{"id":11039,"name":"fairdiffusion","description":"[Science Advances] FairDiffusion: Enhancing Equity in Latent Diffusion Models via Fair Bayesian Perturbation","url":"https://github.com/harvard-ophthalmology-ai-lab/fairdiffusion","last_synced_at":"2025-09-04T21:09:02.524Z","repository":{"id":251405461,"uuid":"837069050","full_name":"Harvard-Ophthalmology-AI-Lab/FairDiffusion","owner":"Harvard-Ophthalmology-AI-Lab","description":"[Science Advances] FairDiffusion: Enhancing Equity in Latent Diffusion Models via Fair Bayesian Perturbation","archived":false,"fork":false,"pushed_at":"2025-04-05T03:37:45.000Z","size":3804,"stargazers_count":3,"open_issues_count":0,"forks_count":1,"subscribers_count":2,"default_branch":"main","last_synced_at":"2025-04-11T20:24:41.325Z","etag":null,"topics":[],"latest_commit_sha":null,"homepage":"https://www.science.org/doi/full/10.1126/sciadv.ads4593","language":"Python","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"apache-2.0","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/Harvard-Ophthalmology-AI-Lab.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":"CONTRIBUTING.md","funding":null,"license":"LICENSE","code_of_conduct":"CODE_OF_CONDUCT.md","threat_model":null,"audit":null,"citation":"CITATION.cff","codeowners":null,"security":null,"support":null,"governance":null,"roadmap":null,"authors":null,"dei":null,"publiccode":null,"codemeta":null,"zenodo":null}},"created_at":"2024-08-02T06:34:43.000Z","updated_at":"2025-04-05T03:38:57.000Z","dependencies_parsed_at":"2025-04-05T04:32:34.676Z","dependency_job_id":null,"html_url":"https://github.com/Harvard-Ophthalmology-AI-Lab/FairDiffusion","commit_stats":null,"previous_names":["harvard-ophthalmology-ai-lab/fairdiffusion"],"tags_count":0,"template":false,"template_full_name":null,"purl":"pkg:github/Harvard-Ophthalmology-AI-Lab/FairDiffusion","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Harvard-Ophthalmology-AI-Lab%2FFairDiffusion","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Harvard-Ophthalmology-AI-Lab%2FFairDiffusion/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Harvard-Ophthalmology-AI-Lab%2FFairDiffusion/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Harvard-Ophthalmology-AI-Lab%2FFairDiffusion/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/Harvard-Ophthalmology-AI-Lab","download_url":"https://codeload.github.com/Harvard-Ophthalmology-AI-Lab/FairDiffusion/tar.gz/refs/heads/main","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Harvard-Ophthalmology-AI-Lab%2FFairDiffusion/sbom","scorecard":null,"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":273673242,"owners_count":25147508,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2022-07-04T15:15:14.044Z","status":"online","status_checked_at":"2025-09-04T02:00:08.968Z","response_time":61,"last_error":null,"robots_txt_status":"success","robots_txt_updated_at":"2025-07-24T06:49:26.215Z","robots_txt_url":"https://github.com/robots.txt","online":true,"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"}},"owner":{"login":"Harvard-Ophthalmology-AI-Lab","name":"Harvard Ophthalmology AI Lab","uuid":"137340644","kind":"organization","description":"Engaging in research on AI in ophthalmology and vision science. Lab website: ophai.hms.harvard.edu","email":"harvardophai@gmail.com","website":null,"location":"United States of America","twitter":"HarvardOphAI","company":null,"icon_url":"https://avatars.githubusercontent.com/u/137340644?v=4","repositories_count":1,"last_synced_at":"2023-07-11T21:28:20.281Z","metadata":{"has_sponsors_listing":false},"html_url":"https://github.com/Harvard-Ophthalmology-AI-Lab","funding_links":[],"total_stars":null,"followers":null,"following":null,"created_at":"2023-07-11T21:28:20.284Z","updated_at":"2023-07-11T21:28:20.284Z","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/Harvard-Ophthalmology-AI-Lab","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/Harvard-Ophthalmology-AI-Lab/repositories"},"packages":[],"commits":{"message":"Repository syncing started."},"issues_stats":{"full_name":"harvard-ophthalmology-ai-lab/fairdiffusion","html_url":"https://github.com/harvard-ophthalmology-ai-lab/fairdiffusion","last_synced_at":null,"status":null,"issues_count":null,"pull_requests_count":null,"avg_time_to_close_issue":null,"avg_time_to_close_pull_request":null,"issues_closed_count":null,"pull_requests_closed_count":null,"pull_request_authors_count":null,"issue_authors_count":null,"avg_comments_per_issue":null,"avg_comments_per_pull_request":null,"merged_pull_requests_count":null,"bot_issues_count":null,"bot_pull_requests_count":null,"past_year_issues_count":null,"past_year_pull_requests_count":null,"past_year_avg_time_to_close_issue":null,"past_year_avg_time_to_close_pull_request":null,"past_year_issues_closed_count":null,"past_year_pull_requests_closed_count":null,"past_year_pull_request_authors_count":null,"past_year_issue_authors_count":null,"past_year_avg_comments_per_issue":null,"past_year_avg_comments_per_pull_request":null,"past_year_bot_issues_count":null,"past_year_bot_pull_requests_count":null,"past_year_merged_pull_requests_count":null,"created_at":"2025-09-04T21:08:25.863Z","updated_at":"2025-09-04T21:08:25.863Z","repository_url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/repositories/harvard-ophthalmology-ai-lab%2Ffairdiffusion","issues_url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/repositories/harvard-ophthalmology-ai-lab%2Ffairdiffusion/issues","issue_labels_count":{},"pull_request_labels_count":{},"issue_author_associations_count":{},"pull_request_author_associations_count":{},"issue_authors":{},"pull_request_authors":{},"host":{"name":"GitHub","url":"https://github.com","kind":"github","last_synced_at":"2025-09-04T00:00:25.939Z","repositories_count":10080966,"issues_count":31268296,"pull_requests_count":96067200,"authors_count":10693694,"icon_url":"https://github.com/github.png","host_url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub","repositories_url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/repositories","owners_url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/owners","authors_url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/authors"},"past_year_issue_labels_count":{},"past_year_pull_request_labels_count":{},"past_year_issue_author_associations_count":{},"past_year_pull_request_author_associations_count":{},"past_year_issue_authors":{},"past_year_pull_request_authors":{},"maintainers":[],"active_maintainers":[]},"events":{"total":{"WatchEvent":8,"MemberEvent":1,"PushEvent":4,"ForkEvent":4},"last_year":{"WatchEvent":8,"MemberEvent":1,"PushEvent":4,"ForkEvent":4}},"keywords":[],"dependencies":[{"ecosystem":"docker","filepath":"docker/diffusers-flax-cpu/Dockerfile","sha":null,"kind":"manifest","created_at":"2024-08-02T20:26:46.939Z","updated_at":"2024-08-02T20:26:46.939Z","repository_link":"https://github.com/Harvard-Ophthalmology-AI-Lab/FairDiffusion/blob/main/docker/diffusers-flax-cpu/Dockerfile","dependencies":[{"id":19479349191,"package_name":"ubuntu","ecosystem":"docker","requirements":"20.04","direct":true,"kind":"build","optional":false}]},{"ecosystem":"docker","filepath":"docker/diffusers-flax-tpu/Dockerfile","sha":null,"kind":"manifest","created_at":"2024-08-02T20:26:47.237Z","updated_at":"2024-08-02T20:26:47.237Z","repository_link":"https://github.com/Harvard-Ophthalmology-AI-Lab/FairDiffusion/blob/main/docker/diffusers-flax-tpu/Dockerfile","dependencies":[{"id":19479349609,"package_name":"ubuntu","ecosystem":"docker","requirements":"20.04","direct":true,"kind":"build","optional":false}]},{"ecosystem":"docker","filepath":"docker/diffusers-onnxruntime-cpu/Dockerfile","sha":null,"kind":"manifest","created_at":"2024-08-02T20:26:47.533Z","updated_at":"2024-08-02T20:26:47.533Z","repository_link":"https://github.com/Harvard-Ophthalmology-AI-Lab/FairDiffusion/blob/main/docker/diffusers-onnxruntime-cpu/Dockerfile","dependencies":[{"id":19479349656,"package_name":"ubuntu","ecosystem":"docker","requirements":"20.04","direct":true,"kind":"build","optional":false}]},{"ecosystem":"docker","filepath":"docker/diffusers-onnxruntime-cuda/Dockerfile","sha":null,"kind":"manifest","created_at":"2024-08-02T20:26:48.624Z","updated_at":"2024-08-02T20:26:48.624Z","repository_link":"https://github.com/Harvard-Ophthalmology-AI-Lab/FairDiffusion/blob/main/docker/diffusers-onnxruntime-cuda/Dockerfile","dependencies":[{"id":19479351148,"package_name":"nvidia/cuda","ecosystem":"docker","requirements":"11.6.2-cudnn8-devel-ubuntu20.04","direct":true,"kind":"build","optional":false}]},{"ecosystem":"docker","filepath":"docker/diffusers-pytorch-compile-cuda/Dockerfile","sha":null,"kind":"manifest","created_at":"2024-08-02T20:26:49.086Z","updated_at":"2024-08-02T20:26:49.086Z","repository_link":"https://github.com/Harvard-Ophthalmology-AI-Lab/FairDiffusion/blob/main/docker/diffusers-pytorch-compile-cuda/Dockerfile","dependencies":[{"id":19479351174,"package_name":"nvidia/cuda","ecosystem":"docker","requirements":"12.1.0-runtime-ubuntu20.04","direct":true,"kind":"build","optional":false}]},{"ecosystem":"docker","filepath":"docker/diffusers-pytorch-cpu/Dockerfile","sha":null,"kind":"manifest","created_at":"2024-08-02T20:26:49.433Z","updated_at":"2024-08-02T20:26:49.433Z","repository_link":"https://github.com/Harvard-Ophthalmology-AI-Lab/FairDiffusion/blob/main/docker/diffusers-pytorch-cpu/Dockerfile","dependencies":[{"id":19479351480,"package_name":"ubuntu","ecosystem":"docker","requirements":"20.04","direct":true,"kind":"build","optional":false}]},{"ecosystem":"docker","filepath":"docker/diffusers-pytorch-cuda/Dockerfile","sha":null,"kind":"manifest","created_at":"2024-08-02T20:26:50.381Z","updated_at":"2024-08-02T20:26:50.381Z","repository_link":"https://github.com/Harvard-Ophthalmology-AI-Lab/FairDiffusion/blob/main/docker/diffusers-pytorch-cuda/Dockerfile","dependencies":[{"id":19479351733,"package_name":"nvidia/cuda","