origin-llm  by houchenll

LLM development and application ecosystem

Created 1 year ago
291 stars

Top 90.7% on SourcePulse

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Project Summary

This repository serves as a comprehensive, curated collection of resources for understanding and working with Large Language Models (LLMs). It targets engineers, researchers, and students, offering structured pathways through LLM fundamentals, development, applications, and interview preparation, thereby consolidating entry points into the vast LLM ecosystem.

How It Works

The project is an organized index of external resources, not executable code. It categorizes links to GitHub repositories, papers, courses, and tutorials covering LLM overviews, foundational knowledge (math, Python, DL, NLP), creation (Transformers, attention), usage (Hugging Face Transformers, deployment), applications, and interview prep. This approach leverages existing high-quality community contributions.

Quick Start & Requirements

As a curated list, there is no single installation command. Users are directed to individual linked projects for setup. Prerequisites vary widely across linked resources, from Python environments and deep learning frameworks to specific hardware (GPUs) and datasets. Links to official documentation for many projects are provided within the README.

Highlighted Details

  • Covers LLM theory (e.g., "A Survey of Large Language Models") to practical implementation (e.g., "LLMs-from-scratch", "nanoGPT", "llama.cpp").
  • Includes resources for foundational understanding and advanced topics like multimodal LLMs (MiniCPM-V, InternVL) and efficient fine-tuning (LLaMA-Factory).
  • Features sections dedicated to LLM applications, RAG, agents (Dify, SWE-agent), and deployment tools (OpenLLM, mlc-llm).
  • Provides specific guidance for interview preparation with "八股文" and "面经".

Maintenance & Community

The README is a static compilation. Maintenance status and community activity depend entirely on the individual projects linked. No central community channels or specific maintainer information are provided for the origin-llm repository itself.

Licensing & Compatibility

The houchenll/origin-llm repository does not specify a license. Users must consult the licenses of individual linked projects for terms of use, compatibility, and restrictions. Many linked projects are permissively licensed (e.g., MIT, Apache 2.0), but others may have more restrictive terms.

Limitations & Caveats

This is a resource index, not executable software. Its value lies in curation and organization; timeliness depends on update frequency. Users must navigate to individual projects for implementation, setup, and support.

Health Check
Last Commit

1 year ago

Responsiveness

Inactive

Pull Requests (30d)
0
Issues (30d)
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Star History
29 stars in the last 30 days

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