René's URL Explorer Experiment

Title: GitHub - IIIIQIIII/MSJ-Factory: A Complete Guide to Fine-tuning Qwen2.5-Coder for Chinese Sentiment Analysis · GitHub

Open Graph Title: GitHub - IIIIQIIII/MSJ-Factory: A Complete Guide to Fine-tuning Qwen2.5-Coder for Chinese Sentiment Analysis

X Title: GitHub - IIIIQIIII/MSJ-Factory: A Complete Guide to Fine-tuning Qwen2.5-Coder for Chinese Sentiment Analysis

Description: A Complete Guide to Fine-tuning Qwen2.5-Coder for Chinese Sentiment Analysis - IIIIQIIII/MSJ-Factory

Open Graph Description: A Complete Guide to Fine-tuning Qwen2.5-Coder for Chinese Sentiment Analysis - IIIIQIIII/MSJ-Factory

X Description: A Complete Guide to Fine-tuning Qwen2.5-Coder for Chinese Sentiment Analysis - IIIIQIIII/MSJ-Factory

Opengraph URL: https://github.com/IIIIQIIII/MSJ-Factory

X: @github

direct link

Domain: github.com

route-pattern	/:user_id/:repository
route-controller	files
route-action	disambiguate
fetch-nonce	v2:08bc68ac-7e6f-192d-ee8c-3ab6e936b869
current-catalog-service-hash	f3abb0cc802f3d7b95fc8762b94bdcb13bf39634c40c357301c4aa1d67a256fb
request-id	B95E:300F93:3A4E0B7:4D35E94:6A5D3B7D
html-safe-nonce	800fbf4915b80fa9ddb311db3aade1f94a0cdb141d404694c39d6ce6d7defc78
visitor-payload	eyJyZWZlcnJlciI6IiIsInJlcXVlc3RfaWQiOiJCOTVFOjMwMEY5MzozQTRFMEI3OjREMzVFOTQ6NkE1RDNCN0QiLCJ2aXNpdG9yX2lkIjoiNDU3OTY3MzE1NTA1MzYzMjM4MSIsInJlZ2lvbl9lZGdlIjoiaWFkIiwicmVnaW9uX3JlbmRlciI6ImlhZCJ9
visitor-hmac	a4949d017367ab20a47db72b8371d31aca2f8501cde3279abef8bf65e5495c94
hovercard-subject-tag	repository:1072233933
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/IIIIQIIII/MSJ-Factory
twitter:image	https://opengraph.githubassets.com/eb3e19547e568b156b15b65bddd6ccf084ae8b3ba75f4879da561ec0482dd63e/IIIIQIIII/MSJ-Factory
twitter:card	summary_large_image
og:image	https://opengraph.githubassets.com/eb3e19547e568b156b15b65bddd6ccf084ae8b3ba75f4879da561ec0482dd63e/IIIIQIIII/MSJ-Factory
og:image:alt	A Complete Guide to Fine-tuning Qwen2.5-Coder for Chinese Sentiment Analysis - IIIIQIIII/MSJ-Factory
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/IIIIQIIII/MSJ-Factory git https://github.com/IIIIQIIII/MSJ-Factory.git
octolytics-dimension-user_id	73766507
octolytics-dimension-user_login	IIIIQIIII
octolytics-dimension-repository_id	1072233933
octolytics-dimension-repository_nwo	IIIIQIIII/MSJ-Factory
octolytics-dimension-repository_public	true
octolytics-dimension-repository_is_fork	false
octolytics-dimension-repository_network_root_id	1072233933
octolytics-dimension-repository_network_root_nwo	IIIIQIIII/MSJ-Factory
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	full
theme-color	#1e2327
color-scheme	light dark

Links:

