{"id":32602,"name":"easyfsl","description":"Ready-to-use code and tutorial notebooks to boost your way into few-shot learning for image classification. ","url":"https://github.com/sicara/easy-few-shot-learning","last_synced_at":"2025-09-05T05:30:59.848Z","repository":{"id":37833834,"uuid":"334984118","full_name":"sicara/easy-few-shot-learning","owner":"sicara","description":"Ready-to-use code and tutorial notebooks to boost your way into few-shot learning for image classification. ","archived":false,"fork":false,"pushed_at":"2024-11-13T14:02:24.000Z","size":2261,"stargazers_count":1242,"open_issues_count":18,"forks_count":168,"subscribers_count":16,"default_branch":"master","last_synced_at":"2025-08-31T17:17:27.274Z","etag":null,"topics":["deep-learning","few-shot-classifcation","few-shot-learning","few-shot-recognition","image-classification","machine-learning","meta-learning","pytorch"],"latest_commit_sha":null,"homepage":"","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/sicara.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":"LICENSE","code_of_conduct":null,"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":"2021-02-01T14:55:41.000Z","updated_at":"2025-08-29T00:42:16.000Z","dependencies_parsed_at":"2023-09-23T17:10:44.986Z","dependency_job_id":"611bf1c3-26f3-4975-b987-a6b1680b1a63","html_url":"https://github.com/sicara/easy-few-shot-learning","commit_stats":{"total_commits":147,"total_committers":14,"mean_commits":10.5,"dds":"0.44217687074829937","last_synced_commit":"2ed387ef1e30176c679657ccca1b1a2b0ca247a4"},"previous_names":[],"tags_count":12,"template":false,"template_full_name":null,"purl":"pkg:github/sicara/easy-few-shot-learning","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/sicara%2Feasy-few-shot-learning","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/sicara%2Feasy-few-shot-learning/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/sicara%2Feasy-few-shot-learning/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/sicara%2Feasy-few-shot-learning/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/sicara","download_url":"https://codeload.github.com/sicara/easy-few-shot-learning/tar.gz/refs/heads/master","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/sicara%2Feasy-few-shot-learning/sbom","scorecard":{"id":822212,"data":{"date":"2025-08-11","repo":{"name":"github.com/sicara/easy-few-shot-learning","commit":"8023ff49a02a68830c10a21b8eb908cb33bdf1b9"},"scorecard":{"version":"v5.2.1-40-gf6ed084d","commit":"f6ed084d17c9236477efd66e5b258b9d4cc7b389"},"score":2.6,"checks":[{"name":"Dangerous-Workflow","score":-1,"reason":"no workflows found","details":null,"documentation":{"short":"Determines if the project's GitHub Action workflows avoid dangerous patterns.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#dangerous-workflow"}},{"name":"Maintained","score":0,"reason":"0 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 0","details":null,"documentation":{"short":"Determines if the project is \"actively maintained\".","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#maintained"}},{"name":"Binary-Artifacts","score":10,"reason":"no binaries found in the repo","details":null,"documentation":{"short":"Determines if the project has generated executable (binary) artifacts in the source repository.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#binary-artifacts"}},{"name":"Packaging","score":-1,"reason":"packaging workflow not detected","details":["Warn: no GitHub/GitLab publishing workflow detected."],"documentation":{"short":"Determines if the project is published as a package that others can easily download, install, easily update, and uninstall.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#packaging"}},{"name":"Code-Review","score":4,"reason":"Found 13/30 approved changesets -- score normalized to 4","details":null,"documentation":{"short":"Determines if the project requires human code review before pull requests (aka merge requests) are merged.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#code-review"}},{"name":"Token-Permissions","score":-1,"reason":"No tokens found","details":null,"documentation":{"short":"Determines if the project's workflows follow the principle of least privilege.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#token-permissions"}},{"name":"CII-Best-Practices","score":0,"reason":"no effort to earn an OpenSSF best practices badge detected","details":null,"documentation":{"short":"Determines if the project has an OpenSSF (formerly CII) Best Practices Badge.