ecosystem":"docker","requirements":"12.1.0-runtime-ubuntu20.04","direct":true,"kind":"build","optional":false}]},{"ecosystem":"docker","filepath":"docker/diffusers-pytorch-xformers-cuda/Dockerfile","sha":null,"kind":"manifest","created_at":"2024-08-02T20:26:50.588Z","updated_at":"2024-08-02T20:26:50.588Z","repository_link":"https://github.com/Harvard-Ophthalmology-AI-Lab/FairDiffusion/blob/main/docker/diffusers-pytorch-xformers-cuda/Dockerfile","dependencies":[{"id":19479351749,"package_name":"nvidia/cuda","ecosystem":"docker","requirements":"12.1.0-runtime-ubuntu20.04","direct":true,"kind":"build","optional":false}]},{"ecosystem":"pypi","filepath":"classification_codebase/requirements.txt","sha":null,"kind":"manifest","created_at":"2024-08-02T20:26:51.408Z","updated_at":"2024-08-02T20:26:51.408Z","repository_link":"https://github.com/Harvard-Ophthalmology-AI-Lab/FairDiffusion/blob/main/classification_codebase/requirements.txt","dependencies":[{"id":19479353545,"package_name":"blobfile","ecosystem":"pypi","requirements":"\u003e=1.3.3","direct":true,"kind":"runtime","optional":false},{"id":19479353546,"package_name":"scikit-image","ecosystem":"pypi","requirements":"\u003e=0.19.3","direct":true,"kind":"runtime","optional":false},{"id":19479353547,"package_name":"scikit-learn","ecosystem":"pypi","requirements":"\u003e=1.1.2","direct":true,"kind":"runtime","optional":false},{"id":19479353548,"package_name":"fairlearn","ecosystem":"pypi","requirements":"\u003e=0.9.0","direct":true,"kind":"runtime","optional":false},{"id":19479353549,"package_name":"pandas","ecosystem":"pypi","requirements":"\u003e=2.0.3","direct":true,"kind":"runtime","optional":false},{"id":19479353550,"package_name":"torch","ecosystem":"pypi","requirements":"\u003e=2.1.0","direct":true,"kind":"runtime","optional":false},{"id":19479353551,"package_name":"torchvision","ecosystem":"pypi","requirements":"\u003e=0.15.2","direct":true,"kind":"runtime","optional":false},{"id":19479353552,"package_name":"opencv-python","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false}]},{"ecosystem":"pypi","filepath":"examples/consistency_distillation/requirements.txt","sha":null,"kind":"manifest","created_at":"2024-08-02T20:27:02.243Z","updated_at":"2024-08-02T20:27:02.243Z","repository_link":"https://github.com/Harvard-Ophthalmology-AI-Lab/FairDiffusion/blob/main/examples/consistency_distillation/requirements.txt","dependencies":[{"id":19479360691,"package_name":"accelerate","ecosystem":"pypi","requirements":"\u003e=0.16.0","direct":true,"kind":"runtime","optional":false},{"id":19479360692,"package_name":"torchvision","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":19479360693,"package_name":"transformers","ecosystem":"pypi","requirements":"\u003e=4.25.1","direct":true,"kind":"runtime","optional":false},{"id":19479360694,"package_name":"ftfy","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":19479360695,"package_name":"tensorboard","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":19479360696,"package_name":"Jinja2","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":19479360697,"package_name":"webdataset","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false}]},{"ecosystem":"pypi","filepath":"examples/controlnet/requirements.txt","sha":null,"kind":"manifest","created_at":"2024-08-02T20:27:02.658Z","updated_at":"2024-08-02T20:27:02.658Z","repository_link":"https://github.com/Harvard-Ophthalmology-AI-Lab/FairDiffusion/blob/main/examples/controlnet/requirements.txt","dependencies":[{"id":19479361256,"package_name":"accelerate","ecosystem":"pypi","requirements":"\u003e=0.16.0","direct":true,"kind":"runtime","optional":false},{"id":19479361257,"package_name":"torchvision","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":19479361258,"package_name":"transformers","ecosystem":"pypi","requirements":"\u003e=4.25.1","direct":true,"kind":"runtime","optional":false},{"id":19479361259,"package_name":"ftfy","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":19479361260,"package_name":"tensorboard","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":19479361261,"package_name":"datasets","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false}]},{"ecosystem":"pypi","filepath":"examples/controlnet/requirements_flax.txt","sha":null,"kind":"manifest","created_at":"2024-08-02T20:27:03.676Z","updated_at":"2024-08-02T20:27:03.676Z","repository_link":"https://github.com/Harvard-Ophthalmology-AI-Lab/FairDiffusion/blob/main/examples/controlnet/requirements_flax.txt","dependencies":[{"id":19479363419,"package_name":"transformers","ecosystem":"pypi","requirements":"\u003e=4.25.1","direct":true,"kind":"runtime","optional":false},{"id":19479363420,"package_name":"datasets","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":19479363421,"package_name":"flax","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":19479363422,"package_name":"optax","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":19479363423,"package_name":"torch","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":19479363424,"package_name":"torchvision","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":19479363425,"package_name":"ftfy","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":19479363426,"package_name":"tensorboard","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":19479363427,"package_name":"Jinja2","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false}]},{"ecosystem":"pypi","filepath":"examples/controlnet/requirements_sdxl.txt","sha":null,"kind":"manifest","created_at":"2024-08-02T20:27:04.341Z","updated_at":"2024-08-02T20:27:04.341Z","repository_link":"https://github.com/Harvard-Ophthalmology-AI-Lab/FairDiffusion/blob/main/examples/controlnet/requirements_sdxl.txt","dependencies":[{"id":19479363429,"package_name":"accelerate","ecosystem":"pypi","requirements":"\u003e=0.16.0","direct":true,"kind":"runtime","optional":false},{"id":19479363430,"package_name":"torchvision","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":19479363431,"package_name":"transformers","ecosystem":"pypi","requirements":"\u003e=4.25.1","direct":true,"kind":"runtime","optional":false},{"id":19479363432,"package_name":"ftfy","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":19479363433,"package_name":"tensorboard","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":19479363434,"package_name":"Jinja2","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":19479363435,"package_name":"datasets","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":19479363436,"package_name":"wandb","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false}]},{"ecosystem":"pypi","filepath":"examples/custom_diffusion/requirements.txt","sha":null,"kind":"manifest","created_at":"2024-08-02T20:27:04.582Z","updated_at":"2024-08-02T20:27:04.582Z","repository_link":"https://github.com/Harvard-Ophthalmology-AI-Lab/FairDiffusion/blob/main/examples/custom_diffusion/requirements.txt","dependencies":[{"id":19479363826,"package_name":"accelerate","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":19479363827,"package_name":"torchvision","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":19479363828,"package_name":"transformers","ecosystem":"pypi","requirements":"\u003e=4.25.1","direct":true,"kind":"runtime","optional":false},{"id":19479363829,"package_name":"ftfy","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":19479363830,"package_name":"tensorboard","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":19479363831,"package_name":"Jinja2","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false}]},{"ecosystem":"pypi","filepath":"examples/dreambooth/requirements.txt","sha":null,"kind":"manifest","created_at":"2024-08-02T20:27:04.794Z","updated_at":"2024-08-02T20:27:04.794Z","repository_link":"https://github.com/Harvard-Ophthalmology-AI-Lab/FairDiffusion/blob/main/examples/dreambooth/requirements.txt","dependencies":[{"id":19479365157,"package_name":"accelerate","ecosystem":"pypi","requirements":"\u003e=0.16.0","direct":true,"kind":"runtime","optional":false},{"id":19479365158,"package_name":"torchvision","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":19479365159,"package_name":"transformers","ecosystem":"pypi","requirements":"\u003e=4.25.1","direct":true,"kind":"runtime","optional":false},{"id":19479365160,"package_name":"ftfy","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":19479365161,"package_name":"tensorboard","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":19479365162,"package_name":"Jinja2","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":19479365163,"package_name":"peft","ecosystem":"pypi","requirements":"==0.7.0","direct":true,"kind":"runtime","optional":false}]},{"ecosystem":"pypi","filepath":"examples/dreambooth/requirements_flax.txt","sha":null,"kind":"manifest","created_at":"2024-08-02T20:27:05.252Z","updated_at":"2024-08-02T20:27:05.252Z","repository_link":"https://github.com/Harvard-Ophthalmology-AI-Lab/FairDiffusion/blob/main/examples/dreambooth/requirements_flax.txt","dependencies":[{"id":19479366507,"package_name":"transformers","ecosystem":"pypi","requirements":"\u003e=4.25.1","direct":true,"kind":"runtime","optional":false},{"id":19479366508,"package_name":"flax","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":19479366509,"package_name":"optax","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":19479366510,"package_name":"torch","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":19479366511,"package_name":"torchvision","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":19479366512,"package_name":"ftfy","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":19479366513,"package_name":"tensorboard","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":19479366514,"package_name":"Jinja2","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false}]},{"ecosystem":"pypi","filepath":"examples/dreambooth/requirements_sdxl.txt","sha":null,"