Skip to content	https://github.com/IIIIQIIII/MSJ-Factory#start-of-content
	https://github.com/
Sign in	https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2FIIIIQIIII%2FMSJ-Factory
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%2FIIIIQIIII%2FMSJ-Factory
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=IIIIQIIII%2FMSJ-Factory
Reload	https://github.com/IIIIQIIII/MSJ-Factory
Reload	https://github.com/IIIIQIIII/MSJ-Factory
Reload	https://github.com/IIIIQIIII/MSJ-Factory
IIIIQIIII	https://github.com/IIIIQIIII
MSJ-Factory	https://github.com/IIIIQIIII/MSJ-Factory
Notifications	https://github.com/login?return_to=%2FIIIIQIIII%2FMSJ-Factory
Fork 13	https://github.com/login?return_to=%2FIIIIQIIII%2FMSJ-Factory
Star 141	https://github.com/login?return_to=%2FIIIIQIIII%2FMSJ-Factory
Code	https://github.com/IIIIQIIII/MSJ-Factory
Issues 0	https://github.com/IIIIQIIII/MSJ-Factory/issues
Pull requests 0	https://github.com/IIIIQIIII/MSJ-Factory/pulls
Actions	https://github.com/IIIIQIIII/MSJ-Factory/actions
Projects	https://github.com/IIIIQIIII/MSJ-Factory/projects
Security and quality 0	https://github.com/IIIIQIIII/MSJ-Factory/security
Insights	https://github.com/IIIIQIIII/MSJ-Factory/pulse
Code	https://github.com/IIIIQIIII/MSJ-Factory
Issues	https://github.com/IIIIQIIII/MSJ-Factory/issues
Pull requests	https://github.com/IIIIQIIII/MSJ-Factory/pulls
Actions	https://github.com/IIIIQIIII/MSJ-Factory/actions
Projects	https://github.com/IIIIQIIII/MSJ-Factory/projects
Security and quality	https://github.com/IIIIQIIII/MSJ-Factory/security
Insights	https://github.com/IIIIQIIII/MSJ-Factory/pulse
	https://github.com/IIIIQIIII/MSJ-Factory
Branches	https://github.com/IIIIQIIII/MSJ-Factory/branches
Tags	https://github.com/IIIIQIIII/MSJ-Factory/tags
	https://github.com/IIIIQIIII/MSJ-Factory/branches
	https://github.com/IIIIQIIII/MSJ-Factory/tags
9 Commits	https://github.com/IIIIQIIII/MSJ-Factory/commits/main/
	https://github.com/IIIIQIIII/MSJ-Factory/commits/main/
assets	https://github.com/IIIIQIIII/MSJ-Factory/tree/main/assets
assets	https://github.com/IIIIQIIII/MSJ-Factory/tree/main/assets
data	https://github.com/IIIIQIIII/MSJ-Factory/tree/main/data
data	https://github.com/IIIIQIIII/MSJ-Factory/tree/main/data
examples	https://github.com/IIIIQIIII/MSJ-Factory/tree/main/examples
examples	https://github.com/IIIIQIIII/MSJ-Factory/tree/main/examples
scripts	https://github.com/IIIIQIIII/MSJ-Factory/tree/main/scripts
scripts	https://github.com/IIIIQIIII/MSJ-Factory/tree/main/scripts
src	https://github.com/IIIIQIIII/MSJ-Factory/tree/main/src
src	https://github.com/IIIIQIIII/MSJ-Factory/tree/main/src
tests	https://github.com/IIIIQIIII/MSJ-Factory/tree/main/tests
tests	https://github.com/IIIIQIIII/MSJ-Factory/tree/main/tests
.dockerignore	https://github.com/IIIIQIIII/MSJ-Factory/blob/main/.dockerignore
.dockerignore	https://github.com/IIIIQIIII/MSJ-Factory/blob/main/.dockerignore
.env.local	https://github.com/IIIIQIIII/MSJ-Factory/blob/main/.env.local
.env.local	https://github.com/IIIIQIIII/MSJ-Factory/blob/main/.env.local
CITATION.cff	https://github.com/IIIIQIIII/MSJ-Factory/blob/main/CITATION.cff
CITATION.cff	https://github.com/IIIIQIIII/MSJ-Factory/blob/main/CITATION.cff
LICENSE	https://github.com/IIIIQIIII/MSJ-Factory/blob/main/LICENSE
LICENSE	https://github.com/IIIIQIIII/MSJ-Factory/blob/main/LICENSE
MANIFEST.in	https://github.com/IIIIQIIII/MSJ-Factory/blob/main/MANIFEST.in
MANIFEST.in	https://github.com/IIIIQIIII/MSJ-Factory/blob/main/MANIFEST.in
Makefile	https://github.com/IIIIQIIII/MSJ-Factory/blob/main/Makefile
Makefile	https://github.com/IIIIQIIII/MSJ-Factory/blob/main/Makefile
Qwen2_5_Sentiment_Fine_tuning_Tutorial.ipynb	https://github.com/IIIIQIIII/MSJ-Factory/blob/main/Qwen2_5_Sentiment_Fine_tuning_Tutorial.ipynb