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#cii-best-practices"}},{"name":"Security-Policy","score":0,"reason":"security policy file not detected","details":["Warn: no security policy file detected","Warn: no security file to analyze","Warn: no security file to analyze","Warn: no security file to analyze"],"documentation":{"short":"Determines if the project has published a security policy.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#security-policy"}},{"name":"Fuzzing","score":0,"reason":"project is not fuzzed","details":["Warn: no fuzzer integrations found"],"documentation":{"short":"Determines if the project uses fuzzing.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#fuzzing"}},{"name":"License","score":10,"reason":"license file detected","details":["Info: project has a license file: LICENSE:0","Info: FSF or OSI recognized license: MIT License: LICENSE:0"],"documentation":{"short":"Determines if the project has defined a license.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#license"}},{"name":"Pinned-Dependencies","score":-1,"reason":"no dependencies found","details":null,"documentation":{"short":"Determines if the project has declared and pinned the dependencies of its build process.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#pinned-dependencies"}},{"name":"Signed-Releases","score":-1,"reason":"no releases found","details":null,"documentation":{"short":"Determines if the project cryptographically signs release artifacts.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#signed-releases"}},{"name":"Branch-Protection","score":-1,"reason":"internal error: error during branchesHandler.setup: internal error: githubv4.Query: Resource not accessible by integration","details":null,"documentation":{"short":"Determines if the default and release branches are protected with GitHub's branch protection settings.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#branch-protection"}},{"name":"Vulnerabilities","score":0,"reason":"12 existing vulnerabilities detected","details":["Warn: Project is vulnerable to: PYSEC-2024-48 / GHSA-fj7x-q9j7-g6q6","Warn: Project is vulnerable to: PYSEC-2023-238 / GHSA-5wvp-7f3h-6wmm","Warn: Project is vulnerable to: PYSEC-2024-161","Warn: Project is vulnerable to: GHSA-3749-ghw9-m3mg","Warn: Project is vulnerable to: PYSEC-2022-43015 / GHSA-47fc-vmwq-366v","Warn: Project is vulnerable to: PYSEC-2025-41 / GHSA-53q9-r3pm-6pq6","Warn: Project is vulnerable to: PYSEC-2024-252 / GHSA-5pcm-hx3q-hm94","Warn: Project is vulnerable to: GHSA-887c-mr87-cxwp","Warn: Project is vulnerable to: PYSEC-2024-251 / GHSA-pg7h-5qx3-wjr3","Warn: Project is vulnerable to: PYSEC-2024-250","Warn: Project is vulnerable to: PYSEC-2024-259","Warn: Project is vulnerable to: GHSA-g7vv-2v7x-gj9p"],"documentation":{"short":"Determines if the project has open, known unfixed vulnerabilities.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#vulnerabilities"}},{"name":"SAST","score":0,"reason":"SAST tool is not run on all commits -- score normalized to 0","details":["Warn: 0 commits out of 21 are checked with a SAST tool"],"documentation":{"short":"Determines if the project uses static code analysis.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#sast"}}]},"last_synced_at":"2025-08-23T15:52:54.479Z","repository_id":37833834,"created_at":"2025-08-23T15:52:54.479Z","updated_at":"2025-08-23T15:52:54.479Z"},"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":273715484,"owners_count":25155053,"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":"2025-09-05T02:00:09.113Z","response_time":402,"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":"sicara","name":"Sicara","uuid":"23194788","kind":"organization","description":"","email":"contact@sicara.com","website":"https://www.sicara.com/","location":"Paris, France","twitter":null,"company":null,"icon_url":"https://avatars.githubusercontent.com/u/23194788?v=4","repositories_count":36,"last_synced_at":"2024-05-19T00:05:23.009Z","metadata":{"has_sponsors_listing":false},"html_url":"https://github.com/sicara","funding_links":[],"total_stars":2486,"followers":44,"following":0,"created_at":"2022-11-13T03:59:13.489Z","updated_at":"2024-05-19T00:05:23.907Z","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/sicara","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/sicara/repositories"},"packages":[{"id":2719074,"name":"easyfsl","ecosystem":"pypi","description":"Ready-to-use PyTorch code to boost your way into few-shot image