llm

Open-source projects categorized as llm
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Top 23 llm Open-Source Projects

  • llama.cpp

    LLM inference in C/C++

    • Project mention: Ask HN: Affordable hardware for running local large language models? | news.ycombinator.com | 2024-05-05

    Yes, Metal seems to allow a maximum of 1/2 of the RAM for one process, and 3/4 of the RAM allocated to the GPU overall. There’s a kernel hack to fix it, but that comes with the usual system integrity caveats. https://github.com/ggerganov/llama.cpp/discussions/2182

  • MetaGPT

    🌟 The Multi-Agent Framework: First AI Software Company, Towards Natural Language Programming

    • Project mention: Can AI replace a co-founder? | news.ycombinator.com | 2024-01-07

    https://github.com/geekan/MetaGPT :

    > MetaGPT takes a one line requirement as input and outputs user stories / competitive analysis / requirements / data structures / APIs / documents, etc.

    https://news.ycombinator.com/item?id=29141796 ; "Co-Founder Equity Calculator"

    "Ask HN: What are your go to SaaS products for startups/MVPs?" (2020) https://news.ycombinator.com/item?id=23535828 ; FounderKit, StackShare

    > USA Small Business Administration: "10 steps to start your business." https://www.sba.gov/starting-business/how-start-business/10-...

    >> "Startup Incorporation Checklist: How to bootstrap a Delaware C-corp (or S-corp) with employee(s) in California" https://github.com/leonar15/startup-checklist

  • 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.

    InfluxDB logo

  • llama_index

    LlamaIndex is a data framework for your LLM applications

    • Project mention: LlamaIndex: A data framework for your LLM applications | news.ycombinator.com | 2024-04-07

  • llm-course

    Course to get into Large Language Models (LLMs) with roadmaps and Colab notebooks.

    • Project mention: Ask HN: People who switched from GPT to their own models. How was it? | news.ycombinator.com | 2024-02-26

    This is a very nice resource: https://github.com/mlabonne/llm-course

  • dify

    Dify is an open-source LLM app development platform. Dify's intuitive interface combines AI workflow, RAG pipeline, agent capabilities, model management, observability features and more, letting you quickly go from prototype to production.

    • Project mention: Ask HN: LLM workflows to avoid copying and pasting from the web interfaces? | news.ycombinator.com | 2024-05-03

    This visual IDE for LLM pipelines was posted recently: https://github.com/langgenius/dify

    See if it helps.

  • Milvus

    A cloud-native vector database, storage for next generation AI applications

    • Project mention: Computer Vision Meetup: Develop a Legal Search Application from Scratch using Milvus and DSPy! | dev.to | 2024-05-02

    Legal practitioners often need to find specific cases and clauses across thousands of dense documents. While traditional keyword-based search techniques are useful, they fail to fully capture semantic content of queries and case files. Vector search engines and large language models provide an intriguing alternative. In this talk, I will show you how to build a legal search application using the DSPy framework and the Milvus vector search engine.

  • Mr.-Ranedeer-AI-Tutor

    A GPT-4 AI Tutor Prompt for customizable personalized learning experiences.

    • Project mention: The world's most-powerful AI model suddenly got 'lazier' and 'dumber.' A radical redesign of OpenAI's GPT-4 could be behind the decline in performance. | /r/ChatGPT | 2023-07-13

  • SaaSHub

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  • chatgpt-on-wechat

    基于大模型搭建的聊天机器人，同时支持 企业微信、微信 公众号、飞书、钉钉 等接入，可选择GPT3.5/GPT4.0/Claude/文心一言/讯飞星火/通义千问/Gemini/GLM-4/Claude/Kimi/LinkAI，能处理文本、语音和图片，访问操作系统和互联网，支持基于自有知识库进行定制企业智能客服。

  • Flowise

    Drag & drop UI to build your customized LLM flow

    • Project mention: FLaNK Stack Weekly 12 February 2024 | dev.to | 2024-02-12

  • MindsDB

    The platform for customizing AI from enterprise data

    • Project mention: What’s the Difference Between Fine-tuning, Retraining, and RAG? | dev.to | 2024-04-08

    Check us out on GitHub.

  • LLaMA-Factory

    Unify Efficient Fine-Tuning of 100+ LLMs

    • Project mention: FLaNK-AIM Weekly 06 May 2024 | dev.to | 2024-05-06

  • LocalAI

    :robot: The free, Open Source OpenAI alternative. Self-hosted, community-driven and local-first. Drop-in replacement for OpenAI running on consumer-grade hardware. No GPU required. Runs gguf, transformers, diffusers and many more models architectures. It allows to generate Text, Audio, Video, Images. Also with voice cloning capabilities.

    • Project mention: LocalAI: Self-hosted OpenAI alternative reaches 2.14.0 | news.ycombinator.com | 2024-05-03

  • vllm

    A high-throughput and memory-efficient inference and serving engine for LLMs

    • Project mention: AI leaderboards are no longer useful. It's time to switch to Pareto curves | news.ycombinator.com | 2024-04-30

    I guess the root cause of my claim is that OpenAI won't tell us whether or not GPT-3.5 is an MoE model, and I assumed it wasn't. Since GPT-3.5 is clearly nondeterministic at temp=0, I believed the nondeterminism was due to FPU stuff, and this effect was amplified with GPT-4's MoE. But if GPT-3.5 is also MoE then that's just wrong.

