René's URL Explorer Experiment

Title: GitHub - albertma/RAG-python-notebook: A RAG notebook projects, Which is used in China · GitHub

Open Graph Title: GitHub - albertma/RAG-python-notebook: A RAG notebook projects, Which is used in China

X Title: GitHub - albertma/RAG-python-notebook: A RAG notebook projects, Which is used in China

Description: A RAG notebook projects, Which is used in China . Contribute to albertma/RAG-python-notebook development by creating an account on GitHub.

Open Graph Description: A RAG notebook projects, Which is used in China . Contribute to albertma/RAG-python-notebook development by creating an account on GitHub.

X Description: A RAG notebook projects, Which is used in China . Contribute to albertma/RAG-python-notebook development by creating an account on GitHub.

Opengraph URL: https://github.com/albertma/RAG-python-notebook

X: @github

direct link

Domain: github.com

route-pattern	/:user_id/:repository
route-controller	files
route-action	disambiguate
fetch-nonce	v2:119e745a-1c48-9cbb-26e1-841f1ea2da9f
current-catalog-service-hash	f3abb0cc802f3d7b95fc8762b94bdcb13bf39634c40c357301c4aa1d67a256fb
request-id	B8FC:26CE68:48ACCB:61DB72:6A5B6BE3
html-safe-nonce	feef21749a5b197f557b0ccc6633677ba83ae3f51f1d897013fad7c93d91dad1
visitor-payload	eyJyZWZlcnJlciI6IiIsInJlcXVlc3RfaWQiOiJCOEZDOjI2Q0U2ODo0OEFDQ0I6NjFEQjcyOjZBNUI2QkUzIiwidmlzaXRvcl9pZCI6IjU3ODczMjYyMTM4OTIzMDM4NDMiLCJyZWdpb25fZWRnZSI6ImlhZCIsInJlZ2lvbl9yZW5kZXIiOiJpYWQifQ==
visitor-hmac	22c5762e967edf46df02724a7e0e49cc9be6f43a7291a4d4b4912aa4aadf5bfe
hovercard-subject-tag	repository:979489843
github-keyboard-shortcuts	repository,copilot
google-site-verification	Apib7-x98H0j5cPqHWwSMm6dNU4GmODRoqxLiDzdx9I
octolytics-url	https://collector.github.com/github/collect
analytics-location	//
fb:app_id	1401488693436528
apple-itunes-app	app-id=1477376905, app-argument=https://github.com/albertma/RAG-python-notebook
twitter:image	https://opengraph.githubassets.com/4e2e797c2726ef59f8c27cf29b43cec9dce48b82dba6f3c56f1926715e438aaf/albertma/RAG-python-notebook
twitter:card	summary_large_image
og:image	https://opengraph.githubassets.com/4e2e797c2726ef59f8c27cf29b43cec9dce48b82dba6f3c56f1926715e438aaf/albertma/RAG-python-notebook
og:image:alt	A RAG notebook projects, Which is used in China . Contribute to albertma/RAG-python-notebook development by creating an account on GitHub.
og:image:width	1200
og:image:height	600
og:site_name	GitHub
og:type	object
hostname	github.com
expected-hostname	github.com
None	5290d7e14309ad1e76106a9c4237bd1041517e83ea182c8ab756752cb0c6940b
turbo-cache-control	no-cache
go-import	github.com/albertma/RAG-python-notebook git https://github.com/albertma/RAG-python-notebook.git
octolytics-dimension-user_id	1231063
octolytics-dimension-user_login	albertma
octolytics-dimension-repository_id	979489843
octolytics-dimension-repository_nwo	albertma/RAG-python-notebook
octolytics-dimension-repository_public	true
octolytics-dimension-repository_is_fork	false
octolytics-dimension-repository_network_root_id	979489843
octolytics-dimension-repository_network_root_nwo	albertma/RAG-python-notebook
turbo-body-classes	logged-out env-production page-responsive
disable-turbo	false
browser-stats-url	https://api.github.com/_private/browser/stats
browser-errors-url	https://api.github.com/_private/browser/errors
release	9c975978430e9ad293956f2bbdaf153b1bd84a99
ui-target	canary-2
theme-color	#1e2327
color-scheme	light dark

Links:

Skip to content	https://github.com/albertma/RAG-python-notebook#start-of-content
	https://github.com/
Sign in	https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2Falbertma%2FRAG-python-notebook
GitHub CopilotWrite better code with AI	https://github.com/features/copilot
GitHub Copilot appDirect agents from issue to merge	https://github.com/features/ai/github-app
MCP RegistryNewIntegrate external tools	https://github.com/mcp
ActionsAutomate any workflow	https://github.com/features/actions
CodespacesInstant dev environments	https://github.com/features/codespaces
IssuesPlan and track work	https://github.com/features/issues
Code ReviewManage code changes	https://github.com/features/code-review
GitHub Advanced SecurityFind and fix vulnerabilities	https://github.com/security/advanced-security
Code securitySecure your code as you build	https://github.com/security/advanced-security/code-security
Secret protectionStop leaks before they start	https://github.com/security/advanced-security/secret-protection
Why GitHub	https://github.com/why-github
Documentation	https://docs.github.com
Blog	https://github.blog
Changelog	https://github.blog/changelog
Marketplace	https://github.com/marketplace
View all features	https://github.com/features
Enterprises	https://github.com/enterprise
Small and medium teams	https://github.com/team
Startups	https://github.com/enterprise/startups
Nonprofits	https://github.com/solutions/industry/nonprofits
App Modernization	https://github.com/solutions/use-case/app-modernization
DevSecOps	https://github.com/solutions/use-case/devsecops
DevOps	https://github.com/solutions/use-case/devops
CI/CD	https://github.com/solutions/use-case/ci-cd
View all use cases	https://github.com/solutions/use-case
Healthcare	https://github.com/solutions/industry/healthcare
Financial services	https://github.com/solutions/industry/financial-services
Manufacturing	https://github.com/solutions/industry/manufacturing
Government	https://github.com/solutions/industry/government
View all industries	https://github.com/solutions/industry
View all solutions	https://github.com/solutions
AI	https://github.com/resources/articles?topic=ai
Software Development	https://github.com/resources/articles?topic=software-development
DevOps	https://github.com/resources/articles?topic=devops
Security	https://github.com/resources/articles?topic=security
View all topics	https://github.com/resources/articles
Customer stories	https://github.com/customer-stories
Events & webinars	https://github.com/resources/events
Ebooks & reports	https://github.com/resources/whitepapers
Business insights	https://github.com/solutions/executive-insights
GitHub Skills	https://skills.github.com
Documentation	https://docs.github.com
Customer support	https://support.github.com
Community forum	https://github.com/orgs/community/discussions
Trust center	https://github.com/trust-center
Partners	https://github.com/partners
View all resources	https://github.com/resources
GitHub SponsorsFund open source developers	https://github.com/open-source/sponsors
Security Lab	https://securitylab.github.com
Maintainer Community	https://maintainers.github.com
Accelerator	https://github.com/open-source/accelerator
GitHub Stars	https://stars.github.com
Archive Program	https://archiveprogram.github.com
Topics	https://github.com/topics
Trending	https://github.com/trending
Collections	https://github.com/collections
Enterprise platformAI-powered developer platform	https://github.com/enterprise
GitHub Advanced SecurityEnterprise-grade security features	https://github.com/security/advanced-security
Copilot for BusinessEnterprise-grade AI features	https://github.com/features/copilot/copilot-business
Premium SupportEnterprise-grade 24/7 support	https://github.com/enterprise/premium-support
Pricing	https://github.com/pricing