kind":"manifest","created_at":"2024-08-02T20:27:06.200Z","updated_at":"2024-08-02T20:27:06.200Z","repository_link":"https://github.com/Harvard-Ophthalmology-AI-Lab/FairDiffusion/blob/main/examples/dreambooth/requirements_sdxl.txt","dependencies":[{"id":19479366598,"package_name":"accelerate","ecosystem":"pypi","requirements":"\u003e=0.16.0","direct":true,"kind":"runtime","optional":false},{"id":19479366599,"package_name":"torchvision","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":19479366600,"package_name":"transformers","ecosystem":"pypi","requirements":"\u003e=4.25.1","direct":true,"kind":"runtime","optional":false},{"id":19479366601,"package_name":"ftfy","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":19479366602,"package_name":"tensorboard","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":19479366603,"package_name":"Jinja2","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":19479366604,"package_name":"peft","ecosystem":"pypi","requirements":"==0.7.0","direct":true,"kind":"runtime","optional":false}]},{"ecosystem":"pypi","filepath":"examples/instruct_pix2pix/requirements.txt","sha":null,"kind":"manifest","created_at":"2024-08-02T20:27:06.302Z","updated_at":"2024-08-02T20:27:06.302Z","repository_link":"https://github.com/Harvard-Ophthalmology-AI-Lab/FairDiffusion/blob/main/examples/instruct_pix2pix/requirements.txt","dependencies":[{"id":19479366661,"package_name":"accelerate","ecosystem":"pypi","requirements":"\u003e=0.16.0","direct":true,"kind":"runtime","optional":false},{"id":19479366662,"package_name":"torchvision","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":19479366663,"package_name":"transformers","ecosystem":"pypi","requirements":"\u003e=4.25.1","direct":true,"kind":"runtime","optional":false},{"id":19479366664,"package_name":"datasets","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":19479366665,"package_name":"ftfy","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":19479366666,"package_name":"tensorboard","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false}]},{"ecosystem":"pypi","filepath":"examples/kandinsky2_2/text_to_image/requirements.txt","sha":null,"kind":"manifest","created_at":"2024-08-02T20:27:06.666Z","updated_at":"2024-08-02T20:27:06.666Z","repository_link":"https://github.com/Harvard-Ophthalmology-AI-Lab/FairDiffusion/blob/main/examples/kandinsky2_2/text_to_image/requirements.txt","dependencies":[{"id":19479366861,"package_name":"accelerate","ecosystem":"pypi","requirements":"\u003e=0.16.0","direct":true,"kind":"runtime","optional":false},{"id":19479366862,"package_name":"torchvision","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":19479366863,"package_name":"transformers","ecosystem":"pypi","requirements":"\u003e=4.25.1","direct":true,"kind":"runtime","optional":false},{"id":19479366864,"package_name":"datasets","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":19479366865,"package_name":"ftfy","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":19479366866,"package_name":"tensorboard","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":19479366867,"package_name":"Jinja2","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false}]},{"ecosystem":"pypi","filepath":"examples/research_projects/colossalai/requirement.txt","sha":null,"kind":"manifest","created_at":"2024-08-02T20:27:07.516Z","updated_at":"2024-08-02T20:27:07.516Z","repository_link":"https://github.com/Harvard-Ophthalmology-AI-Lab/FairDiffusion/blob/main/examples/research_projects/colossalai/requirement.txt","dependencies":[{"id":19479370855,"package_name":"diffusers","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":19479370859,"package_name":"torch","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":19479370862,"package_name":"torchvision","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":19479370864,"package_name":"ftfy","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":19479370866,"package_name":"tensorboard","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":19479370868,"package_name":"Jinja2","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":19479370870,"package_name":"transformers","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false}]},{"ecosystem":"pypi","filepath":"examples/research_projects/diffusion_dpo/requirements.txt","sha":null,"kind":"manifest","created_at":"2024-08-02T20:27:09.163Z","updated_at":"2024-08-02T20:27:09.163Z","repository_link":"https://github.com/Harvard-Ophthalmology-AI-Lab/FairDiffusion/blob/main/examples/research_projects/diffusion_dpo/requirements.txt","dependencies":[{"id":19479372354,"package_name":"accelerate","ecosystem":"pypi","requirements":"\u003e=0.16.0","direct":true,"kind":"runtime","optional":false},{"id":19479372355,"package_name":"torchvision","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":19479372356,"package_name":"transformers","ecosystem":"pypi","requirements":"\u003e=4.25.1","direct":true,"kind":"runtime","optional":false},{"id":19479372357,"package_name":"ftfy","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":19479372358,"package_name":"tensorboard","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":19479372359,"package_name":"Jinja2","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":19479372360,"package_name":"peft","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":19479372361,"package_name":"wandb","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false}]},{"ecosystem":"pypi","filepath":"examples/research_projects/dreambooth_inpaint/requirements.txt","sha":null,"kind":"manifest","created_at":"2024-08-02T20:27:09.954Z","updated_at":"2024-08-02T20:27:09.954Z","repository_link":"https://github.com/Harvard-Ophthalmology-AI-Lab/FairDiffusion/blob/main/examples/research_projects/dreambooth_inpaint/requirements.txt","dependencies":[{"id":19479377431,"package_name":"diffusers","ecosystem":"pypi","requirements":"==0.9.0","direct":true,"kind":"runtime","optional":false},{"id":19479377433,"package_name":"accelerate","ecosystem":"pypi","requirements":"\u003e=0.16.0","direct":true,"kind":"runtime","optional":false},{"id":19479377435,"package_name":"torchvision","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":19479377437,"package_name":"transformers","ecosystem":"pypi","requirements":"\u003e=4.21.0","direct":true,"kind":"runtime","optional":false},{"id":19479377438,"package_name":"ftfy","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":19479377440,"package_name":"tensorboard","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":19479377442,"package_name":"Jinja2","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false}]},{"ecosystem":"pypi","filepath":"examples/research_projects/intel_opts/textual_inversion/requirements.txt","sha":null,"kind":"manifest","created_at":"2024-08-02T20:27:10.312Z","updated_at":"2024-08-02T20:27:10.312Z","repository_link":"https://github.com/Harvard-Ophthalmology-AI-Lab/FairDiffusion/blob/main/examples/research_projects/intel_opts/textual_inversion/requirements.txt","dependencies":[{"id":19479378934,"package_name":"accelerate","ecosystem":"pypi","requirements":"\u003e=0.16.0","direct":true,"kind":"runtime","optional":false},{"id":19479378935,"package_name":"torchvision","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":19479378936,"package_name":"transformers","ecosystem":"pypi","requirements":"\u003e=4.21.0","direct":true,"kind":"runtime","optional":false},{"id":19479378937,"package_name":"ftfy","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":19479378938,"package_name":"tensorboard","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":19479378939,"package_name":"Jinja2","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":19479378940,"package_name":"intel_extension_for_pytorch","ecosystem":"pypi","requirements":"\u003e=1.13","direct":true,"kind":"runtime","optional":false}]},{"ecosystem":"pypi","filepath":"examples/research_projects/intel_opts/textual_inversion_dfq/requirements.txt","sha":null,"kind":"manifest","created_at":"2024-08-02T20:27:11.327Z","updated_at":"2024-08-02T20:27:11.327Z","repository_link":"https://github.com/Harvard-Ophthalmology-AI-Lab/FairDiffusion/blob/main/examples/research_projects/intel_opts/textual_inversion_dfq/requirements.txt","dependencies":[{"id":19479380872,"package_name":"accelerate","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":19479380873,"package_name":"torchvision","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":19479380874,"package_name":"transformers","ecosystem":"pypi","requirements":"\u003e=4.25.0","direct":true,"kind":"runtime","optional":false},{"id":19479380875,"package_name":"ftfy","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":19479380876,"package_name":"tensorboard","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":19479380877,"package_name":"modelcards","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":19479380976,"package_name":"neural-compressor","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false}]},{"ecosystem":"pypi","filepath":"examples/research_projects/lora/requirements.txt","sha":null,"kind":"manifest","created_at":"2024-08-02T20:27:12.976Z","updated_at":"2024-08-02T20:27:12.976Z","repository_link":"https://github.com/Harvard-Ophthalmology-AI-Lab/FairDiffusion/blob/main/examples/research_projects/lora/requirements.txt","dependencies":[{"id":19479389833,"package_name":"accelerate","ecosystem":"pypi","requirements":"\u003e=0.16.0","direct":true,"kind":"runtime","optional":false},{"id":19479389834,"package_name":"torchvision","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":19479389835,"package_name":"transformers","ecosystem":"pypi","requirements":"\u003e=4.25.1","direct":true,"kind":"runtime","optional":false},{"id":19479389836,"package_name":"datasets","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":19479389837,"package_name":"ftfy","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":19479389838,"package_