    What makes this especially tricky is that small models are truly 100% deterministic at temp=0 because the relative likelihoods are too coarse for FPU issues to be a factor. I had thought 3.5 was big enough that some of its token probabilities were too fine-grained for the FPU. But that's probably wrong.

    On the other hand, it's not just GPT, there are currently floating-point difficulties in vllm which significantly affect the determinism of any model run on it: https://github.com/vllm-project/vllm/issues/966 Note that a suggested fix is upcasting to float32. So it's possible that GPT-3.5 is using an especially low-precision float and introducing nondeterminism by saving money on compute costs.

    Sadly I do not have the money[1] to actually run a test to falsify any of this. It seems like this would be a good little research project.

    [1] Or the time, or the motivation :) But this stuff is expensive.

  • unilm

    Large-scale Self-supervised Pre-training Across Tasks, Languages, and Modalities

    • Project mention: The Era of 1-Bit LLMs: Training_Tips, Code And_FAQ [pdf] | news.ycombinator.com | 2024-03-21

  • open-webui

    User-friendly WebUI for LLMs (Formerly Ollama WebUI)

    • Project mention: Run Large and Small Language Models locally with ollama | dev.to | 2024-05-07

    Luckily, there are some open-source projects like Open WebUI, which provide a web-based experience similar to ChatGPT, that you can also run locally and point to any model. To start the Open WebUI Docker container locally, run the command below in your Terminal (make sure, that ollama serve is still running).

  • semantic-kernel

    Integrate cutting-edge LLM technology quickly and easily into your apps

    • Project mention: #SemanticKernel – 📎Chat Service demo running Phi-2 LLM locally with #LMStudio | dev.to | 2024-02-08

    There is an amazing sample on how to create your own LLM Service class to be used in Semantic Kernel. You can view the Sample here: https://github.com/microsoft/semantic-kernel/blob/3451a4ebbc9db0d049f48804c12791c681a326cb/dotnet/samples/KernelSyntaxExamples/Example16_CustomLLM.cs

  • Chinese-LLaMA-Alpaca

    中文LLaMA&Alpaca大语言模型+本地CPU/GPU训练部署 (Chinese LLaMA & Alpaca LLMs)

    • Project mention: Chinese-Alpaca-Plus-13B-GPTQ | /r/LocalLLaMA | 2023-05-30

    I'd like to share with you today the Chinese-Alpaca-Plus-13B-GPTQ model, which is the GPTQ format quantised 4bit models of Yiming Cui's Chinese-LLaMA-Alpaca 13B for GPU reference.

  • mlc-llm

    Enable everyone to develop, optimize and deploy AI models natively on everyone's devices.

    • Project mention: FLaNK 04 March 2024 | dev.to | 2024-03-04

  • ChatGLM2-6B

    ChatGLM2-6B: An Open Bilingual Chat LLM | 开源双语对话语言模型

    • Project mention: Are We Overlooking China's Progress in AI? | /r/singularity | 2023-06-26

  • LLMs-from-scratch

    Implementing a ChatGPT-like LLM from scratch, step by step

    • Project mention: Finetune a GPT Model for Spam Detection on Your Laptop in Just 5 Minutes | news.ycombinator.com | 2024-05-03

  • peft

    🤗 PEFT: State-of-the-art Parameter-Efficient Fine-Tuning.

    • Project mention: LoftQ: LoRA-fine-tuning-aware Quantization | news.ycombinator.com | 2023-12-19

  • FastGPT

    FastGPT is a knowledge-based platform built on the LLMs, offers a comprehensive suite of out-of-the-box capabilities such as data processing, RAG retrieval, and visual AI workflow orchestration, letting you easily develop and deploy complex question-answering systems without the need for extensive setup or configuration.

    • Project mention: FLaNK Stack Weekly 12 February 2024 | dev.to | 2024-02-12

  • dalai

    The simplest way to run LLaMA on your local machine

    • Project mention: Ask HN: What are the capabilities of consumer grade hardware to work with LLMs? | news.ycombinator.com | 2023-08-03

    I agree, I've definitely seen way more information about running image synthesis models like Stable Diffusion locally than I have LLMs. It's counterintuitive to me that Stable Diffusion takes less RAM than an LLM, especially considering it still needs the word vectors. Goes to show I know nothing.

    I guess it comes down to the requirement of a very high end (or multiple) GPU that makes it impractical for most vs just running it in Colab or something.

    Tho there are some efforts:

    https://github.com/cocktailpeanut/dalai

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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).

llm related posts

Index

What are some of the best open-source llm projects? This list will help you:

Project Stars
1 llama.cpp 57,463
2 MetaGPT 39,468
3 llama_index 31,389
4 llm-course 29,169
5 dify 27,030
6 Milvus 26,979
7 Mr.-Ranedeer-AI-Tutor 26,708
8 chatgpt-on-wechat 25,142
9 Flowise 24,426
10 MindsDB 21,354
11 LLaMA-Factory 20,971
12 LocalAI 19,862
13 vllm 18,931
14 unilm 18,407
15 open-webui 18,333
16 semantic-kernel 18,332
17 Chinese-LLaMA-Alpaca 17,348
18 mlc-llm 17,053
19 ChatGLM2-6B 15,514
20 LLMs-from-scratch 14,440
21 peft 13,962
22 FastGPT 13,166
23 dalai 13,060

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