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Top 23 Pytorch Open-Source Projects
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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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nn
🧑🏫 60 Implementations/tutorials of deep learning papers with side-by-side notes 📝; including transformers (original, xl, switch, feedback, vit, ...), optimizers (adam, adabelief, sophia, ...), gans(cyclegan, stylegan2, ...), 🎮 reinforcement learning (ppo, dqn), capsnet, distillation, ... 🧠
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WorkOS
The modern identity platform for B2B SaaS. The APIs are flexible and easy-to-use, supporting authentication, user identity, and complex enterprise features like SSO and SCIM provisioning.
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MockingBird
🚀AI拟声: 5秒内克隆您的声音并生成任意语音内容 Clone a voice in 5 seconds to generate arbitrary speech in real-time
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DeepSpeed
DeepSpeed is a deep learning optimization library that makes distributed training and inference easy, efficient, and effective.
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ComfyUI
The most powerful and modular stable diffusion GUI, api and backend with a graph/nodes interface.
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Ray
Ray is a unified framework for scaling AI and Python applications. Ray consists of a core distributed runtime and a set of AI Libraries for accelerating ML workloads.
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pytorch-image-models
PyTorch image models, scripts, pretrained weights -- ResNet, ResNeXT, EfficientNet, NFNet, Vision Transformer (ViT), MobileNet-V3/V2, RegNet, DPN, CSPNet, Swin Transformer, MaxViT, CoAtNet, ConvNeXt, and more
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pytorch-lightning
Pretrain, finetune and deploy AI models on multiple GPUs, TPUs with zero code changes.
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Real-ESRGAN
Real-ESRGAN aims at developing Practical Algorithms for General Image/Video Restoration.
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JARVIS
JARVIS, a system to connect LLMs with ML community. Paper: https://arxiv.org/pdf/2303.17580.pdf
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diffusers
🤗 Diffusers: State-of-the-art diffusion models for image and audio generation in PyTorch and FLAX.
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SaaSHub
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Project mention: Show HN: I made an app to use local AI as daily driver | news.ycombinator.com | 2024-02-27* LLaVA model: I'll add more documentation. You are right Llava could not generate images. For image generation I don't have immediate plans, but checkout these projects for local image generation.
- https://diffusionbee.com/
- https://github.com/comfyanonymous/ComfyUI
- https://github.com/AUTOMATIC1111/stable-diffusion-webui
Project mention: Lossless Acceleration of LLM via Adaptive N-Gram Parallel Decoding | news.ycombinator.com | 2024-04-21The HuggingFace transformers library already has support for a similar method called prompt lookup decoding that uses the existing context to generate an ngram model: https://github.com/huggingface/transformers/issues/27722
I don't think it would be that hard to switch it out for a pretrained ngram model.
Ref https://www.youtube.com/watch?v=0GwnxFNfZhM https://github.com/ultralytics/yolov5 https://dev.to/gfstealer666/kaaraich-yolo-alkrithuemainkaartrwcchcchabwatthu-object-detection-3lef https://www.kaggle.com/datasets/devdgohil/the-oxfordiiit-pet-dataset/data
Project mention: [D] How do you keep up to date on Machine Learning? | /r/learnmachinelearning | 2023-08-13Made With ML
Project mention: Ask HN: What is the state of the art in AI photo enhancement? | news.ycombinator.com | 2024-01-24
Project mention: Can we discuss MLOps, Deployment, Optimizations, and Speed? | /r/LocalLLaMA | 2023-12-06DeepSpeed can handle parallelism concerns, and even offload data/model to RAM, or even NVMe (!?) . I'm surprised I don't see this project used more.
Project mention: ComflowySpace: An open-source version of better ComfyUI | news.ycombinator.com | 2024-03-08The non standard licensing puts me off in contributing or using this. It is frustrating how the phrase opensource has been diluted in the AI/ML community. ComfyUI has a GPL license [1] while this project uses this [2]. I honestly don't know where I stand since this is a legal document using non-standard phrasing to describe how the rights around the source code.
This is a project that uses a custom license with less rights provided than the ComfyUI project it self-describes as improving. Am not sure the title is reflective of the project.
[1] - https://github.com/comfyanonymous/ComfyUI/blob/master/LICENS...
22. Ray | Github | tutorial
Project mention: OpenAI deems its voice cloning tool too risky for general release | news.ycombinator.com | 2024-03-31lol this marketing technique is getting very old. https://github.com/coqui-ai/TTS is already amazing and open source.
Project mention: Lightning AI Studios – A persistent GPU cloud environment | news.ycombinator.com | 2023-12-14
Project mention: Visualizer for neural network, deep learning and machine learning models | news.ycombinator.com | 2023-12-26
Project mention: AI-Powered Nvidia RTX Video HDR Transforms Standard Video into HDR Video | news.ycombinator.com | 2024-01-24It's not exactly what you're after, as it's anime specific and you need to process the video yourself (eg disassemble to frames, run the upscaler, then assemble back to a movie file), but Real-ESRGAN is really good:
https://github.com/xinntao/Real-ESRGAN/
It's pretty brilliant for cleaning up very old, low resolution anime.
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).
Pytorch related posts
- Lossless Acceleration of LLM via Adaptive N-Gram Parallel Decoding
- AI enthusiasm #6 - Finetune any LLM you want💡
- จำแนกสายพันธ์ุหมากับแมวง่ายๆด้วยYoLoV5
- Getting Started with Gemma Models
- Zephyr 141B, a Mixtral 8x22B fine-tune, is now available in Hugging Chat
- IOPaint: Image inpainting tool powered by SOTA. Erase and replace objects/people
- Show HN: Sonauto – a more controllable AI music creator
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A note from our sponsor - WorkOS
workos.com | 23 Apr 2024
Index
What are some of the best open-source Pytorch projects? This list will help you:
| Project | Stars | |
|---|---|---|
| 1 | stable-diffusion-webui | 128,662 |
| 2 | transformers | 124,557 |
| 3 | Keras | 60,902 |
| 4 | Real-Time-Voice-Cloning | 50,652 |
| 5 | nn | 47,503 |
| 6 | yolov5 | 46,738 |
| 7 | Made-With-ML | 35,610 |
| 8 | GFPGAN | 34,533 |
| 9 | MockingBird | 33,796 |
| 10 | DeepSpeed | 32,550 |
| 11 | ComfyUI | 32,480 |
| 12 | Ray | 30,988 |
| 13 | pytorch-image-models | 29,659 |
| 14 | fairseq | 29,205 |
| 15 | pytorch-tutorial | 29,093 |
| 16 | TTS | 28,959 |
| 17 | mmdetection | 27,742 |
| 18 | pytorch-lightning | 26,797 |
| 19 | netron | 26,040 |
| 20 | Real-ESRGAN | 25,999 |
| 21 | fastai | 25,577 |
| 22 | JARVIS | 23,019 |
| 23 | diffusers | 22,429 |
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