name":"tensorboard","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":19479389839,"package_name":"Jinja2","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false}]},{"ecosystem":"pypi","filepath":"examples/research_projects/multi_subject_dreambooth/requirements.txt","sha":null,"kind":"manifest","created_at":"2024-08-02T20:27:13.674Z","updated_at":"2024-08-02T20:27:13.674Z","repository_link":"https://github.com/Harvard-Ophthalmology-AI-Lab/FairDiffusion/blob/main/examples/research_projects/multi_subject_dreambooth/requirements.txt","dependencies":[{"id":19479393665,"package_name":"accelerate","ecosystem":"pypi","requirements":"\u003e=0.16.0","direct":true,"kind":"runtime","optional":false},{"id":19479393666,"package_name":"torchvision","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":19479393667,"package_name":"transformers","ecosystem":"pypi","requirements":"\u003e=4.25.1","direct":true,"kind":"runtime","optional":false},{"id":19479393668,"package_name":"ftfy","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":19479393669,"package_name":"tensorboard","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":19479393670,"package_name":"Jinja2","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false}]},{"ecosystem":"pypi","filepath":"examples/research_projects/multi_subject_dreambooth_inpainting/requirements.txt","sha":null,"kind":"manifest","created_at":"2024-08-02T20:27:14.601Z","updated_at":"2024-08-02T20:27:14.601Z","repository_link":"https://github.com/Harvard-Ophthalmology-AI-Lab/FairDiffusion/blob/main/examples/research_projects/multi_subject_dreambooth_inpainting/requirements.txt","dependencies":[{"id":19479397423,"package_name":"accelerate","ecosystem":"pypi","requirements":"\u003e=0.16.0","direct":true,"kind":"runtime","optional":false},{"id":19479397429,"package_name":"torchvision","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":19479397431,"package_name":"transformers","ecosystem":"pypi","requirements":"\u003e=4.25.1","direct":true,"kind":"runtime","optional":false},{"id":19479397434,"package_name":"datasets","ecosystem":"pypi","requirements":"\u003e=2.16.0","direct":true,"kind":"runtime","optional":false},{"id":19479397436,"package_name":"wandb","ecosystem":"pypi","requirements":"\u003e=0.16.1","direct":true,"kind":"runtime","optional":false},{"id":19479397438,"package_name":"ftfy","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":19479397440,"package_name":"tensorboard","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":19479397443,"package_name":"Jinja2","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false}]},{"ecosystem":"pypi","filepath":"examples/research_projects/multi_token_textual_inversion/requirements.txt","sha":null,"kind":"manifest","created_at":"2024-08-02T20:27:14.982Z","updated_at":"2024-08-02T20:27:14.982Z","repository_link":"https://github.com/Harvard-Ophthalmology-AI-Lab/FairDiffusion/blob/main/examples/research_projects/multi_token_textual_inversion/requirements.txt","dependencies":[{"id":19479398530,"package_name":"accelerate","ecosystem":"pypi","requirements":"\u003e=0.16.0","direct":true,"kind":"runtime","optional":false},{"id":19479398531,"package_name":"torchvision","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":19479398532,"package_name":"transformers","ecosystem":"pypi","requirements":"\u003e=4.25.1","direct":true,"kind":"runtime","optional":false},{"id":19479398533,"package_name":"ftfy","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":19479398534,"package_name":"tensorboard","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":19479398535,"package_name":"Jinja2","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false}]},{"ecosystem":"pypi","filepath":"examples/research_projects/multi_token_textual_inversion/requirements_flax.txt","sha":null,"kind":"manifest","created_at":"2024-08-02T20:27:15.372Z","updated_at":"2024-08-02T20:27:15.372Z","repository_link":"https://github.com/Harvard-Ophthalmology-AI-Lab/FairDiffusion/blob/main/examples/research_projects/multi_token_textual_inversion/requirements_flax.txt","dependencies":[{"id":19479398952,"package_name":"transformers","ecosystem":"pypi","requirements":"\u003e=4.25.1","direct":true,"kind":"runtime","optional":false},{"id":19479398956,"package_name":"flax","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":19479398959,"package_name":"optax","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":19479398961,"package_name":"torch","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":19479398964,"package_name":"torchvision","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":19479398966,"package_name":"ftfy","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":19479398968,"package_name":"tensorboard","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":19479398971,"package_name":"Jinja2","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false}]},{"ecosystem":"pypi","filepath":"examples/research_projects/onnxruntime/text_to_image/requirements.txt","sha":null,"kind":"manifest","created_at":"2024-08-02T20:27:15.671Z","updated_at":"2024-08-02T20:27:15.671Z","repository_link":"https://github.com/Harvard-Ophthalmology-AI-Lab/FairDiffusion/blob/main/examples/research_projects/onnxruntime/text_to_image/requirements.txt","dependencies":[{"id":19479399760,"package_name":"accelerate","ecosystem":"pypi","requirements":"\u003e=0.16.0","direct":true,"kind":"runtime","optional":false},{"id":19479399761,"package_name":"torchvision","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":19479399762,"package_name":"transformers","ecosystem":"pypi","requirements":"\u003e=4.25.1","direct":true,"kind":"runtime","optional":false},{"id":19479399763,"package_name":"datasets","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":19479399764,"package_name":"ftfy","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":19479399765,"package_name":"tensorboard","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":19479399766,"package_name":"modelcards","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false}]},{"ecosystem":"pypi","filepath":"examples/research_projects/onnxruntime/textual_inversion/requirements.txt","sha":null,"kind":"manifest","created_at":"2024-08-02T20:27:15.855Z","updated_at":"2024-08-02T20:27:15.855Z","repository_link":"https://github.com/Harvard-Ophthalmology-AI-Lab/FairDiffusion/blob/main/examples/research_projects/onnxruntime/textual_inversion/requirements.txt","dependencies":[{"id":19479399767,"package_name":"accelerate","ecosystem":"pypi","requirements":"\u003e=0.16.0","direct":true,"kind":"runtime","optional":false},{"id":19479399768,"package_name":"torchvision","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":19479399769,"package_name":"transformers","ecosystem":"pypi","requirements":"\u003e=4.25.1","direct":true,"kind":"runtime","optional":false},{"id":19479399770,"package_name":"ftfy","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":19479399771,"package_name":"tensorboard","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":19479399772,"package_name":"modelcards","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false}]},{"ecosystem":"pypi","filepath":"examples/research_projects/onnxruntime/unconditional_image_generation/requirements.txt","sha":null,"kind":"manifest","created_at":"2024-08-02T20:27:16.176Z","updated_at":"2024-08-02T20:27:16.176Z","repository_link":"https://github.com/Harvard-Ophthalmology-AI-Lab/FairDiffusion/blob/main/examples/research_projects/onnxruntime/unconditional_image_generation/requirements.txt","dependencies":[{"id":19479399785,"package_name":"accelerate","ecosystem":"pypi","requirements":"\u003e=0.16.0","direct":true,"kind":"runtime","optional":false},{"id":19479399786,"package_name":"torchvision","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":19479399787,"package_name":"datasets","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":19479399788,"package_name":"tensorboard","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false}]},{"ecosystem":"pypi","filepath":"examples/research_projects/realfill/requirements.txt","sha":null,"kind":"manifest","created_at":"2024-08-02T20:27:16.573Z","updated_at":"2024-08-02T20:27:16.573Z","repository_link":"https://github.com/Harvard-Ophthalmology-AI-Lab/FairDiffusion/blob/main/examples/research_projects/realfill/requirements.txt","dependencies":[{"id":19479399789,"package_name":"diffusers","ecosystem":"pypi","requirements":"==0.20.1","direct":true,"kind":"runtime","optional":false},{"id":19479399790,"package_name":"accelerate","ecosystem":"pypi","requirements":"==0.23.0","direct":true,"kind":"runtime","optional":false},{"id":19479399791,"package_name":"transformers","ecosystem":"pypi","requirements":"==4.36.0","direct":true,"kind":"runtime","optional":false},{"id":19479399792,"package_name":"peft","ecosystem":"pypi","requirements":"==0.5.0","direct":true,"kind":"runtime","optional":false},{"id":19479399793,"package_name":"torch","ecosystem":"pypi","requirements":"==2.0.1","direct":true,"kind":"runtime","optional":false},{"id":19479399794,"package_name":"torchvision","ecosystem":"pypi","requirements":"\u003e=0.16","direct":true,"kind":"runtime","optional":false},{"id":19479399795,"package_name":"ftfy","ecosystem":"pypi","requirements":"==6.1.1","direct":true,"kind":"runtime","optional":false},{"id":19479399796,"package_name":"tensorboard","ecosystem":"pypi","requirements":"==2.14.0","direct":true,"kind":"runtime","optional":false},{"id":19479399797,"package_name":"Jinja2","ecosystem":"pypi","requirements":"==3.1.3","direct":true,"kind":"runtime","optional":false}]},{"ecosystem":"pypi","filepath":"examples/t2i_adapter/requirements.txt","sha":null,"kind":"manifest","created_at":"2024-08-02T20:27:16.762Z","updated_at":"2024-08-02T20:27:16.762Z","repository_link":"https://github.com/Harvard-Ophthalmology-AI-Lab/FairDiffusion/blob/main/examples/t2i_adapter/requirements.txt","dependencies":[{"id":19479