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Top 23 Python Opensource Projects
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cassowary
Run Windows Applications on Linux as if they are native, Use linux applications to launch files files located in windows vm without needing to install applications on vm. With easy to use configuration GUI
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InfluxDB
Power Real-Time Data Analytics at Scale. Get real-time insights from all types of time series data with InfluxDB. Ingest, query, and analyze billions of data points in real-time with unbounded cardinality.
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aimet
AIMET is a library that provides advanced quantization and compression techniques for trained neural network models.
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video-to-ascii
It is a simple python package to play videos in the terminal using characters as pixels
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meltano
Meltano: the declarative code-first data integration engine that powers your wildest data and ML-powered product ideas. Say goodbye to writing, maintaining, and scaling your own API integrations.
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SaaSHub
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pybossa
PYBOSSA is the ultimate crowdsourcing framework (aka microtasking) to analyze or enrich data that can't be processed by machines alone.
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Ganeti
Ganeti is a virtual machine cluster management tool built on top of existing virtualization technologies such as Xen or KVM and other open source software.
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libresbc
An open source Session Border Controller π The SBC you dream about π½ LibreSBC will help you save thousands of dollars.
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h2o-wizardlm
Open-Source Implementation of WizardLM to turn documents into Q:A pairs for LLM fine-tuning
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tach
A Python tool to enforce a modular, decoupled package architecture. π Open source π Installable via pip π§ Able to be adopted incrementally - β‘ Implemented with no runtime impact βΎοΈ Interoperable with your existing systems
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ovos-buildroot
Open Voice Operating System - Buildroot edition is a minimalistic linux OS bringing the OVOS voice assistant to embbeded, low-spec headless and/or small (touch)screen devices.
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Hacktoberfest2023
About Make your Pull Request on Hacktoberfest 2023. Don't forget to spread love and if you like give us a βοΈ
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domonic
Create HTML with python 3 using a standard DOM API. Includes a python port of JavaScript for interoperability and tons of other cool features. A fast prototyping library.
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SaaSHub
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Project mention: How are you running Windows only applications on your Linux ThinkPad? | /r/thinkpad | 2023-06-17I'm using virtualbox on my x220, of I really need windows. However, if you setup a VM from scratch anyway, I would rather go with KVM/QEMU and maybe even try https://github.com/casualsnek/cassowary, to launch the windows programms directly under Linux, with the VM running "in the background".
Project mention: Ask HN: How to come up with a useful, coding hobby project? | news.ycombinator.com | 2023-08-27pal to ascii : https://github.com/joelibaceta/video-to-ascii
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[0] : https://en.wikipedia.org/wiki/Philo_Farnsworth
[1] : punch card : https://www.youtube.com/watch?v=Oke-7lsvFug
original pearl programming : https://www.youtube.com/watch?v=gALLuttm8tI
Project mention: meltano VS cloudquery - a user suggested alternative | libhunt.com/r/meltano | 2023-06-02
My journey in open source started with Hacktoberfest 2019. I heard about this event from X (previously Twitter) and decided to participate. Back then, resources to learn how to contribute to open source were less plentiful than today. So, I had no other option than to learn by reading the projects' README and contributing guidelines on GitHub.
Project mention: RAG Using Structured Data: Overview and Important Questions | news.ycombinator.com | 2024-01-10Ok, using ChatGPT and Bard (the irony lol) I learned a bit more about GNNs:
GNNs are probabilistic and can be trained to learn representations in graph-structured data and handling complex relationships, while classical graph algorithms are specialized for specific graph analysis tasks and operate based on predefined rules/steps.
* Why is PyG it called "Geometric" and not "Topologic" ?
Properties like connectivity, neighborhoods, and even geodesic distances can all be considered topological features of a graph. These features remain unchanged under continuous deformations like stretching or bending, which is the defining characteristic of topological equivalence. In this sense, "PyTorch Topologic" might be a more accurate reflection of the library's focus on analyzing the intrinsic structure and connections within graphs.
However, the term "geometric" still has some merit in the context of PyG. While most GNN operations rely on topological principles, some do incorporate notions of Euclidean geometry, such as:
- Node embeddings: Many GNNs learn low-dimensional vectors for each node, which can be interpreted as points in a vector space, allowing geometric operations like distances and angles to be applied.