Search syntax tips	https://docs.github.com/search-github/github-code-search/understanding-github-code-search-syntax
documentation	https://docs.github.com/search-github/github-code-search/understanding-github-code-search-syntax
Sign in	https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2Falbertma%2FRAG-python-notebook
Sign up	https://github.com/signup?ref_cta=Sign+up&ref_loc=header+logged+out&ref_page=%2F%3Cuser-name%3E%2F%3Crepo-name%3E&source=header-repo&source_repo=albertma%2FRAG-python-notebook
Reload	https://github.com/albertma/RAG-python-notebook
Reload	https://github.com/albertma/RAG-python-notebook
Reload	https://github.com/albertma/RAG-python-notebook
albertma	https://github.com/albertma
RAG-python-notebook	https://github.com/albertma/RAG-python-notebook
Notifications	https://github.com/login?return_to=%2Falbertma%2FRAG-python-notebook
Fork 0	https://github.com/login?return_to=%2Falbertma%2FRAG-python-notebook
Star 0	https://github.com/login?return_to=%2Falbertma%2FRAG-python-notebook
Code	https://github.com/albertma/RAG-python-notebook
Issues 0	https://github.com/albertma/RAG-python-notebook/issues
Pull requests 0	https://github.com/albertma/RAG-python-notebook/pulls
Actions	https://github.com/albertma/RAG-python-notebook/actions
Projects	https://github.com/albertma/RAG-python-notebook/projects
Security and quality 0	https://github.com/albertma/RAG-python-notebook/security
Insights	https://github.com/albertma/RAG-python-notebook/pulse
Code	https://github.com/albertma/RAG-python-notebook
Issues	https://github.com/albertma/RAG-python-notebook/issues
Pull requests	https://github.com/albertma/RAG-python-notebook/pulls
Actions	https://github.com/albertma/RAG-python-notebook/actions
Projects	https://github.com/albertma/RAG-python-notebook/projects
Security and quality	https://github.com/albertma/RAG-python-notebook/security
Insights	https://github.com/albertma/RAG-python-notebook/pulse
	https://github.com/albertma/RAG-python-notebook
Branches	https://github.com/albertma/RAG-python-notebook/branches
Tags	https://github.com/albertma/RAG-python-notebook/tags
	https://github.com/albertma/RAG-python-notebook/branches
	https://github.com/albertma/RAG-python-notebook/tags
7 Commits	https://github.com/albertma/RAG-python-notebook/commits/main/
	https://github.com/albertma/RAG-python-notebook/commits/main/
.ipynb_checkpoints	https://github.com/albertma/RAG-python-notebook/tree/main/.ipynb_checkpoints
.ipynb_checkpoints	https://github.com/albertma/RAG-python-notebook/tree/main/.ipynb_checkpoints
.vscode	https://github.com/albertma/RAG-python-notebook/tree/main/.vscode
.vscode	https://github.com/albertma/RAG-python-notebook/tree/main/.vscode
__pycache__	https://github.com/albertma/RAG-python-notebook/tree/main/__pycache__
__pycache__	https://github.com/albertma/RAG-python-notebook/tree/main/__pycache__
data	https://github.com/albertma/RAG-python-notebook/tree/main/data
data	https://github.com/albertma/RAG-python-notebook/tree/main/data
database/chroma_db	https://github.com/albertma/RAG-python-notebook/tree/main/database/chroma_db
database/chroma_db	https://github.com/albertma/RAG-python-notebook/tree/main/database/chroma_db
extracted_images	https://github.com/albertma/RAG-python-notebook/tree/main/extracted_images
extracted_images	https://github.com/albertma/RAG-python-notebook/tree/main/extracted_images
01_simple_rag.ipynb	https://github.com/albertma/RAG-python-notebook/blob/main/01_simple_rag.ipynb
01_simple_rag.ipynb	https://github.com/albertma/RAG-python-notebook/blob/main/01_simple_rag.ipynb
02_sementic_chunking.ipynb	https://github.com/albertma/RAG-python-notebook/blob/main/02_sementic_chunking.ipynb
02_sementic_chunking.ipynb	https://github.com/albertma/RAG-python-notebook/blob/main/02_sementic_chunking.ipynb
