datawhalechina /llm-universe
本项目是一个面向小白开发者的大模型应用开发教程,在线阅读地址:https://datawhalechina.github.io/llm-universe/
This project is a tutorial on developing large model applications, aimed at beginner developers. Read it online at: https://datawhalechina.github.io/llm-universe/ Machine translation by Claude Sonnet 5.5. A wrong translation? Report an error
- Stars
- 14,258 stars
- Forks
- 1,441 forks
- Language
- Jupyter Notebook
- License
- Not reported
- Created
- Oct 29, 2023
- Last push
- Aug 27, 2026
- Updated
- Nov 3, 2026
Why these Tags: an agent read the README and quoted it
- Course from the readme:
通过一个课程完成大模型开发的重点入门
(machine translation by Claude Sonnet 5.5:Complete the key introductory parts of large model development through a single course
) - Tutorial from the readme:
本项目从实践出发,结合最常见、通用的个人知识库助手项目,深入浅出逐步拆解 LLM 开发的一般流程、步骤
(machine translation by Claude Sonnet 5.5:Starting from practice, this project takes the most common and general personal knowledge base assistant project and breaks down the general workflow and steps of LLM development step by step, in an accessible way
)
An agent gave these Tags from the fixed Tag list in the AwesomeRepos source code. A code check kept each Tag only when its quote is in the text. A wrong Tag? Report an errorwith the form at the end of this page.
In the Repository Index since Oct 22, 2026, from the starting dataset of the index.
Star History
192 days recorded, Apr 26, 2026 – Nov 3, 2026 (UTC). Net change +1,619 stars.
The star count of each day is the latest count minus the net stars of the later days.
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Star History chart
[](https://awesomerepos.com/datawhalechina/llm-universe)Badge
[](https://awesomerepos.com/datawhalechina/llm-universe)Timeline
It gained stars on each of the 192 days recorded since Apr 26, 2026.
Its largest 7 days were Jul 16, 2026 to Jul 22, 2026: 148 stars.
In the 30 days to Nov 3, 2026 it got 207 stars, 9% more than in the 30 days before.
It had 12,639 stars before Apr 26, 2026 and has 14,258 stars now: 10,742 fewer than 25,000.
- Created on the Repository Host
- Release v1: 动手学大模型应用开发V1-2024-04-14
- Largest star day recorded: +41 stars
- +34 stars in one day
- +20 stars in one day
- Latest push
- Entered the Repository Index from the Seed Dataset
The timeline comes from the creation date and the releases on the Repository Host, the Admission, the Star History, and the Observations. Star milestones show only when the Star History records the day. The list shows up to 5 stable releases from the latest 10 releases recorded. When none of them is stable, one item counts the pre-releases. On the chart of net stars each day, a solid line marks each recorded release.
Forks and pushes
From 14 Observations, Oct 22, 2026 – Nov 4, 2026. Forks +7. AwesomeRepos saw a new push on 0 of 13 days.
- Oct 23, 2026: no new push
- Oct 24, 2026: no new push
- Oct 25, 2026: no new push
- Oct 26, 2026: no new push
- Oct 27, 2026: no new push
- Oct 28, 2026: no new push
- Oct 29, 2026: no new push
- Oct 30, 2026: no new push
- Oct 31, 2026: no new push
- Nov 1, 2026: no new push
- Nov 2, 2026: no new push
- Nov 3, 2026: no new push
- Nov 4, 2026: no new push
A filled day: the last push time changed since the Observation before it.
Health facts
Measured facts in four separate dimensions, each with a date and a source. AwesomeRepos does not add them into one score. AwesomeRepos last read these facts from GitHub on Nov 4, 2026. How AwesomeRepos defines each check
Maintenance
3 of 4 checksYes: Not archived
GitHub does not mark the repository as archived. Source
Yes: A push in the last 90 days
Last push on 2026-08-27, 69 days ago. Source
Yes: Commits in the last 13 weeks
2 commits on the default branch in the last 13 weeks (GitHub, 2026-11-04). Source
No: Commits in 26 or more of the last 52 weeks
Commits in 7 of the last 52 weeks (GitHub, 2026-11-04). Source
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Releases
0 of 3 checksSecurity practice
0 of 1 checkNo: A security policy
GitHub finds no security policy (GitHub, 2026-11-04).
OpenSSF Scorecard has no result for this repository from the last 90 days.
Community files
0 of 3 checksNo: A licence
GitHub finds no licence. Source
No: A contributing guide
GitHub finds no contributing guide (GitHub, 2026-11-04).
No: A code of conduct
GitHub finds no code of conduct (GitHub, 2026-11-04).
Dependencies in the index
This section shows the packages that connect this repository to other repositories in the index.
The GitHub dependency graph of this repository names 16 direct packages (scanned on Nov 4, 2026). Packages from 8 other repositories in the index are among them.
No scanned repository names a package from this repository.
Uses (in the index) · 8
PyPI: langchain, langchain-chroma, langchain-core, langchain-openai and 1 more
PyPI: streamlit
- fxsjy/jieba35K
PyPI: jieba
PyPI: pydantic
PyPI: unstructured
PyPI: pymupdf
PyPI: python-dotenv
PyPI: markdown
Used by (in the index) · 0
None.
Sources: the GitHub dependency graph of each repository, and deps.dev for the source repository of each package (checked on Nov 3, 2026). A dependency graph also names development packages. deps.dev takes most source repositories from package metadata. How the dependency graph is made
Observations
Latest Observation, Nov 4, 2026: 14,258 stars, 1,441 forks, last push Aug 27, 2026, not archived. One of 14 Observations since Oct 22, 2026.