classification","homepage":"https://github.com/sicara/easy-few-shot-learning","licenses":"MIT","normalized_licenses":["MIT"],"repository_url":"https://github.com/sicara/easy-few-shot-learning","keywords_array":[],"namespace":null,"versions_count":10,"first_release_published_at":"2021-03-22T10:41:45.000Z","latest_release_published_at":"2023-09-25T08:36:53.000Z","latest_release_number":"1.5.0","last_synced_at":"2025-08-31T17:04:18.149Z","created_at":"2022-04-10T10:50:49.339Z","updated_at":"2025-08-31T17:25:17.765Z","registry_url":"https://pypi.org/project/easyfsl/","install_command":"pip install easyfsl --index-url https://pypi.org/simple","documentation_url":"https://easyfsl.readthedocs.io/","metadata":{"funding":null,"documentation":null,"classifiers":["Development Status :: 3 - Alpha","License :: OSI Approved :: MIT License","Operating System :: OS Independent","Programming Language :: Python","Programming Language :: Python :: 3","Programming Language :: Python :: 3.10","Programming Language :: Python :: 3.11","Programming Language :: Python :: 3.7","Programming Language :: Python :: 3.8","Programming Language :: Python :: 3.9"],"normalized_name":"easyfsl","project_status":null},"repo_metadata":{"id":37833834,"uuid":"334984118","full_name":"sicara/easy-few-shot-learning","owner":"sicara","description":"Ready-to-use code and tutorial notebooks to boost your way into few-shot learning for image classification. ","archived":false,"fork":false,"pushed_at":"2024-11-13T14:02:24.000Z","size":2261,"stargazers_count":1231,"open_issues_count":18,"forks_count":166,"subscribers_count":16,"default_branch":"master","last_synced_at":"2025-07-26T14:40:49.565Z","etag":null,"topics":["deep-learning","few-shot-classifcation","few-shot-learning","few-shot-recognition","image-classification","machine-learning","meta-learning","pytorch"],"latest_commit_sha":null,"homepage":"","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/sicara.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":"LICENSE","code_of_conduct":null,"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":"2021-02-01T14:55:41.000Z","updated_at":"2025-07-26T11:40:50.000Z","dependencies_parsed_at":"2023-09-23T17:10:44.986Z","dependency_job_id":"611bf1c3-26f3-4975-b987-a6b1680b1a63","html_url":"https://github.com/sicara/easy-few-shot-learning","commit_stats":{"total_commits":147,"total_committers":14,"mean_commits":10.5,"dds":"0.44217687074829937","last_synced_commit":"2ed387ef1e30176c679657ccca1b1a2b0ca247a4"},"previous_names":[],"tags_count":12,"template":false,"template_full_name":null,"purl":"pkg:github/sicara/easy-few-shot-learning","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/sicara%2Feasy-few-shot-learning","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/sicara%2Feasy-few-shot-learning/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/sicara%2Feasy-few-shot-learning/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/sicara%2Feasy-few-shot-learning/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/sicara","download_url":"https://codeload.github.com/sicara/easy-few-shot-learning/tar.gz/refs/heads/master","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/sicara%2Feasy-few-shot-learning/sbom","scorecard":{"id":822212,"data":{"date":"2025-08-11","repo":{"name":"github.com/sicara/easy-few-shot-learning","commit":"8023ff49a02a68830c10a21b8eb908cb33bdf1b9"},"scorecard":{"version":"v5.2.1-40-gf6ed084d","commit":"f6ed084d17c9236477efd66e5b258b9d4cc7b389"},"score":2.6,"checks":[{"name":"Dangerous-Workflow","score":-1,"reason":"no workflows found","details":null,"documentation":{"short":"Determines if the project's GitHub Action workflows avoid dangerous patterns.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#dangerous-workflow"}},{"name":"Maintained","score":0,"reason":"0 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 0","details":null,"documentation":{"short":"Determines if the project is \"actively maintained\".","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#maintained"}},{"name":"Binary-Artifacts","score":10,"reason":"no binaries found in the repo","details":null,"documentation":{"short":"Determines if the project has generated executable (binary) artifacts in the source repository.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#binary-artifacts"}},{"name":"Packaging","score":-1,"reason":"packaging workflow not detected","details":["Warn: no GitHub/GitLab publishing workflow detected."],"documentation":{"short":"Determines if the project is published as a package that others can easily download, install, easily update, and uninstall.