399823,"package_name":"transformers","ecosystem":"pypi","requirements":"\u003e=4.25.1","direct":true,"kind":"runtime","optional":false},{"id":19479399824,"package_name":"accelerate","ecosystem":"pypi","requirements":"\u003e=0.16.0","direct":true,"kind":"runtime","optional":false},{"id":19479399825,"package_name":"safetensors","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":19479399826,"package_name":"datasets","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":19479399827,"package_name":"torchvision","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":19479399828,"package_name":"ftfy","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":19479399829,"package_name":"tensorboard","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":19479399830,"package_name":"wandb","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false}]},{"ecosystem":"pypi","filepath":"examples/text_to_image/requirements.txt","sha":null,"kind":"manifest","created_at":"2024-08-02T20:27:17.797Z","updated_at":"2024-08-02T20:27:17.797Z","repository_link":"https://github.com/Harvard-Ophthalmology-AI-Lab/FairDiffusion/blob/main/examples/text_to_image/requirements.txt","dependencies":[{"id":19479399835,"package_name":"accelerate","ecosystem":"pypi","requirements":"\u003e=0.16.0","direct":true,"kind":"runtime","optional":false},{"id":19479399836,"package_name":"torchvision","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":19479399837,"package_name":"transformers","ecosystem":"pypi","requirements":"\u003e=4.25.1","direct":true,"kind":"runtime","optional":false},{"id":19479399838,"package_name":"datasets","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":19479399839,"package_name":"ftfy","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":19479399840,"package_name":"tensorboard","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":19479399841,"package_name":"Jinja2","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":19479399842,"package_name":"peft","ecosystem":"pypi","requirements":"==0.7.0","direct":true,"kind":"runtime","optional":false}]},{"ecosystem":"pypi","filepath":"examples/text_to_image/requirements_flax.txt","sha":null,"kind":"manifest","created_at":"2024-08-02T20:27:18.395Z","updated_at":"2024-08-02T20:27:18.395Z","repository_link":"https://github.com/Harvard-Ophthalmology-AI-Lab/FairDiffusion/blob/main/examples/text_to_image/requirements_flax.txt","dependencies":[{"id":19479401493,"package_name":"transformers","ecosystem":"pypi","requirements":"\u003e=4.25.1","direct":true,"kind":"runtime","optional":false},{"id":19479401494,"package_name":"datasets","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":19479401495,"package_name":"flax","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":19479401496,"package_name":"optax","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":19479401497,"package_name":"torch","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":19479401498,"package_name":"torchvision","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":19479401499,"package_name":"ftfy","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":19479401500,"package_name":"tensorboard","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":19479401501,"package_name":"Jinja2","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false}]},{"ecosystem":"pypi","filepath":"examples/text_to_image/requirements_sdxl.txt","sha":null,"kind":"manifest","created_at":"2024-08-02T20:27:19.574Z","updated_at":"2024-08-02T20:27:19.574Z","repository_link":"https://github.com/Harvard-Ophthalmology-AI-Lab/FairDiffusion/blob/main/examples/text_to_image/requirements_sdxl.txt","dependencies":[{"id":19479401502,"package_name":"accelerate","ecosystem":"pypi","requirements":"\u003e=0.22.0","direct":true,"kind":"runtime","optional":false},{"id":19479401503,"package_name":"torchvision","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":19479401504,"package_name":"transformers","ecosystem":"pypi","requirements":"\u003e=4.25.1","direct":true,"kind":"runtime","optional":false},{"id":19479401505,"package_name":"ftfy","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":19479401506,"package_name":"tensorboard","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":19479401507,"package_name":"Jinja2","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":19479401508,"package_name":"datasets","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":19479401509,"package_name":"peft","ecosystem":"pypi","requirements":"==0.7.0","direct":true,"kind":"runtime","optional":false}]},{"ecosystem":"pypi","filepath":"examples/textual_inversion/requirements.txt","sha":null,"kind":"manifest","created_at":"2024-08-02T20:27:19.925Z","updated_at":"2024-08-02T20:27:19.925Z","repository_link":"https://github.com/Harvard-Ophthalmology-AI-Lab/FairDiffusion/blob/main/examples/textual_inversion/requirements.txt","dependencies":[{"id":19479401510,"package_name":"accelerate","ecosystem":"pypi","requirements":"\u003e=0.16.0","direct":true,"kind":"runtime","optional":false},{"id":19479401511,"package_name":"torchvision","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":19479401512,"package_name":"transformers","ecosystem":"pypi","requirements":"\u003e=4.25.1","direct":true,"kind":"runtime","optional":false},{"id":19479401513,"package_name":"ftfy","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":19479401514,"package_name":"tensorboard","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":19479401515,"package_name":"Jinja2","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false}]},{"ecosystem":"pypi","filepath":"examples/textual_inversion/requirements_flax.txt","sha":null,"kind":"manifest","created_at":"2024-08-02T20:27:20.938Z","updated_at":"2024-08-02T20:27:20.938Z","repository_link":"https://github.com/Harvard-Ophthalmology-AI-Lab/FairDiffusion/blob/main/examples/textual_inversion/requirements_flax.txt","dependencies":[{"id":19479403035,"package_name":"transformers","ecosystem":"pypi","requirements":"\u003e=4.25.1","direct":true,"kind":"runtime","optional":false},{"id":19479403036,"package_name":"flax","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":19479403037,"package_name":"optax","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":19479403038,"package_name":"torch","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":19479403039,"package_name":"torchvision","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":19479403040,"package_name":"ftfy","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":19479403041,"package_name":"tensorboard","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":19479403042,"package_name":"Jinja2","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false}]},{"ecosystem":"pypi","filepath":"examples/unconditional_image_generation/requirements.txt","sha":null,"kind":"manifest","created_at":"2024-08-02T20:27:21.400Z","updated_at":"2024-08-02T20:27:21.400Z","repository_link":"https://github.com/Harvard-Ophthalmology-AI-Lab/FairDiffusion/blob/main/examples/unconditional_image_generation/requirements.txt","dependencies":[{"id":19479403187,"package_name":"accelerate","ecosystem":"pypi","requirements":"\u003e=0.16.0","direct":true,"kind":"runtime","optional":false},{"id":19479403188,"package_name":"torchvision","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":19479403189,"package_name":"datasets","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false}]},{"ecosystem":"pypi","filepath":"examples/wuerstchen/text_to_image/requirements.txt","sha":null,"kind":"manifest","created_at":"2024-08-02T20:27:22.850Z","updated_at":"2024-08-02T20:27:22.850Z","repository_link":"https://github.com/Harvard-Ophthalmology-AI-Lab/FairDiffusion/blob/main/examples/wuerstchen/text_to_image/requirements.txt","dependencies":[{"id":19479404735,"package_name":"accelerate","ecosystem":"pypi","requirements":"\u003e=0.16.0","direct":true,"kind":"runtime","optional":false},{"id":19479404736,"package_name":"torchvision","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":19479404737,"package_name":"transformers","ecosystem":"pypi","requirements":"\u003e=4.25.1","direct":true,"kind":"runtime","optional":false},{"id":19479404738,"package_name":"wandb","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":19479404739,"package_name":"huggingface-cli","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":19479406148,"package_name":"bitsandbytes","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":19479406149,"package_name":"deepspeed","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":19479406150,"package_name":"peft","ecosystem":"pypi","requirements":"\u003e=0.6.0","direct":true,"kind":"runtime","optional":false}]},{"ecosystem":"pypi","filepath":"pyproject.toml","sha":null,"kind":"manifest","created_at":"2024-08-02T20:27:25.040Z","updated_at":"2024-08-02T20:27:25.040Z","repository_link":"https://github.com/Harvard-Ophthalmology-AI-Lab/FairDiffusion/blob/main/pyproject.toml","dependencies":[]},{"ecosystem":"pypi","filepath":"requirements.txt","sha":null,"kind":"manifest","created_at":"2024-08-02T20:27:26.260Z","updated_at":"2024-08-02T20:27:26.260Z","repository_link":"https://github.com/Harvard-Ophthalmology-AI-Lab/FairDiffusion/blob/main/requirements.txt","dependencies":[{"id":19479407755,"package_name":"scikit-learn","ecosystem":"pypi","requirements":"==1.4.0","direct":true,"kind":"runtime","optional":false},{"id":19479407756,"package_name":"scipy","ecosystem":"pypi","requirements":"==1.12.0","direct":true,"kind":"runtime","optional":false},{"id":19479407757,"package_name":"tensorboard","ecosystem":"pypi","requirements":"==2.13.0","direct":true,"kind":"runtime","optional":false},{"id":19479407758,"package_name":"timm","ecosystem":"pypi","requirements":"==0.4.12","direct":true,"kind":"runtime","optional":false},{"id":19479407759,"package_name":"torch-fidelity","ecosystem":"pypi","requirements":"==0.3.0","direct":true,"kind":"runtime","optional