Qwen2_5_Sentiment_Fine_tuning_Tutorial.ipynb	https://github.com/IIIIQIIII/MSJ-Factory/blob/main/Qwen2_5_Sentiment_Fine_tuning_Tutorial.ipynb
README.md	https://github.com/IIIIQIIII/MSJ-Factory/blob/main/README.md
README.md	https://github.com/IIIIQIIII/MSJ-Factory/blob/main/README.md
README_zh.md	https://github.com/IIIIQIIII/MSJ-Factory/blob/main/README_zh.md
README_zh.md	https://github.com/IIIIQIIII/MSJ-Factory/blob/main/README_zh.md
pyproject.toml	https://github.com/IIIIQIIII/MSJ-Factory/blob/main/pyproject.toml
pyproject.toml	https://github.com/IIIIQIIII/MSJ-Factory/blob/main/pyproject.toml
requirements.txt	https://github.com/IIIIQIIII/MSJ-Factory/blob/main/requirements.txt
requirements.txt	https://github.com/IIIIQIIII/MSJ-Factory/blob/main/requirements.txt
setup.py	https://github.com/IIIIQIIII/MSJ-Factory/blob/main/setup.py
setup.py	https://github.com/IIIIQIIII/MSJ-Factory/blob/main/setup.py
README	https://github.com/IIIIQIIII/MSJ-Factory
Apache-2.0 license	https://github.com/IIIIQIIII/MSJ-Factory
	https://github.com/IIIIQIIII/MSJ-Factory#-qwen25-coder-sentiment-analysis-fine-tuning-tutorial
	https://colab.research.google.com/github/IIIIQIIII/MSJ-Factory/blob/main/Qwen2_5_Sentiment_Fine_tuning_Tutorial.ipynb
	https://github.com/IIIIQIIII/MSJ-Factory
	https://opensource.org/licenses/Apache-2.0
	https://huggingface.co/FutureMa/Qwen2.5-Coder-Sentiment-Freeze
English	https://github.com/IIIIQIIII/MSJ-Factory/blob/main/README.md
中文	https://github.com/IIIIQIIII/MSJ-Factory/blob/main/README_zh.md
	https://github.com/IIIIQIIII/MSJ-Factory#-table-of-contents
What This Project Does	https://github.com/IIIIQIIII/MSJ-Factory#-what-this-project-does
Quick Start	https://github.com/IIIIQIIII/MSJ-Factory#-quick-start
Option 1: Google Colab (Recommended)	https://github.com/IIIIQIIII/MSJ-Factory#option-1-google-colab-recommended
Option 2: Local Setup	https://github.com/IIIIQIIII/MSJ-Factory#option-2-local-setup
Complete Tutorial	https://github.com/IIIIQIIII/MSJ-Factory#-complete-tutorial
Step 1: Clone Repository	https://github.com/IIIIQIIII/MSJ-Factory#step-1-clone-project-repository
Step 2: Install Dependencies	https://github.com/IIIIQIIII/MSJ-Factory#step-2-install-dependencies
Step 3: Model Fine-tuning	https://github.com/IIIIQIIII/MSJ-Factory#step-3-model-fine-tuning
Step 4: Model Evaluation	https://github.com/IIIIQIIII/MSJ-Factory#step-4-model-evaluation
Step 5: Upload to HuggingFace	https://github.com/IIIIQIIII/MSJ-Factory#step-5-upload-to-huggingface
Project Structure	https://github.com/IIIIQIIII/MSJ-Factory#-project-structure
Training Configuration	https://github.com/IIIIQIIII/MSJ-Factory#-training-configuration
Evaluation Results	https://github.com/IIIIQIIII/MSJ-Factory#-evaluation-results
FAQ	https://github.com/IIIIQIIII/MSJ-Factory#-faq
Citation	https://github.com/IIIIQIIII/MSJ-Factory#-citation
Acknowledgments	https://github.com/IIIIQIIII/MSJ-Factory#-acknowledgments
	https://github.com/IIIIQIIII/MSJ-Factory#-what-this-project-does
	https://github.com/IIIIQIIII/MSJ-Factory#what-is-freeze-training
	https://github.com/IIIIQIIII/MSJ-Factory#-quick-start
	https://github.com/IIIIQIIII/MSJ-Factory#option-1-google-colab-recommended
	https://github.com/IIIIQIIII/MSJ-Factory/blob/main/assets/connect-colab-t4.png
	https://github.com/IIIIQIIII/MSJ-Factory#option-2-local-setup
	https://github.com/IIIIQIIII/MSJ-Factory#-complete-tutorial
	https://github.com/IIIIQIIII/MSJ-Factory#step-1-clone-project-repository
	https://github.com/IIIIQIIII/MSJ-Factory/blob/main/assets/run-clone-repository-colab-cell.png
	https://github.com/IIIIQIIII/MSJ-Factory#step-2-install-dependencies
	https://github.com/IIIIQIIII/MSJ-Factory/blob/main/assets/run-install-dependencies-colab-cell.png
	https://github.com/IIIIQIIII/MSJ-Factory#step-3-model-fine-tuning