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#packaging"}},{"name":"Code-Review","score":4,"reason":"Found 13/30 approved changesets -- score normalized to 4","details":null,"documentation":{"short":"Determines if the project requires human code review before pull requests (aka merge requests) are merged.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#code-review"}},{"name":"Token-Permissions","score":-1,"reason":"No tokens found","details":null,"documentation":{"short":"Determines if the project's workflows follow the principle of least privilege.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#token-permissions"}},{"name":"CII-Best-Practices","score":0,"reason":"no effort to earn an OpenSSF best practices badge detected","details":null,"documentation":{"short":"Determines if the project has an OpenSSF (formerly CII) Best Practices Badge.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#cii-best-practices"}},{"name":"Security-Policy","score":0,"reason":"security policy file not detected","details":["Warn: no security policy file detected","Warn: no security file to analyze","Warn: no security file to analyze","Warn: no security file to analyze"],"documentation":{"short":"Determines if the project has published a security policy.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#security-policy"}},{"name":"Fuzzing","score":0,"reason":"project is not fuzzed","details":["Warn: no fuzzer integrations found"],"documentation":{"short":"Determines if the project uses fuzzing.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#fuzzing"}},{"name":"License","score":10,"reason":"license file detected","details":["Info: project has a license file: LICENSE:0","Info: FSF or OSI recognized license: MIT License: LICENSE:0"],"documentation":{"short":"Determines if the project has defined a license.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#license"}},{"name":"Pinned-Dependencies","score":-1,"reason":"no dependencies found","details":null,"documentation":{"short":"Determines if the project has declared and pinned the dependencies of its build process.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#pinned-dependencies"}},{"name":"Signed-Releases","score":-1,"reason":"no releases found","details":null,"documentation":{"short":"Determines if the project cryptographically signs release artifacts.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#signed-releases"}},{"name":"Branch-Protection","score":-1,"reason":"internal error: error during branchesHandler.setup: internal error: githubv4.Query: Resource not accessible by integration","details":null,"documentation":{"short":"Determines if the default and release branches are protected with GitHub's branch protection settings.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#branch-protection"}},{"name":"Vulnerabilities","score":0,"reason":"12 existing vulnerabilities detected","details":["Warn: Project is vulnerable to: PYSEC-2024-48 / GHSA-fj7x-q9j7-g6q6","Warn: Project is vulnerable to: PYSEC-2023-238 / GHSA-5wvp-7f3h-6wmm","Warn: Project is vulnerable to: PYSEC-2024-161","Warn: Project is vulnerable to: GHSA-3749-ghw9-m3mg","Warn: Project is vulnerable to: PYSEC-2022-43015 / GHSA-47fc-vmwq-366v","Warn: Project is vulnerable to: PYSEC-2025-41 / GHSA-53q9-r3pm-6pq6","Warn: Project is vulnerable to: PYSEC-2024-252 / GHSA-5pcm-hx3q-hm94","Warn: Project is vulnerable to: GHSA-887c-mr87-cxwp","Warn: Project is vulnerable to: PYSEC-2024-251 / GHSA-pg7h-5qx3-wjr3","Warn: Project is vulnerable to: PYSEC-2024-250","Warn: Project is vulnerable to: PYSEC-2024-259","Warn: Project is vulnerable to: GHSA-g7vv-2v7x-gj9p"],"documentation":{"short":"Determines if the project has open, known unfixed vulnerabilities.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#vulnerabilities"}},{"name":"SAST","score":0,"reason":"SAST tool is not run on all commits -- score normalized to 0","details":["Warn: 0 commits out of 21 are checked with a SAST tool"],"documentation":{"short":"Determines if the project uses static code analysis.