03_chunking_size_selector.ipynb	https://github.com/albertma/RAG-python-notebook/blob/main/03_chunking_size_selector.ipynb
03_chunking_size_selector.ipynb	https://github.com/albertma/RAG-python-notebook/blob/main/03_chunking_size_selector.ipynb
04_context-enriched_rag.ipynb	https://github.com/albertma/RAG-python-notebook/blob/main/04_context-enriched_rag.ipynb
04_context-enriched_rag.ipynb	https://github.com/albertma/RAG-python-notebook/blob/main/04_context-enriched_rag.ipynb
05_contextual_chunk_header_rag.ipynb	https://github.com/albertma/RAG-python-notebook/blob/main/05_contextual_chunk_header_rag.ipynb
05_contextual_chunk_header_rag.ipynb	https://github.com/albertma/RAG-python-notebook/blob/main/05_contextual_chunk_header_rag.ipynb
06_doc_que_gen_augmentation_rag.ipynb	https://github.com/albertma/RAG-python-notebook/blob/main/06_doc_que_gen_augmentation_rag.ipynb
06_doc_que_gen_augmentation_rag.ipynb	https://github.com/albertma/RAG-python-notebook/blob/main/06_doc_que_gen_augmentation_rag.ipynb
07_query_transformer.ipynb	https://github.com/albertma/RAG-python-notebook/blob/main/07_query_transformer.ipynb
07_query_transformer.ipynb	https://github.com/albertma/RAG-python-notebook/blob/main/07_query_transformer.ipynb
08_reranked_rag.ipynb	https://github.com/albertma/RAG-python-notebook/blob/main/08_reranked_rag.ipynb
08_reranked_rag.ipynb	https://github.com/albertma/RAG-python-notebook/blob/main/08_reranked_rag.ipynb
09_relative_segment_extraction.ipynb	https://github.com/albertma/RAG-python-notebook/blob/main/09_relative_segment_extraction.ipynb
09_relative_segment_extraction.ipynb	https://github.com/albertma/RAG-python-notebook/blob/main/09_relative_segment_extraction.ipynb
1.jpg	https://github.com/albertma/RAG-python-notebook/blob/main/1.jpg
1.jpg	https://github.com/albertma/RAG-python-notebook/blob/main/1.jpg
13_self_rag.ipynb	https://github.com/albertma/RAG-python-notebook/blob/main/13_self_rag.ipynb
13_self_rag.ipynb	https://github.com/albertma/RAG-python-notebook/blob/main/13_self_rag.ipynb
14_proposition_rag_enhance.ipynb	https://github.com/albertma/RAG-python-notebook/blob/main/14_proposition_rag_enhance.ipynb
14_proposition_rag_enhance.ipynb	https://github.com/albertma/RAG-python-notebook/blob/main/14_proposition_rag_enhance.ipynb
15_multimodal_rag.ipynb	https://github.com/albertma/RAG-python-notebook/blob/main/15_multimodal_rag.ipynb
15_multimodal_rag.ipynb	https://github.com/albertma/RAG-python-notebook/blob/main/15_multimodal_rag.ipynb
16_funsion_rag_finder.ipynb	https://github.com/albertma/RAG-python-notebook/blob/main/16_funsion_rag_finder.ipynb
16_funsion_rag_finder.ipynb	https://github.com/albertma/RAG-python-notebook/blob/main/16_funsion_rag_finder.ipynb
17_graph_rag.ipynb	https://github.com/albertma/RAG-python-notebook/blob/main/17_graph_rag.ipynb
17_graph_rag.ipynb	https://github.com/albertma/RAG-python-notebook/blob/main/17_graph_rag.ipynb
3.jpg	https://github.com/albertma/RAG-python-notebook/blob/main/3.jpg
3.jpg	https://github.com/albertma/RAG-python-notebook/blob/main/3.jpg
LICENSE	https://github.com/albertma/RAG-python-notebook/blob/main/LICENSE
LICENSE	https://github.com/albertma/RAG-python-notebook/blob/main/LICENSE
README.md	https://github.com/albertma/RAG-python-notebook/blob/main/README.md
README.md	https://github.com/albertma/RAG-python-notebook/blob/main/README.md
Rerank-evaluation.md	https://github.com/albertma/RAG-python-notebook/blob/main/Rerank-evaluation.md
Rerank-evaluation.md	https://github.com/albertma/RAG-python-notebook/blob/main/Rerank-evaluation.md
best_rag_finder.ipynb	https://github.com/albertma/RAG-python-notebook/blob/main/best_rag_finder.ipynb
best_rag_finder.ipynb	https://github.com/albertma/RAG-python-notebook/blob/main/best_rag_finder.ipynb