	https://github.com/IIIIQIIII/MSJ-Factory#31-understanding-the-training-configuration
	https://github.com/IIIIQIIII/MSJ-Factory#32-start-training
	https://github.com/IIIIQIIII/MSJ-Factory/blob/main/assets/run-model-training-colab-cell.png
	https://github.com/IIIIQIIII/MSJ-Factory#33-training-metrics
	https://github.com/IIIIQIIII/MSJ-Factory#step-4-model-evaluation
	https://github.com/IIIIQIIII/MSJ-Factory/blob/main/assets/run-model-evaluation-colab-cell.png
	https://github.com/IIIIQIIII/MSJ-Factory#41-understanding-the-metrics
	https://github.com/IIIIQIIII/MSJ-Factory#42-confusion-matrix
	https://github.com/IIIIQIIII/MSJ-Factory#step-5-upload-to-huggingface
	https://github.com/IIIIQIIII/MSJ-Factory#51-get-huggingface-token
	https://github.com/IIIIQIIII/MSJ-Factory/blob/main/assets/click-profile-icon.png
	https://github.com/IIIIQIIII/MSJ-Factory/blob/main/assets/select-access-tokens.png
	https://github.com/IIIIQIIII/MSJ-Factory/blob/main/assets/confirm-identity.png
	https://github.com/IIIIQIIII/MSJ-Factory/blob/main/assets/create-new-token.png
	https://github.com/IIIIQIIII/MSJ-Factory/blob/main/assets/generate-token.png
	https://github.com/IIIIQIIII/MSJ-Factory/blob/main/assets/copy-access-token.jpeg
	https://github.com/IIIIQIIII/MSJ-Factory#52-upload-model
	https://github.com/IIIIQIIII/MSJ-Factory#53-using-your-uploaded-model
	https://github.com/IIIIQIIII/MSJ-Factory#-project-structure
	https://github.com/IIIIQIIII/MSJ-Factory#️-training-configuration
	https://github.com/IIIIQIIII/MSJ-Factory#recommended-configurations
	https://github.com/IIIIQIIII/MSJ-Factory#for-t4-gpu-16gb-vram
	https://github.com/IIIIQIIII/MSJ-Factory#for-a100-gpu-40gb-vram
	https://github.com/IIIIQIIII/MSJ-Factory#for-multi-gpu-setup
	https://github.com/IIIIQIIII/MSJ-Factory#configuration-parameters-explained
	https://github.com/IIIIQIIII/MSJ-Factory#-evaluation-results
	https://github.com/IIIIQIIII/MSJ-Factory#performance-metrics
	https://github.com/IIIIQIIII/MSJ-Factory#why-fine-tuning-helps
	https://github.com/IIIIQIIII/MSJ-Factory#real-world-examples
	https://github.com/IIIIQIIII/MSJ-Factory#-faq
	https://github.com/IIIIQIIII/MSJ-Factory#-citation
	https://github.com/IIIIQIIII/MSJ-Factory#-acknowledgments
LLaMA-Factory	https://github.com/hiyouga/LLaMA-Factory
Qwen2.5	https://github.com/QwenLM/Qwen2.5
Transformers	https://github.com/huggingface/transformers
vLLM	https://github.com/vllm-project/vllm
	https://github.com/IIIIQIIII/MSJ-Factory#-support-this-project
	https://star-history.com/#IIIIQIIII/MSJ-Factory&Date
tutorial	https://github.com/topics/tutorial
sentiment-analysis	https://github.com/topics/sentiment-analysis
fine-tuning	https://github.com/topics/fine-tuning
qwen	https://github.com/topics/qwen
Readme	https://github.com/IIIIQIIII/MSJ-Factory#readme-ov-file
Apache-2.0 license	https://github.com/IIIIQIIII/MSJ-Factory#Apache-2.0-1-ov-file
Please reload this page	https://github.com/IIIIQIIII/MSJ-Factory
Activity	https://github.com/IIIIQIIII/MSJ-Factory/activity
13 forks	https://github.com/IIIIQIIII/MSJ-Factory/forks
Report repository	https://github.com/contact/report-content?content_url=https%3A%2F%2Fgithub.com%2FIIIIQIIII%2FMSJ-Factory&report=IIIIQIIII+%28user%29
Releases	https://github.com/IIIIQIIII/MSJ-Factory/releases
Packages 0	https://github.com/users/IIIIQIIII/packages?repo_name=MSJ-Factory
Please reload this page	https://github.com/IIIIQIIII/MSJ-Factory
Contributors	https://github.com/IIIIQIIII/MSJ-Factory/graphs/contributors
Please reload this page	https://github.com/IIIIQIIII/MSJ-Factory
Python 93.2%	https://github.com/IIIIQIIII/MSJ-Factory/search?l=python
Jupyter Notebook 6.8%	https://github.com/IIIIQIIII/MSJ-Factory/search?l=jupyter-notebook
	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.