":false},{"id":19479407760,"package_name":"torchmetrics","ecosystem":"pypi","requirements":"==1.3.0.post0","direct":true,"kind":"runtime","optional":false},{"id":19479407761,"package_name":"transformers","ecosystem":"pypi","requirements":"==4.36.2","direct":true,"kind":"runtime","optional":false},{"id":19479407762,"package_name":"datasets","ecosystem":"pypi","requirements":"==2.16.1","direct":true,"kind":"runtime","optional":false},{"id":19479407763,"package_name":"torch","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":19479407764,"package_name":"torchvision","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":19479407765,"package_name":"torchaudio","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":19479407766,"package_name":"diffusers","ecosystem":"pypi","requirements":"==0.26.0","direct":true,"kind":"runtime","optional":false},{"id":19479407767,"package_name":"blobfile","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":19479407768,"package_name":"open_clip_torch","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":19479407769,"package_name":"botorch","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false}]},{"ecosystem":"pypi","filepath":"setup.py","sha":null,"kind":"manifest","created_at":"2024-08-02T20:27:26.523Z","updated_at":"2024-08-02T20:27:26.523Z","repository_link":"https://github.com/Harvard-Ophthalmology-AI-Lab/FairDiffusion/blob/main/setup.py","dependencies":[{"id":19479409075,"package_name":"deps","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false}]},{"ecosystem":"conda","filepath":"environment.yml","sha":null,"kind":"manifest","created_at":"2025-04-05T04:32:04.185Z","updated_at":"2025-04-05T04:32:04.185Z","repository_link":"https://github.com/Harvard-Ophthalmology-AI-Lab/FairDiffusion/blob/main/environment.yml","dependencies":[{"id":22553570530,"package_name":"_libgcc_mutex","ecosystem":"conda","requirements":"0.1","direct":true,"kind":"runtime","optional":false},{"id":22553570531,"package_name":"_openmp_mutex","ecosystem":"conda","requirements":"4.5","direct":true,"kind":"runtime","optional":false},{"id":22553570532,"package_name":"argon2-cffi","ecosystem":"conda","requirements":"21.3.0","direct":true,"kind":"runtime","optional":false},{"id":22553570649,"package_name":"argon2-cffi-bindings","ecosystem":"conda","requirements":"21.2.0","direct":true,"kind":"runtime","optional":false},{"id":22553570844,"package_name":"asttokens","ecosystem":"conda","requirements":"2.0.5","direct":true,"kind":"runtime","optional":false},{"id":22553570861,"package_name":"attrs","ecosystem":"conda","requirements":"21.4.0","direct":true,"kind":"runtime","optional":false},{"id":22553570862,"package_name":"backcall","ecosystem":"conda","requirements":"0.2.0","direct":true,"kind":"runtime","optional":false},{"id":22553570863,"package_name":"beautifulsoup4","ecosystem":"conda","requirements":"4.11.1","direct":true,"kind":"runtime","optional":false},{"id":22553571408,"package_name":"binutils_impl_linux-64","ecosystem":"conda","requirements":"2.35.1","direct":true,"kind":"runtime","optional":false},{"id":22553571438,"package_name":"binutils_linux-64","ecosystem":"conda","requirements":"2.35.1","direct":true,"kind":"runtime","optional":false},{"id":22553571439,"package_name":"blas","ecosystem":"conda","requirements":"1.0","direct":true,"kind":"runtime","optional":false},{"id":22553571440,"package_name":"bleach","ecosystem":"conda","requirements":"4.1.0","direct":true,"kind":"runtime","optional":false},{"id":22553571441,"package_name":"blosc","ecosystem":"conda","requirements":"1.21.0","direct":true,"kind":"runtime","optional":false},{"id":22553571573,"package_name":"bottleneck","ecosystem":"conda","requirements":"1.3.4","direct":true,"kind":"runtime","optional":false},{"id":22553571743,"package_name":"brotli","ecosystem":"conda","requirements":"1.0.9","direct":true,"kind":"runtime","optional":false},{"id":22553571744,"package_name":"brotli-bin","ecosystem":"conda","requirements":"1.0.9","direct":true,"kind":"runtime","optional":false},{"id":22553571745,"package_name":"brotlipy","ecosystem":"conda","requirements":"0.7.0","direct":true,"kind":"runtime","optional":false},{"id":22553572020,"package_name":"brunsli","ecosystem":"conda","requirements":"0.1","direct":true,"kind":"runtime","optional":false},{"id":22553572039,"package_name":"bzip2","ecosystem":"conda","requirements":"1.0.8","direct":true,"kind":"runtime","optional":false},{"id":22553572040,"package_name":"ca-certificates","ecosystem":"conda","requirements":"2023.05.30","direct":true,"kind":"runtime","optional":false},{"id":22553572041,"package_name":"certifi","ecosystem":"conda","requirements":"2023.5.7","direct":true,"kind":"runtime","optional":false},{"id":22553572042,"package_name":"cffi","ecosystem":"conda","requirements":"1.15.0","direct":true,"kind":"runtime","optional":false},{"id":22553572043,"package_name":"cfitsio","ecosystem":"conda","requirements":"3.470","direct":true,"kind":"runtime","optional":false},{"id":22553572044,"package_name":"charls","ecosystem":"conda","requirements":"2.2.0","direct":true,"kind":"runtime","optional":false},{"id":22553572165,"package_name":"charset-normalizer","ecosystem":"conda","requirements":"2.0.4","direct":true,"kind":"runtime","optional":false},{"id":22553572166,"package_name":"cloudpickle","ecosystem":"conda","requirements":"2.0.0","direct":true,"kind":"runtime","optional":false},{"id":22553572167,"package_name":"colorama","ecosystem":"conda","requirements":"0.4.5","direct":true,"kind":"runtime","optional":false},{"id":22553572168,"package_name":"cryptography","ecosystem":"conda","requirements":"36.0.0","direct":true,"kind":"runtime","optional":false},{"id":22553572169,"package_name":"cudatoolkit","ecosystem":"conda","requirements":"11.3.1","direct":true,"kind":"runtime","optional":false},{"id":22553572170,"package_name":"cycler","ecosystem":"conda","requirements":"0.11.0","direct":true,"kind":"runtime","optional":false},{"id":22553572171,"package_name":"cytoolz","ecosystem":"conda","requirements":"0.11.0","direct":true,"kind":"runtime","optional":false},{"id":22553572447,"package_name":"dask-core","ecosystem":"conda","requirements":"2022.5.0","direct":true,"kind":"runtime","optional":false},{"id":22553572449,"package_name":"dbus","ecosystem":"conda","requirements":"1.13.6","direct":true,"kind":"runtime","optional":false},{"id":22553572450,"package_name":"debugpy","ecosystem":"conda","requirements":"1.5.1","direct":true,"kind":"runtime","optional":false},{"id":22553572496,"package_name":"decorator","ecosystem":"conda","requirements":"5.1.1","direct":true,"kind":"runtime","optional":false},{"id":22553572497,"package_name":"defusedxml","ecosystem":"conda","requirements":"0.7.1","direct":true,"kind":"runtime","optional":false},{"id":22553572498,"package_name":"entrypoints","ecosystem":"conda","requirements":"0.4","direct":true,"kind":"runtime","optional":false},{"id":22553572499,"package_name":"executing","ecosystem":"conda","requirements":"0.8.3","direct":true,"kind":"runtime","optional":false},{"id":22553572589,"package_name":"expat","ecosystem":"conda","requirements":"2.2.10","direct":true,"kind":"runtime","optional":false},{"id":22553572590,"package_name":"ffmpeg","ecosystem":"conda","requirements":"4.3","direct":true,"kind":"runtime","optional":false},{"id":22553572591,"package_name":"fontconfig","ecosystem":"conda","requirements":"2.13.1","direct":true,"kind":"runtime","optional":false},{"id":22553572592,"package_name":"fonttools","ecosystem":"conda","requirements":"4.25.0","direct":true,"kind":"runtime","optional":false},{"id":22553572593,"package_name":"freetype","ecosystem":"conda","requirements":"2.11.0","direct":true,"kind":"runtime","optional":false},{"id":22553572594,"package_name":"gcc_impl_linux-64","ecosystem":"conda","requirements":"9.3.0","direct":true,"kind":"runtime","optional":false},{"id":22553572719,"package_name":"gcc_linux-64","ecosystem":"conda","requirements":"9.3.0","direct":true,"kind":"runtime","optional":false},{"id":22553572720,"package_name":"gh","ecosystem":"conda","requirements":"2.7.0","direct":true,"kind":"runtime","optional":false},{"id":22553572736,"package_name":"giflib","ecosystem":"conda","requirements":"5.2.1","direct":true,"kind":"runtime","optional":false},{"id":22553572836,"package_name":"git","ecosystem":"conda","requirements":"2.23.0","direct":true,"kind":"runtime","optional":false},{"id":22553572860,"package_name":"glib","ecosystem":"conda","requirements":"2.69.1","direct":true,"kind":"runtime","optional":false},{"id":22553572861,"package_name":"gmp","ecosystem":"conda","requirements":"6.2.1","direct":true,"kind":"runtime","optional":false},{"id":22553572862,"package_name":"gnutls","ecosystem":"conda","requirements":"3.6.15","direct":true,"kind":"runtime","optional":false},{"id":22553572904,"package_name":"gst-plugins-base","ecosystem":"conda","requirements":"1.14.0","direct":true,"kind":"runtime","optional":false},{"id":22553572905,"package_name":"gstreamer","ecosystem":"conda","requirements":"1.14.0","direct":true,"kind":"runtime","optional":false},{"id":22553572906,"package_name":"gxx_impl_linux-64","ecosystem":"conda","requirements":"9.3.0","direct":true,"kind":"runtime","optional":false},{"id":22553572993,"package_name":"gxx_linux-64","ecosystem":"conda","requirements":"9.3.0","direct":true,"kind":"runtime","optional":false},{"id":22553573012,"package_name":"icu","ecosystem":"conda","requirements":"58.2","direct":true,"kind":"runtime","optional":false},{"id":22553573013,"package_name":"idna","ecosystem":"conda","requirements":"3.3","direct":true,"kind":"runtime","optional":false},{"id":22553573014,"package_name":"imagecodecs","ecosystem":"conda","requirements":"2021.8.26","direct":true,"kind":"runtime","optional":false},{"id":22553573015,"package_name":"imageio","ecosystem":"conda","requirements":"2.9.0","direct":true,"kind":"runtime","optional":false},{"id":22553573016,"package_name":"intel-openmp","