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CSGHub is an open source, trustworthy large model asset management platform that can assist users in governing the assets involved in the lifecycle of LLM and LLM applications (datasets, model files, codes, etc).
With CSGHub, users can perform operations on LLM assets, including uploading, downloading, storing, verifying, and distributing, through Web interface, Git command line, or natural language Chatbot. Meanwhile, the platform provides microservice submodules and standardized OpenAPIs, which could be easily integrated with users' own systems.
CSGHub is committed to bringing users an asset management platform that is natively designed for large models and can be deployed On-Premise for fully offline operation. CSGHub offers functionalities similar to a privatized Huggingface(on-premise Huggingface), managing LLM assets in a manner akin to how OpenStack Glance manages virtual machine images, Harbor manages container images, and Sonatype Nexus manages artifacts.
You can try the free SaaS version of CSGHub through the OpenCSG Community official website.https://portal.opencsg.com/models
You can also jump to the Quick Start section to quickly launch your local instance and explore all the features of CSGHub.
In the era of LLM, data and models are increasingly becoming the most important digital assets for businesses and individual users. However, there are currently issues such as fragmented management tools, limited management methods, and localization, which not only pose potential threats to secure operations but also might hinder the updating and iteration of enterprise-scale models. If you believe that large models will become a major driving force in the upcoming revolution, you may also be considering how to manage core assets — models, data, and large model application code — more efficiently and securely. CSGHub is an open-source project designed to address these issues.
CSGHub's core funtions（update reguarly）：
The technical design of CSGHub are as follows:
Our R&D team has been focusing on AI + DevOps for a long time, and we hope to solve the pain points in the development process of large models through the CSGHub project. We encourage everyone to contribute high-quality development and operation and maintenance documents, and work together to improve the platform, so that large models assets can be more traceable and efficient.
In order to help users to quickly understand the features and usage of CSGHub, we have recorded a demo video. You can watch this video to get a quick understanding of the main features and operation procedures of this program.
The detailed roadmap is designed as follows: full roadmap
CSGHub is made with two typical parts: Portal and Server. This repo corresponds to CSGHub Portal, while CSGHub Server is another high-performance backend project implemented with Golang.
If you want to dive deep into CSGHub Server detail or wish to integrate the Server with your own frontend system or more, you can check the CSGHub Server open-source project.
You can quickly deploy a CSGHub instance with portal/server and all other relevant dependencies to your environment using the following commands:
# please replace [IP Address] with your own LAN/WLAN ip address
export SERVER_DOMAIN=[IP Address]
curl -L https://raw.githubusercontent.com/OpenCSGs/csghub/main/all-in-one.yml -o all-in-one.yml
docker compose -f all-in-one.yml up -d
if you are in China or you meet dockerhub network connection issue, you can try our aliyun docker registry alternative version with blew:
# please replace [IP Address] with your own LAN/WLAN ip address
export SERVER_DOMAIN=[IP Address]
curl -L https://raw.githubusercontent.com/OpenCSGs/csghub/main/all-in-one-CN.yml -o all-in-one-CN.yml
docker compose -f all-in-one-CN.yml up -d
or if you still meet Github network connection issue, you can try this one:
# please replace [IP Address] with your own LAN/WLAN ip address
export SERVER_DOMAIN=[IP Address]
curl -L https://opencsg-public-resource.oss-cn-beijing.aliyuncs.com/csghub/all-in-one-CN.yml -o all-in-one-CN.yml
docker compose -f all-in-one-CN.yml up -d
Then, you could visit http://[IP Address] with your web browser to access this new CSHub instance; you could try all feature with your
inital admin account: admin001/admin001
You can check our website for more user guide information: User Guide
Note:
SERVER_DOMAIN ([IP Address]) should be the IP address or domain name of the target host. Please avoid using 127.0.0.1 or localhost.docker compose up command to reload the service, errors may occur. In this case, you can use the docker compose down -v to completely remove the instance before relaunch it. Please always follow the Step-by-Step Deployment Guide for regular service deployment.We welcome developers of all levels to contribute to our open-source project, CSGHub. If you would like to get involved, please refer to our contributing guidelines. We look forward to your participation and suggestions.
This project is based on Rails, Vue3, Tailwind CSS, Administrate, Postgresql, Apache Arrow, DuckDB and GoGin, whose open source contributions are deeply appreciated!
If you meet any problem during usage, you can contact with us by any following way:
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