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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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SaaSHub
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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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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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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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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
transformers is a package by Hugging Face, that helps you interact with models on HF Hub (GitHub)
Keras
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: 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...
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: Ray: Unified framework for scaling AI and Python applications | news.ycombinator.com | 2024-05-03
Project mention: Ask HN: Open-source, local Text-to-Speech (TTS) generators | news.ycombinator.com | 2024-05-07I just noticed that https://coqui.ai/ is "Shutting down".
I'm building a web app (React / Django) which takes a list of affirmations & goals (in Markdown files), puts them into a database (SQlite), and uses voice synthesis to create voice audio files of the phrases. These are combined with a relaxed backing track (ffmpeg), made into playlists of 10-20 phrases (randomly sampled, or according to a theme: "mind" "body" "soul") and then play automatically in the morning & evening (cron). This allows you to persistently hear & vocalize your own goals & good vibes over time.
I had been planning to use Coqui TTS as the local text-to-speech engine, but with this cancellation, I'd love to hear from the community what is a great open-source, local text-to-speech engine?
Generally, I learn both the highest quality commercially available technology (example: ElevenLabs), and also the best open-source equivalent. Would love to hear suggestions & perspectives on this. What voice synth tools are you investing your time into learning & building with?
Project mention: SB-1047 will stifle open-source AI and decrease safety | news.ycombinator.com | 2024-04-29It's very easy to get started, right in your Terminal, no fees! No credit card at all.
And there are cloud providers like https://replicate.com/ and https://lightning.ai/ that will let you use your LLM via an API key just like you did with OpenAI if you need that.
You don't need OpenAI - nobody does.
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.
Project mention: What's the best PyTorch model visualization tool? | news.ycombinator.com | 2024-04-28Netron seems to be the best that I've seen so far. https://github.com/lutzroeder/netron
Project mention: The CEO of Ultralytics (yolov8) using LLMs to engage with commenters on GitHub | news.ycombinator.com | 2024-02-12Yep, I noticed this a while ago. It posts easily identifiable ChatGPT responses. It also posts garbage wrong answers which makes it worse than useless. Totally disrespectful to the userbase.
https://github.com/ultralytics/ultralytics/issues/5748#issue...
Pytorch related posts
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Intel Arc A770: Arrays larger than 4GB crashes
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Recapping the AI, Machine Learning and Data Science Meetup — May 2, 2024
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AI leaderboards are no longer useful. It's time to switch to Pareto curves
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SB-1047 will stifle open-source AI and decrease safety
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Haystack DB – 10x faster than FAISS with binary embeddings by default
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Show HN: I made a ROS package for realtime semantic segmentation
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Lossless Acceleration of LLM via Adaptive N-Gram Parallel Decoding
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A note from our sponsor - SaaSHub
www.saashub.com | 7 May 2024
Index
What are some of the best open-source Pytorch projects? This list will help you:
Project | Stars | |
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1 | stable-diffusion-webui | 130,470 |
2 | transformers | 125,369 |
3 | Keras | 60,972 |
4 | Real-Time-Voice-Cloning | 50,815 |
5 | nn | 48,430 |
6 | yolov5 | 47,071 |
7 | Made-With-ML | 35,702 |
8 | GFPGAN | 34,637 |
9 | ComfyUI | 33,914 |
10 | MockingBird | 33,904 |
11 | DeepSpeed | 32,834 |
12 | Ray | 31,179 |
13 | pytorch-image-models | 29,828 |
14 | TTS | 29,420 |
15 | fairseq | 29,301 |
16 | pytorch-tutorial | 29,160 |
17 | mmdetection | 27,885 |
18 | pytorch-lightning | 26,952 |
19 | Real-ESRGAN | 26,181 |
20 | netron | 26,174 |
21 | fastai | 25,638 |
22 | ultralytics | 23,223 |
23 | JARVIS | 23,076 |
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