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Top 23 generative-ai Open-Source Projects
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generative-ai-for-beginners
18 Lessons, Get Started Building with Generative AI š https://microsoft.github.io/generative-ai-for-beginners/
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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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haystack
:mag: LLM orchestration framework to build customizable, production-ready LLM applications. Connect components (models, vector DBs, file converters) to pipelines or agents that can interact with your data. With advanced retrieval methods, it's best suited for building RAG, question answering, semantic search or conversational agent chatbots.
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NeMo
A scalable generative AI framework built for researchers and developers working on Large Language Models, Multimodal, and Speech AI (Automatic Speech Recognition and Text-to-Speech)
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mmagic
OpenMMLab Multimodal Advanced, Generative, and Intelligent Creation Toolbox. Unlock the magic šŖ: Generative-AI (AIGC), easy-to-use APIs, awsome model zoo, diffusion models, for text-to-image generation, image/video restoration/enhancement, etc.
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BentoML
The most flexible way to serve AI/ML models in production - Build Model Inference Service, LLM APIs, Inference Graph/Pipelines, Compound AI systems, Multi-Modal, RAG as a Service, and more!
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generative-ai
Sample code and notebooks for Generative AI on Google Cloud, including Gemini (by GoogleCloudPlatform)
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awesome-generative-ai
A curated list of modern Generative Artificial Intelligence projects and services
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krita-ai-diffusion
Streamlined interface for generating images with AI in Krita. Inpaint and outpaint with optional text prompt, no tweaking required.
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big-AGI
Generative AI suite powered by state-of-the-art models and providing advanced AI/AGI functions. It features AI personas, AGI functions, multi-model chats, text-to-image, voice, response streaming, code highlighting and execution, PDF import, presets for developers, much more. Deploy on-prem or in the cloud.
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h2o-llmstudio
H2O LLM Studio - a framework and no-code GUI for fine-tuning LLMs. Documentation: https://h2oai.github.io/h2o-llmstudio/
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xTuring
Build, customize and control you own LLMs. From data pre-processing to fine-tuning, xTuring provides an easy way to personalize open-source LLMs. Join our discord community: https://discord.gg/TgHXuSJEk6
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Generative AI For Beginners: a collection of resources to learn about Generative AI, including tutorials, code samples, and more.
Project mention: Haystack DB ā 10x faster than FAISS with binary embeddings by default | news.ycombinator.com | 2024-04-28I was confused for a bit but there is no relation to https://haystack.deepset.ai/
Project mention: [P] Making a TTS voice, HK-47 from Kotor using Tortoise (Ideally WaveRNN) | /r/MachineLearning | 2023-07-06I don't test WaveRNN but from the ones that I know the best that is open source is FastPitch. And it's easy to use, here is the tutorial for voice cloning.
Link to GitHub -->
I've used the code based on similar examples from GitHub [1]. According to docs [2], imagegeneration@005 was released on the 11th, so I guessed it's Imagen 2, though there are no confirmations.
[1] https://github.com/GoogleCloudPlatform/generative-ai/blob/ma...
[2] https://console.cloud.google.com/vertex-ai/publishers/google...
Project mention: Generative AI ā A curated list of Generative AI projects and services | /r/hypeurls | 2023-08-15
I have been playing a lot with Krita's SD plugin https://github.com/Acly/krita-ai-diffusion - that uses ComfyUI as it's API source.
Project mention: Adding a streaming run function to the Assistants API | news.ycombinator.com | 2024-02-07
Project mention: GPT-4 Turbo with Vision is a step backwards for coding | news.ycombinator.com | 2024-04-10
Project mention: Morphic: An AI-powered answer engine with a generative UI | news.ycombinator.com | 2024-04-09
Project mention: Paid dev gig: develop a basic LLM PEFT finetuning utility | /r/LocalLLaMA | 2023-06-02
Project mention: More Agents Is All You Need: LLMs performance scales with the number of agents | news.ycombinator.com | 2024-04-06I couldn't agree more. You should check out LLMWare's SLIM agents (https://github.com/llmware-ai/llmware/tree/main/examples/SLI...). It's focusing on pretty much exactly this and chaining multiple local LLMs together.
A really good topic that ties in with this is the need for deterministic sampling (I may have the terminology a bit incorrect) depending on what the model is indended for. The LLMWare team did a good 2 part video on this here as well (https://www.youtube.com/watch?v=7oMTGhSKuNY)
I think dedicated miniture LLMs are the way forward.
Disclaimer - Not affiliated with them in any way, just think it's a really cool project.
This notebook is dedicated to a (not so) short jupyterlab/jupyter-ai unboxing so anyone can enjoy this kind of magic (and much much more):
Project mention: I'm developing an open-source AI tool called xTuring, enabling anyone to construct a Language Model with just 5 lines of code. I'd love to hear your thoughts! | /r/machinelearningnews | 2023-09-07Explore the project on GitHub here.
Project mention: YiValāāUnlocking Your Data's Power to Create Customized GenAI Apps | /r/u_YiVal | 2023-11-16- š¤Github:https://github.com/YiVal/YiVal/pull/189
One thing I wanted to add and call attention to is the importance of licensing in open models. This is often overlooked when we blindly accept the vague branding of models as āopenā, but I am noticing that many open weight models are actually using encumbered proprietary licenses rather than standard open source licenses that are OSI approved (https://opensource.org/licenses). As an example, Databricksās DBRX model has a proprietary license that forces adherence to their highly restrictive Acceptable Use Policy by referencing a live website hosting their AUP (https://github.com/databricks/dbrx/blob/main/LICENSE), which means as they change their AUP, you may be further restricted in the future. Metaās Llama is similar (https://github.com/meta-llama/llama/blob/main/LICENSE ). Iām not sure who can depend on these models given this flaw.
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?
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).
generative-ai related posts
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BMF: Frame extraction acceleration- video similarity search with Pinecone
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Show HN: Open-Source SlackAI app for those who don't want to pay $10/user/month
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Automated integer hash function discovery
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How to Detect AI Hallucinations
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Looking for cofounders to build open reliable LLM infra
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Show HN: Cognita ā open-source RAG framework for modular applications
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Gemini API 102: Next steps beyond "Hello World!"
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A note from our sponsor - SaaSHub
www.saashub.com | 13 May 2024
Index
What are some of the best open-source generative-ai projects? This list will help you:
| Project | Stars | |
|---|---|---|
| 1 | generative-ai-for-beginners | 43,438 |
| 2 | LLaMA-Factory | 21,791 |
| 3 | jina | 20,121 |
| 4 | haystack | 13,784 |
| 5 | NeMo | 10,179 |
| 6 | mmagic | 6,602 |
| 7 | BentoML | 6,586 |
| 8 | openvino | 5,996 |
| 9 | generative-ai | 5,556 |
| 10 | awesome-generative-ai | 4,863 |
| 11 | krita-ai-diffusion | 4,732 |
| 12 | gateway | 4,647 |
| 13 | TaskingAI | 4,615 |
| 14 | big-AGI | 4,379 |
| 15 | morphic | 4,256 |
| 16 | h2o-llmstudio | 3,614 |
| 17 | llmware | 3,717 |
| 18 | Anima | 3,251 |
| 19 | jupyter-ai | 2,875 |
| 20 | xTuring | 2,525 |
| 21 | YiVal | 2,439 |
| 22 | dbrx | 2,407 |
| 23 | SDV | 2,153 |
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