ecosystem":"conda","requirements":"2021.4.0","direct":true,"kind":"runtime","optional":false},{"id":22553573017,"package_name":"ipykernel","ecosystem":"conda","requirements":"6.9.1","direct":true,"kind":"runtime","optional":false},{"id":22553573018,"package_name":"ipython","ecosystem":"conda","requirements":"8.3.0","direct":true,"kind":"runtime","optional":false},{"id":22553573019,"package_name":"ipython_genutils","ecosystem":"conda","requirements":"0.2.0","direct":true,"kind":"runtime","optional":false},{"id":22553573020,"package_name":"ipywidgets","ecosystem":"conda","requirements":"7.6.5","direct":true,"kind":"runtime","optional":false},{"id":22553573021,"package_name":"jedi","ecosystem":"conda","requirements":"0.18.1","direct":true,"kind":"runtime","optional":false},{"id":22553573022,"package_name":"jinja2","ecosystem":"conda","requirements":"3.0.3","direct":true,"kind":"runtime","optional":false},{"id":22553573023,"package_name":"jpeg","ecosystem":"conda","requirements":"9d","direct":true,"kind":"runtime","optional":false},{"id":22553573024,"package_name":"jsonschema","ecosystem":"conda","requirements":"4.4.0","direct":true,"kind":"runtime","optional":false},{"id":22553573025,"package_name":"jupyter","ecosystem":"conda","requirements":"1.0.0","direct":true,"kind":"runtime","optional":false},{"id":22553573026,"package_name":"jupyter_client","ecosystem":"conda","requirements":"7.2.2","direct":true,"kind":"runtime","optional":false},{"id":22553573027,"package_name":"jupyter_console","ecosystem":"conda","requirements":"6.4.3","direct":true,"kind":"runtime","optional":false},{"id":22553573028,"package_name":"jupyter_core","ecosystem":"conda","requirements":"4.10.0","direct":true,"kind":"runtime","optional":false},{"id":22553573029,"package_name":"jupyterlab_pygments","ecosystem":"conda","requirements":"0.1.2","direct":true,"kind":"runtime","optional":false},{"id":22553573163,"package_name":"jupyterlab_widgets","ecosystem":"conda","requirements":"1.0.0","direct":true,"kind":"runtime","optional":false},{"id":22553573167,"package_name":"jxrlib","ecosystem":"conda","requirements":"1.1","direct":true,"kind":"runtime","optional":false},{"id":22553573176,"package_name":"kernel-headers_linux-64","ecosystem":"conda","requirements":"2.6.32","direct":true,"kind":"runtime","optional":false},{"id":22553573210,"package_name":"kiwisolver","ecosystem":"conda","requirements":"1.3.2","direct":true,"kind":"runtime","optional":false},{"id":22553573211,"package_name":"krb5","ecosystem":"conda","requirements":"1.18.2","direct":true,"kind":"runtime","optional":false},{"id":22553573212,"package_name":"lame","ecosystem":"conda","requirements":"3.100","direct":true,"kind":"runtime","optional":false},{"id":22553573237,"package_name":"lcms2","ecosystem":"conda","requirements":"2.12","direct":true,"kind":"runtime","optional":false},{"id":22553573238,"package_name":"ld_impl_linux-64","ecosystem":"conda","requirements":"2.35.1","direct":true,"kind":"runtime","optional":false},{"id":22553573239,"package_name":"lerc","ecosystem":"conda","requirements":"3.0","direct":true,"kind":"runtime","optional":false},{"id":22553573240,"package_name":"libaec","ecosystem":"conda","requirements":"1.0.4","direct":true,"kind":"runtime","optional":false},{"id":22553573264,"package_name":"libbrotlicommon","ecosystem":"conda","requirements":"1.0.9","direct":true,"kind":"runtime","optional":false},{"id":22553573265,"package_name":"libbrotlidec","ecosystem":"conda","requirements":"1.0.9","direct":true,"kind":"runtime","optional":false},{"id":22553573266,"package_name":"libbrotlienc","ecosystem":"conda","requirements":"1.0.9","direct":true,"kind":"runtime","optional":false},{"id":22553573267,"package_name":"libcurl","ecosystem":"conda","requirements":"7.71.1","direct":true,"kind":"runtime","optional":false},{"id":22553573268,"package_name":"libdeflate","ecosystem":"conda","requirements":"1.8","direct":true,"kind":"runtime","optional":false},{"id":22553573269,"package_name":"libedit","ecosystem":"conda","requirements":"3.1.20191231","direct":true,"kind":"runtime","optional":false},{"id":22553573270,"package_name":"libffi","ecosystem":"conda","requirements":"3.3","direct":true,"kind":"runtime","optional":false},{"id":22553573271,"package_name":"libgcc-devel_linux-64","ecosystem":"conda","requirements":"9.3.0","direct":true,"kind":"runtime","optional":false},{"id":22553573273,"package_name":"libgcc-ng","ecosystem":"conda","requirements":"9.3.0","direct":true,"kind":"runtime","optional":false},{"id":22553573274,"package_name":"libgfortran-ng","ecosystem":"conda","requirements":"7.5.0","direct":true,"kind":"runtime","optional":false},{"id":22553573275,"package_name":"libgfortran4","ecosystem":"conda","requirements":"7.5.0","direct":true,"kind":"runtime","optional":false},{"id":22553573317,"package_name":"libgomp","ecosystem":"conda","requirements":"9.3.0","direct":true,"kind":"runtime","optional":false},{"id":22553573318,"package_name":"libiconv","ecosystem":"conda","requirements":"1.15","direct":true,"kind":"runtime","optional":false},{"id":22553573319,"package_name":"libidn2","ecosystem":"conda","requirements":"2.3.2","direct":true,"kind":"runtime","optional":false},{"id":22553573335,"package_name":"libpng","ecosystem":"conda","requirements":"1.6.37","direct":true,"kind":"runtime","optional":false},{"id":22553573336,"package_name":"libsodium","ecosystem":"conda","requirements":"1.0.18","direct":true,"kind":"runtime","optional":false},{"id":22553573337,"package_name":"libssh2","ecosystem":"conda","requirements":"1.9.0","direct":true,"kind":"runtime","optional":false},{"id":22553573338,"package_name":"libstdcxx-devel_linux-64","ecosystem":"conda","requirements":"9.3.0","direct":true,"kind":"runtime","optional":false},{"id":22553573389,"package_name":"libstdcxx-ng","ecosystem":"conda","requirements":"9.3.0","direct":true,"kind":"runtime","optional":false},{"id":22553573390,"package_name":"libtasn1","ecosystem":"conda","requirements":"4.16.0","direct":true,"kind":"runtime","optional":false},{"id":22553573412,"package_name":"libtiff","ecosystem":"conda","requirements":"4.2.0","direct":true,"kind":"runtime","optional":false},{"id":22553573413,"package_name":"libunistring","ecosystem":"conda","requirements":"0.9.10","direct":true,"kind":"runtime","optional":false},{"id":22553573417,"package_name":"libuuid","ecosystem":"conda","requirements":"1.0.3","direct":true,"kind":"runtime","optional":false},{"id":22553573418,"package_name":"libuv","ecosystem":"conda","requirements":"1.40.0","direct":true,"kind":"runtime","optional":false},{"id":22553573475,"package_name":"libwebp","ecosystem":"conda","requirements":"1.2.2","direct":true,"kind":"runtime","optional":false},{"id":22553573501,"package_name":"libwebp-base","ecosystem":"conda","requirements":"1.2.2","direct":true,"kind":"runtime","optional":false},{"id":22553573502,"package_name":"libxcb","ecosystem":"conda","requirements":"1.13","direct":true,"kind":"runtime","optional":false},{"id":22553573503,"package_name":"libxml2","ecosystem":"conda","requirements":"2.9.12","direct":true,"kind":"runtime","optional":false},{"id":22553573504,"package_name":"libzopfli","ecosystem":"conda","requirements":"1.0.3","direct":true,"kind":"runtime","optional":false},{"id":22553573520,"package_name":"locket","ecosystem":"conda","requirements":"1.0.0","direct":true,"kind":"runtime","optional":false},{"id":22553573525,"package_name":"lz4-c","ecosystem":"conda","requirements":"1.9.3","direct":true,"kind":"runtime","optional":false},{"id":22553573526,"package_name":"markupsafe","ecosystem":"conda","requirements":"2.1.1","direct":true,"kind":"runtime","optional":false},{"id":22553573527,"package_name":"matplotlib","ecosystem":"conda","requirements":"3.5.1","direct":true,"kind":"runtime","optional":false},{"id":22553573528,"package_name":"matplotlib-base","ecosystem":"conda","requirements":"3.5.1","direct":true,"kind":"runtime","optional":false},{"id":22553573529,"package_name":"matplotlib-inline","ecosystem":"conda","requirements":"0.1.2","direct":true,"kind":"runtime","optional":false},{"id":22553573541,"package_name":"mistune","ecosystem":"conda","requirements":"0.8.4","direct":true,"kind":"runtime","optional":false},{"id":22553573542,"package_name":"mkl","ecosystem":"conda","requirements":"2021.4.0","direct":true,"kind":"runtime","optional":false},{"id":22553573543,"package_name":"mkl-service","ecosystem":"conda","requirements":"2.4.0","direct":true,"kind":"runtime","optional":false},{"id":22553573544,"package_name":"mkl_fft","ecosystem":"conda","requirements":"1.3.1","direct":true,"kind":"runtime","optional":false},{"id":22553573545,"package_name":"mkl_random","ecosystem":"conda","requirements":"1.2.2","direct":true,"kind":"runtime","optional":false},{"id":22553573546,"package_name":"munkres","ecosystem":"conda","requirements":"1.1.4","direct":true,"kind":"runtime","optional":false},{"id":22553573547,"package_name":"nbclient","ecosystem":"conda","requirements":"0.5.13","direct":true,"kind":"runtime","optional":false},{"id":22553573568,"package_name":"nbconvert","ecosystem":"conda","requirements":"6.4.4","direct":true,"kind":"runtime","optional":false},{"id":22553573569,"package_name":"nbformat","ecosystem":"conda","requirements":"5.3.0","direct":true,"kind":"runtime","optional":false},{"id":22553573570,"package_name":"ncurses","ecosystem":"conda","requirements":"6.3","direct":true,"kind":"runtime","optional":false},{"id":22553573571,"package_name":"nest-asyncio","ecosystem":"conda","requirements":"1.5.5","direct":true,"kind":"runtime","optional":false},{"id":22553573578,"package_name":"nettle","ecosystem":"conda","requirements":"3.7.3","direct":true,"kind":"runtime","optional":false},{"id":22553573587,"package_name":"networkx","ecosystem":"conda","requirements":"2.7.1","direct":true,"kind":"runtime","optional":false},{"id":22553573617,"package_name":"notebook","ecosystem":"conda","requirements":"6.4.11","direct":true