Keys into left and right sided shapes, from a symmetrical shape? 1 mirrored into 2 unmirrored | /r/blenderhelp | 2023-02-04
Ideally similar to https://github.com/TiberiumFusion/BlenderShapeKeyTools
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bdsim_realtime
Real-time execution and remote monitoring and tuning of BDSim Block-Diagrams for modeling and control of Dynamical Systems
Project mention: RE: If you had to pick a library from another language (Rust, JS, etc.) that isn’t currently available in Python and have it instantly converted into Python for you to use, what would it be? | /r/Python | 2023-04-20Check out https://pypi.org/project/bdsim/. I also built an addon package that includes a web interface for telemetry and live tuning: https://github.com/CallumJHays/bdsim_realtime (it is only suitable for VERY soft real-time)
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NOTE:
The open source projects on this list are ordered by number of github stars.
The number of mentions indicates repo mentiontions in the last 12 Months or
since we started tracking (Dec 2020).
The latest post mention was on 2023-11-30.
Python Modeling related posts
- How to generate realistic PSFs for camera lenses?
- GitHub - CadQuery/cadquery: A python parametric CAD scripting framework based on OCCT
- Prysm is a Python 3.6 library for numerical optics
- Books/ other resources to learn about Fraunhofer diffraction farfield model using MATLAB/python?
- Synth Printer: 3D printed synth panels with simple Python code. Give me early feedback?
- Python raytracer optimizations and improvements
- Demonstrations of laser optics/Fourier optics and diffraction simulations
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Index
What are some of the best open-source Modeling projects in Python? This list will help you:
| Project | Stars | |
|---|---|---|
| 1 | dash | 19,716 |
| 2 | cadquery | 2,507 |
| 3 | CAD_Sketcher | 2,265 |
| 4 | dython | 479 |
| 5 | RocketPy | 475 |
| 6 | python-mip | 471 |
| 7 | pyphi | 341 |
| 8 | SeaLion | 327 |
| 9 | linkml | 234 |
| 10 | prysm | 205 |
| 11 | pymadcad | 163 |
| 12 | carveme | 117 |
| 13 | dash-tools | 81 |
| 14 | retomaton | 60 |
| 15 | Jomini | 38 |
| 16 | ordered | 36 |
| 17 | modelator-py | 28 |
| 18 | PorousMediaLab | 20 |
| 19 | epispot | 15 |
| 20 | BlenderShapeKeyTools | 12 |
| 21 | bdsim_realtime | 5 |
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