fusion_rag.py	https://github.com/albertma/RAG-python-notebook/blob/main/fusion_rag.py
fusion_rag.py	https://github.com/albertma/RAG-python-notebook/blob/main/fusion_rag.py
fusion_rag_result.md	https://github.com/albertma/RAG-python-notebook/blob/main/fusion_rag_result.md
fusion_rag_result.md	https://github.com/albertma/RAG-python-notebook/blob/main/fusion_rag_result.md
llamaIndex_demo.ipynb	https://github.com/albertma/RAG-python-notebook/blob/main/llamaIndex_demo.ipynb
llamaIndex_demo.ipynb	https://github.com/albertma/RAG-python-notebook/blob/main/llamaIndex_demo.ipynb
prompts.py	https://github.com/albertma/RAG-python-notebook/blob/main/prompts.py
prompts.py	https://github.com/albertma/RAG-python-notebook/blob/main/prompts.py
query.es	https://github.com/albertma/RAG-python-notebook/blob/main/query.es
query.es	https://github.com/albertma/RAG-python-notebook/blob/main/query.es
requirements.txt	https://github.com/albertma/RAG-python-notebook/blob/main/requirements.txt
requirements.txt	https://github.com/albertma/RAG-python-notebook/blob/main/requirements.txt
simple_vector_store.py	https://github.com/albertma/RAG-python-notebook/blob/main/simple_vector_store.py
simple_vector_store.py	https://github.com/albertma/RAG-python-notebook/blob/main/simple_vector_store.py
搭建一套通用的RAG.md	https://github.com/albertma/RAG-python-notebook/blob/main/%E6%90%AD%E5%BB%BA%E4%B8%80%E5%A5%97%E9%80%9A%E7%94%A8%E7%9A%84RAG.md
搭建一套通用的RAG.md	https://github.com/albertma/RAG-python-notebook/blob/main/%E6%90%AD%E5%BB%BA%E4%B8%80%E5%A5%97%E9%80%9A%E7%94%A8%E7%9A%84RAG.md
检索增强生成RAG从0到1.ipynb	https://github.com/albertma/RAG-python-notebook/blob/main/%E6%A3%80%E7%B4%A2%E5%A2%9E%E5%BC%BA%E7%94%9F%E6%88%90RAG%E4%BB%8E0%E5%88%B01.ipynb
检索增强生成RAG从0到1.ipynb	https://github.com/albertma/RAG-python-notebook/blob/main/%E6%A3%80%E7%B4%A2%E5%A2%9E%E5%BC%BA%E7%94%9F%E6%88%90RAG%E4%BB%8E0%E5%88%B01.ipynb
README	https://github.com/albertma/RAG-python-notebook
MIT license	https://github.com/albertma/RAG-python-notebook
	https://github.com/albertma/RAG-python-notebook#rag-python-notebook
	https://github.com/albertma/RAG-python-notebook#设置环境变量
	https://github.com/albertma/RAG-python-notebook#运行notebook
	https://github.com/albertma/RAG-python-notebook#rag-fusion
Readme	https://github.com/albertma/RAG-python-notebook#readme-ov-file
MIT license	https://github.com/albertma/RAG-python-notebook#MIT-1-ov-file
Please reload this page	https://github.com/albertma/RAG-python-notebook
Activity	https://github.com/albertma/RAG-python-notebook/activity
0 forks	https://github.com/albertma/RAG-python-notebook/forks
Report repository	https://github.com/contact/report-content?content_url=https%3A%2F%2Fgithub.com%2Falbertma%2FRAG-python-notebook&report=albertma+%28user%29
Releases	https://github.com/albertma/RAG-python-notebook/releases
Packages 0	https://github.com/users/albertma/packages?repo_name=RAG-python-notebook
Please reload this page	https://github.com/albertma/RAG-python-notebook
Please reload this page	https://github.com/albertma/RAG-python-notebook
Contributors	https://github.com/albertma/RAG-python-notebook/graphs/contributors
Please reload this page	https://github.com/albertma/RAG-python-notebook
Jupyter Notebook 96.9%	https://github.com/albertma/RAG-python-notebook/search?l=jupyter-notebook
Python 3.1%	https://github.com/albertma/RAG-python-notebook/search?l=python
	https://github.com
Terms	https://docs.github.com/site-policy/github-terms/github-terms-of-service
Privacy	https://docs.github.com/site-policy/privacy-policies/github-privacy-statement
Security	https://github.com/security
Status	https://www.githubstatus.com/
Community	https://github.community/
Docs	https://docs.github.com/
Contact	https://support.github.com?tags=dotcom-footer

Viewport: width=device-width

URLs of crawlers that visited me.