,"kind":"runtime","optional":false},{"id":22553573618,"package_name":"numexpr","ecosystem":"conda","requirements":"2.8.1","direct":true,"kind":"runtime","optional":false},{"id":22553573620,"package_name":"openh264","ecosystem":"conda","requirements":"2.1.1","direct":true,"kind":"runtime","optional":false},{"id":22553573621,"package_name":"openjpeg","ecosystem":"conda","requirements":"2.4.0","direct":true,"kind":"runtime","optional":false},{"id":22553573622,"package_name":"openssl","ecosystem":"conda","requirements":"1.1.1u","direct":true,"kind":"runtime","optional":false},{"id":22553573623,"package_name":"pandocfilters","ecosystem":"conda","requirements":"1.5.0","direct":true,"kind":"runtime","optional":false},{"id":22553573624,"package_name":"parso","ecosystem":"conda","requirements":"0.8.3","direct":true,"kind":"runtime","optional":false},{"id":22553573625,"package_name":"partd","ecosystem":"conda","requirements":"1.2.0","direct":true,"kind":"runtime","optional":false},{"id":22553573627,"package_name":"pcre","ecosystem":"conda","requirements":"8.45","direct":true,"kind":"runtime","optional":false},{"id":22553573628,"package_name":"perl","ecosystem":"conda","requirements":"5.26.2","direct":true,"kind":"runtime","optional":false},{"id":22553573680,"package_name":"pexpect","ecosystem":"conda","requirements":"4.8.0","direct":true,"kind":"runtime","optional":false},{"id":22553573681,"package_name":"pickleshare","ecosystem":"conda","requirements":"0.7.5","direct":true,"kind":"runtime","optional":false},{"id":22553573682,"package_name":"pillow","ecosystem":"conda","requirements":"9.0.1","direct":true,"kind":"runtime","optional":false},{"id":22553573683,"package_name":"prometheus_client","ecosystem":"conda","requirements":"0.13.1","direct":true,"kind":"runtime","optional":false},{"id":22553573684,"package_name":"prompt-toolkit","ecosystem":"conda","requirements":"3.0.20","direct":true,"kind":"runtime","optional":false},{"id":22553573932,"package_name":"prompt_toolkit","ecosystem":"conda","requirements":"3.0.20","direct":true,"kind":"runtime","optional":false},{"id":22553573933,"package_name":"pthread-stubs","ecosystem":"conda","requirements":"0.4","direct":true,"kind":"runtime","optional":false},{"id":22553573934,"package_name":"ptyprocess","ecosystem":"conda","requirements":"0.7.0","direct":true,"kind":"runtime","optional":false},{"id":22553573935,"package_name":"pure_eval","ecosystem":"conda","requirements":"0.2.2","direct":true,"kind":"runtime","optional":false},{"id":22553573936,"package_name":"pycparser","ecosystem":"conda","requirements":"2.21","direct":true,"kind":"runtime","optional":false},{"id":22553573937,"package_name":"pyopenssl","ecosystem":"conda","requirements":"22.0.0","direct":true,"kind":"runtime","optional":false},{"id":22553573938,"package_name":"pyparsing","ecosystem":"conda","requirements":"3.0.8","direct":true,"kind":"runtime","optional":false},{"id":22553573939,"package_name":"pyqt","ecosystem":"conda","requirements":"5.9.2","direct":true,"kind":"runtime","optional":false},{"id":22553573940,"package_name":"pyrsistent","ecosystem":"conda","requirements":"0.18.0","direct":true,"kind":"runtime","optional":false},{"id":22553573941,"package_name":"pysocks","ecosystem":"conda","requirements":"1.7.1","direct":true,"kind":"runtime","optional":false},{"id":22553573942,"package_name":"python","ecosystem":"conda","requirements":"3.9.12","direct":true,"kind":"runtime","optional":false},{"id":22553573948,"package_name":"python-dateutil","ecosystem":"conda","requirements":"2.8.2","direct":true,"kind":"runtime","optional":false},{"id":22553573949,"package_name":"python-fastjsonschema","ecosystem":"conda","requirements":"2.15.1","direct":true,"kind":"runtime","optional":false},{"id":22553573964,"package_name":"python_abi","ecosystem":"conda","requirements":"3.9","direct":true,"kind":"runtime","optional":false},{"id":22553573965,"package_name":"pytorch-mutex","ecosystem":"conda","requirements":"1.0","direct":true,"kind":"runtime","optional":false},{"id":22553573981,"package_name":"pywavelets","ecosystem":"conda","requirements":"1.3.0","direct":true,"kind":"runtime","optional":false},{"id":22553573995,"package_name":"pyyaml","ecosystem":"conda","requirements":"6.0","direct":true,"kind":"runtime","optional":false},{"id":22553573996,"package_name":"pyzmq","ecosystem":"conda","requirements":"22.3.0","direct":true,"kind":"runtime","optional":false},{"id":22553573997,"package_name":"qt","ecosystem":"conda","requirements":"5.9.7","direct":true,"kind":"runtime","optional":false},{"id":22553573998,"package_name":"qtconsole","ecosystem":"conda","requirements":"5.3.0","direct":true,"kind":"runtime","optional":false},{"id":22553573999,"package_name":"qtpy","ecosystem":"conda","requirements":"2.0.1","direct":true,"kind":"runtime","optional":false},{"id":22553574000,"package_name":"readline","ecosystem":"conda","requirements":"8.1.2","direct":true,"kind":"runtime","optional":false},{"id":22553574001,"package_name":"scikit-image","ecosystem":"conda","requirements":"0.19.2","direct":true,"kind":"runtime","optional":false},{"id":22553574016,"package_name":"send2trash","ecosystem":"conda","requirements":"1.8.0","direct":true,"kind":"runtime","optional":false},{"id":22553574019,"package_name":"sip","ecosystem":"conda","requirements":"4.19.13","direct":true,"kind":"runtime","optional":false},{"id":22553574022,"package_name":"six","ecosystem":"conda","requirements":"1.16.0","direct":true,"kind":"runtime","optional":false},{"id":22553574024,"package_name":"snappy","ecosystem":"conda","requirements":"1.1.9","direct":true,"kind":"runtime","optional":false},{"id":22553574025,"package_name":"soupsieve","ecosystem":"conda","requirements":"2.3.1","direct":true,"kind":"runtime","optional":false},{"id":22553574045,"package_name":"sqlite","ecosystem":"conda","requirements":"3.38.2","direct":true,"kind":"runtime","optional":false},{"id":22553574046,"package_name":"stack_data","ecosystem":"conda","requirements":"0.2.0","direct":true,"kind":"runtime","optional":false},{"id":22553574059,"package_name":"sysroot_linux-64","ecosystem":"conda","requirements":"2.12","direct":true,"kind":"runtime","optional":false},{"id":22553574074,"package_name":"terminado","ecosystem":"conda","requirements":"0.13.1","direct":true,"kind":"runtime","optional":false},{"id":22553574075,"package_name":"testpath","ecosystem":"conda","requirements":"0.6.0","direct":true,"kind":"runtime","optional":false},{"id":22553574076,"package_name":"threadpoolctl","ecosystem":"conda","requirements":"2.2.0","direct":true,"kind":"runtime","optional":false},{"id":22553574088,"package_name":"tifffile","ecosystem":"conda","requirements":"2021.7.2","direct":true,"kind":"runtime","optional":false},{"id":22553574089,"package_name":"tk","ecosystem":"conda","requirements":"8.6.11","direct":true,"kind":"runtime","optional":false},{"id":22553574090,"package_name":"toolz","ecosystem":"conda","requirements":"0.11.2","direct":true,"kind":"runtime","optional":false},{"id":22553574108,"package_name":"tornado","ecosystem":"conda","requirements":"6.1","direct":true,"kind":"runtime","optional":false},{"id":22553574109,"package_name":"traitlets","ecosystem":"conda","requirements":"5.1.1","direct":true,"kind":"runtime","optional":false},{"id":22553574110,"package_name":"typing-extensions","ecosystem":"conda","requirements":"4.1.1","direct":true,"kind":"runtime","optional":false},{"id":22553574111,"package_name":"typing_extensions","ecosystem":"conda","requirements":"4.1.1","direct":true,"kind":"runtime","optional":false},{"id":22553574112,"package_name":"urllib3","ecosystem":"conda","requirements":"1.26.8","direct":true,"kind":"runtime","optional":false},{"id":22553574113,"package_name":"wcwidth","ecosystem":"conda","requirements":"0.2.5","direct":true,"kind":"runtime","optional":false},{"id":22553574114,"package_name":"webencodings","ecosystem":"conda","requirements":"0.5.1","direct":true,"kind":"runtime","optional":false},{"id":22553574115,"package_name":"wheel","ecosystem":"conda","requirements":"0.37.1","direct":true,"kind":"runtime","optional":false},{"id":22553574116,"package_name":"widgetsnbextension","ecosystem":"conda","requirements":"3.5.2","direct":true,"kind":"runtime","optional":false},{"id":22553574117,"package_name":"xorg-libxau","ecosystem":"conda","requirements":"1.0.9","direct":true,"kind":"runtime","optional":false},{"id":22553574118,"package_name":"xorg-libxdmcp","ecosystem":"conda","requirements":"1.1.3","direct":true,"kind":"runtime","optional":false},{"id":22553574119,"package_name":"xz","ecosystem":"conda","requirements":"5.2.5","direct":true,"kind":"runtime","optional":false},{"id":22553574120,"package_name":"yaml","ecosystem":"conda","requirements":"0.2.5","direct":true,"kind":"runtime","optional":false},{"id":22553574127,"package_name":"zeromq","ecosystem":"conda","requirements":"4.3.4","direct":true,"kind":"runtime","optional":false},{"id":22553574128,"package_name":"zfp","ecosystem":"conda","requirements":"0.5.5","direct":true,"kind":"runtime","optional":false},{"id":22553574181,"package_name":"zlib","ecosystem":"conda","requirements":"1.2.11","direct":true,"kind":"runtime","optional":false},{"id":22553574182,"package_name":"zstd","ecosystem":"conda","requirements":"1.4.9","direct":true,"kind":"runtime","optional":false}]}],"score":null,"created_at":"2025-09-04T15:50:36.634Z","updated_at":"2025-10-07T08:07:03.789Z","avatar_url":"https://github.com/Harvard-Ophthalmology-AI-Lab.png","language":"Python","category":null,"sub_category":null,"monthly_downloads":0,"funding_links":[],"readme_doi_urls":[],"works":{},"citation_counts":{},"total_citations":0,"keywords_from_contributors":[],"project_url":"https://science.ecosyste.ms/api/v1/projects/11039","html_url":"https://science.ecosyste.ms/projects/11039","bibtex_url":"https://science.ecosyste.ms/projects/11039/export.bibtex","apalike_url":"https://science.ecosyste.ms/projects/11039/export.apalike"}