Python generative-model

Open-source Python projects categorized as generative-model

Top 23 Python generative-model Projects

  • jukebox

    Code for the paper "Jukebox: A Generative Model for Music"

  • Project mention: Open Source Libraries | /r/AudioAI | 2023-10-02

    openai/jukebox: Music Generation

  • denoising-diffusion-pytorch

    Implementation of Denoising Diffusion Probabilistic Model in Pytorch

  • Project mention: Commits · lucidrains/denoising-diffusion-pytorch | /r/u_metareflection | 2023-05-24
  • 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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  • courses

    This repository is a curated collection of links to various courses and resources about Artificial Intelligence (AI) (by SkalskiP)

  • Project mention: If you are looking for free courses about AI, LLMs, CV, or NLP, I created the repository with links to resources that I found super high quality and helpful. The link is in the comment. | /r/ChatGPT | 2023-07-02

    I found it: https://github.com/SkalskiP/courses

  • stylegan2-pytorch

    Simplest working implementation of Stylegan2, state of the art generative adversarial network, in Pytorch. Enabling everyone to experience disentanglement

  • Project mention: Wikipedia No Longer Considers CNET "Generally Reliable" Source After AI Scandal | news.ycombinator.com | 2024-02-29
  • ALAE

    [CVPR2020] Adversarial Latent Autoencoders

  • SDV

    Synthetic data generation for tabular data

  • Project mention: Synthetic data generation for tabular data | news.ycombinator.com | 2024-02-27

    Can someone help me understand the licensing of this?

    https://github.com/sdv-dev/SDV/blob/main/LICENSE

    It was MIT licensed up until 2022 where it was changed to what it is now, where they say that it will become MIT again 4 years after release... but is that from when the license was changed or the first release of the software in GitHub?

  • DreamCraft3D

    [ICLR 2024] Official implementation of DreamCraft3D: Hierarchical 3D Generation with Bootstrapped Diffusion Prior

  • Project mention: AI Image Generator Transforms 2D Images into 3D Images | news.ycombinator.com | 2023-11-07
  • SaaSHub

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  • giraffe

    This repository contains the code for the CVPR 2021 paper "GIRAFFE: Representing Scenes as Compositional Generative Neural Feature Fields" (by autonomousvision)

  • RAVE

    Official implementation of the RAVE model: a Realtime Audio Variational autoEncoder

  • Project mention: How could you use AI for music inspiration/ideas? | /r/edmproduction | 2023-05-23

    Also, theres new tools like https://github.com/acids-ircam/RAVE which can be used to create new sounds, i feel like the more granular you work with AI on art, the better can help you out. Magentajs is pretty cool! Im still just playing with it but is easy to use so far.

  • kogpt

    KakaoBrain KoGPT (Korean Generative Pre-trained Transformer) (by kakaobrain)

  • ImageReward

    [NeurIPS 2023] ImageReward: Learning and Evaluating Human Preferences for Text-to-image Generation

  • Project mention: Results of finetuning Avalon TRUvision v2 with image scoring | /r/StableDiffusion | 2023-05-17

    I used Image Reward repo to score generated imaged during training and modified loss function to take score into account.

  • torch-fidelity

    High-fidelity performance metrics for generative models in PyTorch

  • Text2LIVE

    Official Pytorch Implementation for "Text2LIVE: Text-Driven Layered Image and Video Editing" (ECCV 2022 Oral)

  • magvit

    Official JAX implementation of MAGVIT: Masked Generative Video Transformer (by google-research)

  • Project mention: Magvit: Masked Generative Video Transformer | news.ycombinator.com | 2023-06-23

    Looks like it's stuck in Google's release review process. Author hopes to publish this week, per https://github.com/MAGVIT/magvit/issues/2#issuecomment-15981...

    ===========

    Lijun-Yu commented Jun 20, 2023

    I hate the delay in the code release due to company review policies... but hopefully it will be out this week during CVPR.

    The initial version will live at https://github.com/google-research/magvit (not yet online as of 06/19), written in Jax/Flax. We are also going to release model weights trained on non-proprietary datasets, along with generated samples, so long as they're approved.

    I'm also happy to help with any potential Pytorch reimplementations.

    ===========

  • nflows

    Normalizing flows in PyTorch

  • MeshDiffusion

    Official implementation of "MeshDiffusion: Score-based Generative 3D Mesh Modeling" (ICLR 2023 Spotlight)

  • MidiTok

    MIDI / symbolic music tokenizers for Deep Learning models 🎶

  • Papers-in-100-Lines-of-Code

    Implementation of papers in 100 lines of code.

  • Project mention: How do I run this code from Papers in 100 lines of code? | /r/NeuralRadianceFields | 2023-09-22

    I wanted to try the some code written by Maxime Vandegar https://github.com/MaximeVandegar/Papers-in-100-Lines-of-Code/tree/main/KiloNeRF_Speeding_up_Neural_Radiance_Fields_with_Thousands_of_Tiny_MLPs

  • progen

    Official release of the ProGen models

  • Project mention: Large language models generate functional protein sequences across families | news.ycombinator.com | 2023-05-13

    I was supposed to be reply to another comment. The GitHub is from 2022:

    https://github.com/salesforce/progen

  • Copulas

    A library to model multivariate data using copulas.

  • evodiff

    Generation of protein sequences and evolutionary alignments via discrete diffusion models

  • Project mention: What’s Next in Protein Design? Microsoft Researchers Introduce EvoDiff: A Groundbreaking AI Framework for Sequence-First Protein Engineering | /r/machinelearningnews | 2023-09-19

    Github: https://github.com/microsoft/evodiff

  • synthcity

    A library for generating and evaluating synthetic tabular data for privacy, fairness and data augmentation.

  • CelebV-HQ

    [ECCV 2022] CelebV-HQ: A Large-Scale Video Facial Attributes Dataset

  • SaaSHub

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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).

Python generative-model related posts

  • Wikipedia No Longer Considers CNET "Generally Reliable" Source After AI Scandal

    1 project | news.ycombinator.com | 29 Feb 2024
  • Realism Engine SDXL v2.0 just released

    1 project | /r/StableDiffusion | 11 Dec 2023
  • Spongebob!!!

    1 project | /r/comedyhomicide | 10 Dec 2023
  • 🤣🤣🤣

    1 project | /r/WhitePeopleTwitter | 10 Dec 2023
  • Many AI images have are photorealistic, but have a strangely empty and ''soulless'' expression. Something is wrong, but it's hard to say what

    1 project | /r/StableDiffusion | 9 Dec 2023
  • Quan Chi is from Massachusetts

    1 project | /r/MortalKombat | 7 Dec 2023
  • Sketchy Youtube comments talking about Hostinger

    1 project | /r/Hostinger | 6 Dec 2023
  • A note from our sponsor - InfluxDB
    www.influxdata.com | 10 May 2024
    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. Learn more →

Index

What are some of the best open-source generative-model projects in Python? This list will help you:

Project Stars
1 jukebox 7,580
2 denoising-diffusion-pytorch 7,075
3 courses 4,556
4 stylegan2-pytorch 3,651
5 ALAE 3,494
6 SDV 2,144
7 DreamCraft3D 1,800
8 giraffe 1,229
9 RAVE 1,209
10 kogpt 999
11 ImageReward 952
12 torch-fidelity 881
13 Text2LIVE 849
14 magvit 848
15 nflows 805
16 MeshDiffusion 740
17 MidiTok 588
18 Papers-in-100-Lines-of-Code 587
19 progen 565
20 Copulas 506
21 evodiff 425
22 synthcity 363
23 CelebV-HQ 341

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