PythonNet
swift
PythonNet | swift | |
---|---|---|
37 | 16 | |
4,364 | 6,052 | |
1.3% | - | |
7.0 | 0.0 | |
8 days ago | over 2 years ago | |
C# | Jupyter Notebook | |
MIT License | Apache License 2.0 |
Stars - the number of stars that a project has on GitHub. Growth - month over month growth in stars.
Activity is a relative number indicating how actively a project is being developed. Recent commits have higher weight than older ones.
For example, an activity of 9.0 indicates that a project is amongst the top 10% of the most actively developed projects that we are tracking.
PythonNet
- I modified and hacked away xonsh source code
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Multi-threaded task processing engine that supports both sync and async execution
I looked into using .NET as a "backend" and the pythonnet library to bridge the gap, but unfortunately that library does not support async. To properly support it would require some kind of integration with the asyncio event loop APIs or implement the AbstractEventLoop interface and some how make it thread-safe - not even sure that's possible with the API design of asyncio itself.
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[WPF, C#] Need ideas on how to automate these operations based on the response I get from python script.
If you're running the python within C# using Python.NET, then you're somewhat within-process and there are ways of sending the data across. (Return objects, channel/queues, whatever fits your use case.)
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Found this on a job description. Wasn't aware .Net supports Java & Python! .Net core is really coming along.
I was going to make a joke about Python .NET core .. but .. apparently it's a real thing.
- Announcing .NET 8 Preview 4 - .NET Blog
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Starting Python, confused about cross platform app development. Is IronPython + .NET the only option?
I am not set on .NET, but just curious, so thanks for the suggestions. Interesting that it's billed as cross-plaform, but doesn't do it that well. I just searched 'python wrapper for .net' and found PythonNET. Also, it seems yes IronPython is active.
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TIA Openness with Docker
I created a Django based python project that interfaces to TIA Openness to create some Remote IO. To do this I use the pythonnet library. so that I can load the Openness DLL.
- Guidance into the unknown...
- mask detection model made with python, need to make predictions with that model in C#
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Python's “Disappointing” Superpowers
Any .NET language with https://github.com/pythonnet/pythonnet
swift
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Show HN: Designing Bridges with PyTorch
I remember several years ago when differentiable programming was an object of interest to the programming community and Lattner was trying to make Swift for Tensorflow happen[1].
I'm of the opinion that it was ahead of its time: Swift hadn't (and still hasn't) made enough progress on Linux support for it to be taken seriously as a language for writing anything that isn't associated with Apple. However, as a result, Swift now has language-level differentiability in its compiler. I'd love to see Swift get used for projects like this, but I suppose the reality of the matter is that there are so many performant runtimes for 2D/3D physics that there just isn't much of a need for automatic differentiation (and its overhead) to solve these problems. The tooling nerd in me thinks this stuff is fascinating.
https://github.com/tensorflow/swift
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Can Swift be used for Data Science?
there was a time when google attempted to integrate swift with tensorflow, but the project was abandoned, and the repo is archived now. I believe the swift community picked up some of the features, and they are still working on it.
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Engineering Trade-Offs in Automatic Differentiation: from TensorFlow and PyTorch to Jax and Julia - Stochastic Lifestyle
Apple really is focusing on CoreML rather than differentiable swift, that was more of the vision of Swift4TF, which really was driven mostly by Google, until it was cancelled (I assume because of Chris Latner leaving google for SiFive): https://github.com/tensorflow/swift
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Swift on the Server in 2020
to be fair, Swift for Tensorflow was dropped (Feb 21) way after this article was written (Aug 20) https://github.com/tensorflow/swift
- Flashlight: Fast and flexible machine learning in C++
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Swift for TensorFlow Shuts Down
Neat! This may have not been well known when they kicked off the project and wrote their reasoning. Here is what they had to say about Scala at the time of the document linked up-thread[0]:
"Java / C# / Scala (and other OOP languages with pervasive dynamic dispatch): These languages share most of the static analysis problems as Python: their primary abstraction features (classes and interfaces) are built on highly dynamic constructs, which means that static analysis of Tensor operations depends on "best effort" techniques like alias analysis and class hierarchy analysis. Further, because they are pervasively reference-based, it is difficult to reliably disambiguate pointer aliases."
If they were wrong about that, or if the state of the art has progressed in the meantime, that's great! You may well be right that Scala would be a good / the best choice if they started the project today.
[0]: https://github.com/tensorflow/swift/blob/main/docs/WhySwiftF...
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Swift for TensorFlow in Archive Mode
It was not in the README
What are some alternatives?
Iron python - Implementation of the Python programming language for .NET Framework; built on top of the Dynamic Language Runtime (DLR).
julia - The Julia Programming Language
PyWin32 - python for windows extensions
Enzyme.jl - Julia bindings for the Enzyme automatic differentiator
WinPython - A free Python-distribution for Windows platform, including prebuilt packages for Scientific Python.
DeepSpeed - DeepSpeed is a deep learning optimization library that makes distributed training and inference easy, efficient, and effective.
CefSharp - .NET (WPF and Windows Forms) bindings for the Chromium Embedded Framework
dataenforce - Python package to enforce column names & data types of pandas DataFrames
CppSharp - Tools and libraries to glue C/C++ APIs to high-level languages
Vapor - 💧 A server-side Swift HTTP web framework.
NuGetForUnity - A NuGet Package Manager for Unity
smoke-framework - A light-weight server-side service framework written in the Swift programming language.