- Spectral GNNs: These models leverage the eigenvalues and eigenvectors of the graph Laplacian, which encodes information about the geometric structure and distances between nodes.
- Manifold learning: Certain types of graphs can be seen as low-dimensional representations of high-dimensional manifolds. Applying GNNs in this context involves learning geometric properties on the manifold itself.
Therefore, although topology plays a primary role in understanding and analyzing graphs, geometry can still be relevant in certain contexts and GNN operations.
* Real world applications:
- HuggingFace has a few models [0] around things like computational chemistry [1] or weather forecasting.
- PyGod [2] can be used for Outlier Detection (Anomaly Detection).
- Apparently ULTRA [3] can "infer" (in the knowledge graph sense), that Michael Jackson released some disco music :-p (see the paper).
- RGCN [4] can be used for knowledge graph link prediction (recovery of missing facts, i.e. subject-predicate-object triples) and entity classification (recovery of missing entity attributes).
- GreatX [5] tackles removing inherent noise, "Distribution Shift" and "Adversarial Attacks" (ex: noise purposely introduced to hide a node presence) from networks. Apparently this is a thing and the field is called "Graph Reliability" or "Reliable Deep Graph Learning". The author even has a bunch of "awesome" style lists of links! [6]
- Finally this repo has a nice explanation of how/why to run machine learning algorithms "outside of the DB":
"Pytorch Geometric (PyG) has a whole arsenal of neural network layers and techniques to approach machine learning on graphs (aka graph representation learning, graph machine learning, deep graph learning) and has been used in this repo [7] to learn link patterns, also known as link or edge predictions."
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0: https://huggingface.co/models?pipeline_tag=graph-ml&sort=tre...
1: https://github.com/Microsoft/Graphormer
2: https://github.com/pygod-team/pygod
3: https://github.com/DeepGraphLearning/ULTRA
4: https://huggingface.co/riship-nv/RGCN
5: https://github.com/EdisonLeeeee/GreatX
6: https://edisonleeeee.github.io/projects.html
7: https://github.com/Orbifold/pyg-link-prediction
Typically teams won't have access to the code that's being deployed on the other side of the network boundary. This physical separation is overkill though; something like CODEOWNERs and https://github.com/gauge-sh/tach can do this without incurring remotely the same overhead.
Project mention: Hacktoberfest 2023: A Digital Swag Revolution for Open-Source Enthusiasts | dev.to | 2023-10-29Official Hacktoberfest Website GitHub's Blog DigitalOcean's Blog
Project mention: Ludic: New framework for Python with seamless Htmx support | news.ycombinator.com | 2024-03-21
Python Opensource related posts
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KeepYourMouthShut β A Python program to auto-generate Podcasts
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Show HN: KeepYourMouthShut β Creating podcasts has never been easier
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Good Ai for a podcast
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Late Night Random Discussion Thread - 05 December, 2023
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A chess terminal user interface implementation
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Need to replace ElevenLabs with Edge-TTS
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KeepYourMouthShut - free and open-source solution for producing Podcasts
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A note from our sponsor - SaaSHub
www.saashub.com | 31 May 2024
Index
What are some of the best open-source Opensource projects in Python? This list will help you:
Project | Stars | |
---|---|---|
1 | eiten | 2,694 |
2 | cassowary | 2,704 |
3 | aimet | 1,956 |
4 | video-to-ascii | 1,630 |
5 | meltano | 1,626 |
6 | privacyIDEA | 1,440 |
7 | Hacktoberfest | 1,307 |
8 | pygod | 1,232 |
9 | pybossa | 736 |
10 | DGFraud | 655 |
11 | Ganeti | 473 |
12 | keylime | 392 |
13 | libresbc | 335 |
14 | netbox-proxbox | 299 |
15 | h2o-wizardlm | 281 |
16 | Outfit-Fonts | 240 |
17 | tach | 271 |
18 | ovos-buildroot | 218 |
19 | TradeAlgo | 157 |
20 | Hacktoberfest2023 | 129 |
21 | domonic | 129 |
22 | audiocraft-webui | 123 |
23 | UGFraud | 123 |
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