{"id":20065687,"url":"https://github.com/collaborative-ai/multimodal-llm","last_synced_at":"2026-01-20T03:03:06.459Z","repository":{"id":242481824,"uuid":"806895130","full_name":"Collaborative-AI/Multimodal-LLM","owner":"Collaborative-AI","description":null,"archived":false,"fork":false,"pushed_at":"2024-06-03T07:01:42.000Z","size":537,"stargazers_count":2,"open_issues_count":0,"forks_count":1,"subscribers_count":1,"default_branch":"main","last_synced_at":"2025-04-06T13:36:31.459Z","etag":null,"topics":[],"latest_commit_sha":null,"homepage":null,"language":"Python","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"mit","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/Collaborative-AI.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":"LICENSE.md","code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null,"governance":null,"roadmap":null,"authors":null,"dei":null,"publiccode":null,"codemeta":null}},"created_at":"2024-05-28T05:46:36.000Z","updated_at":"2024-06-09T12:39:09.000Z","dependencies_parsed_at":"2024-06-03T10:10:07.906Z","dependency_job_id":null,"html_url":"https://github.com/Collaborative-AI/Multimodal-LLM","commit_stats":null,"previous_names":["collaborative-ai/multimodal-llm"],"tags_count":0,"template":false,"template_full_name":"diaoenmao/RPipe","purl":"pkg:github/Collaborative-AI/Multimodal-LLM","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Collaborative-AI%2FMultimodal-LLM","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Collaborative-AI%2FMultimodal-LLM/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Collaborative-AI%2FMultimodal-LLM/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Collaborative-AI%2FMultimodal-LLM/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/Collaborative-AI","download_url":"https://codeload.github.com/Collaborative-AI/Multimodal-LLM/tar.gz/refs/heads/main","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Collaborative-AI%2FMultimodal-LLM/sbom","scorecard":null,"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":286080680,"owners_count":28594958,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2026-01-20T02:08:49.799Z","status":"ssl_error","status_checked_at":"2026-01-20T02:08:44.148Z","response_time":117,"last_error":"SSL_read: unexpected eof while reading","robots_txt_status":"success","robots_txt_updated_at":"2025-07-24T06:49:26.215Z","robots_txt_url":"https://github.com/robots.txt","online":false,"can_crawl_api":true,"host_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories","repository_names_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repository_names","owners_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners"}},"keywords":[],"created_at":"2024-11-13T13:52:02.553Z","updated_at":"2026-01-20T03:03:06.437Z","avatar_url":"https://github.com/Collaborative-AI.png","language":"Python","funding_links":[],"categories":[],"sub_categories":[],"readme":"# RPipe\nResearch Pipeline\n \n## Requirements\nSee `requirements.txt`\n\n## Instructions\n- Use `make.sh` to generate run script\n- Use `make.py` to generate exp script\n- Use `process.py` to process exp results\n- Hyperparameters can be found in `config.yml` and `process_control()` in `module/hyper.py`\n\n## Examples\n - Generate run script\n    ```ruby\n    bash make.sh\n    ```\n - Generate run script\n    ```ruby\n    python make.py --mode base\n    ```\n - Train with MNIST and linear model\n    ```ruby\n    python train_model.py --control_name MNIST_linear\n    ```\n - Test with CIFAR10 and resnet18 model\n    ```ruby\n    python test_model.py --control_name CIFAR10_resnet18\n    ```\n - Process exp results\n    ```ruby\n    python process.py\n    ```\n\n## Results\n- Learning curves of MNIST\n\u003cp align=\"center\"\u003e\n\u003cimg src=\"/asset/MNIST_Accuracy_mean.png\"\u003e\n\u003c/p\u003e\n\n\n- Learning curves of CIFAR10\n\u003cp align=\"center\"\u003e\n\u003cimg src=\"/asset/CIFAR10_Accuracy_mean.png\"\u003e\n\u003c/p\u003e\n\n\n## Acknowledgements\n*Enmao Diao*\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fcollaborative-ai%2Fmultimodal-llm","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fcollaborative-ai%2Fmultimodal-llm","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fcollaborative-ai%2Fmultimodal-llm/lists"}