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#sast"}}]},"last_synced_at":"2025-08-23T15:52:54.479Z","repository_id":37833834,"created_at":"2025-08-23T15:52:54.479Z","updated_at":"2025-08-23T15:52:54.479Z"},"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":273010994,"owners_count":25030369,"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":"2025-08-31T02:00:09.071Z","response_time":79,"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_record":{"login":"sicara","name":"Sicara","uuid":"23194788","kind":"organization","description":"","email":"contact@sicara.com","website":"https://www.sicara.com/","location":"Paris, France","twitter":null,"company":null,"icon_url":"https://avatars.githubusercontent.com/u/23194788?v=4","repositories_count":36,"last_synced_at":"2024-05-19T00:05:23.009Z","metadata":{"has_sponsors_listing":false},"html_url":"https://github.com/sicara","funding_links":[],"total_stars":2486,"followers":44,"following":0,"created_at":"2022-11-13T03:59:13.489Z","updated_at":"2024-05-19T00:05:23.907Z","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/sicara","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/sicara/repositories"},"tags":[{"name":"v1.5.0","sha":"51eb245c23ac8163f0bcd294b04bce0acb77b025","kind":"commit","published_at":"2023-09-25T08:23:08.000Z","download_url":"https://codeload.github.com/sicara/easy-few-shot-learning/tar.gz/v1.5.0","html_url":"https://github.com/sicara/easy-few-shot-learning/releases/tag/v1.5.0","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/sicara/easy-few-shot-learning@v1.5.0","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/sicara%2Feasy-few-shot-learning/tags/v1.5.0","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/sicara%2Feasy-few-shot-learning/tags/v1.5.0/manifests"},{"name":"v1.4.0","sha":"4822039b7d1af8e12a45b845c244fa0ca9780a57","kind":"commit","published_at":"2023-06-06T08:33:16.000Z","download_url":"https://codeload.github.com/sicara/easy-few-shot-learning/tar.gz/v1.4.0","html_url":"https://github.com/sicara/easy-few-shot-learning/releases/tag/v1.4.0","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/sicara/easy-few-shot-learning@v1.4.0","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/sicara%2Feasy-few-shot-learning/tags/v1.4.0","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/sicara%2Feasy-few-shot-learning/tags/v1.4.0/manifests"},{"name":"v1.3.0","sha":"dca758aa490b1a5ada9e1a65356900d2c5a3bbf8","kind":"commit","published_at":"2023-05-16T09:04:13.000Z","download_url":"https://codeload.github.com/sicara/easy-few-shot-learning/tar.gz/v1.3.0","html_url":"https://github.com/sicara/easy-few-shot-learning/releases/tag/v1.3.0","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/sicara/easy-few-shot-learning@v1.3.0","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/sicara%2Feasy-few-shot-learning/tags/v1.3.0","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/sicara%2Feasy-few-shot-learning/tags/v1.3.0/manifests"},{"name":"v1.2.1","sha":"62970b60ff610453ee5645f7e41404eb058e9f5d","kind":"commit","published_at":"2023-03-30T10:19:52.000Z","download_url":"https://codeload.github.com/sicara/easy-few-shot-learning/tar.gz/v1.2.1","html_url":"https://github.com/sicara/easy-few-shot-learning/releases/tag/v1.2.1","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/sicara/easy-few-shot-learning@v1.2.1","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/sicara%2Feasy-few-shot-learning/tags/v1.2.1","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/sicara%2Feasy-few-shot-learning/tags/v1.2.1/manifests"},{"name":"v1.2.0","sha":"ae75fde6b480d060d48e6f436e9fd7073942e41c","kind":"commit","published_at":"2023-03-30T08:31:05.000Z","download_url":"https://codeload.github.com/sicara/easy-few-shot-learning/tar.gz/v1.2.0","html_url":"https://github.com/sicara/easy-few-shot-learning/releases/tag/v1.2.0","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/sicara/easy-few-shot-learning@v1.2.0","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/sicara%2Feasy-few-shot-learning/tags/v1.2.0","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/sicara%2Feasy-few-shot-learning/tags/v1.2.0/manifests"},{"name":"v1.1.0","sha":"5baddc36620b907723ea69bf850560b34b4cf1dd","kind":"commit","published_at":"2022-09-05T12:20:16.000Z","download_url":"https://codeload.github.com/sicara/easy-few-shot-learning/tar.gz/v1.1.0","html_url":"https://github.com/sicara/easy-few-shot-learning/releases/tag/v1.1.0","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/sicara/easy-few-shot-learning@v1.1.0","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/sicara%2Feasy-few-shot-learning/tags/v1.1.0","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/sicara%2Feasy-few-shot-learning/tags/v1.1.0/manifests"},{"name":"v1.0.1","sha":"278f0a609961da7e252dd067442a6202319a9e63","kind":"commit","published_at":"2022-06-07T16:03:34.000Z","download_url":"https://codeload.github.com/sicara/easy-few-shot-learning/tar.gz/v1.0.1","html_url":"https://github.com/sicara/easy-few-shot-learning/releases/tag/v1.0.1","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/sicara/easy-few-shot-learning@v1.0.1","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/sicara%2Feasy-few-shot-learning/tags/v1.0.1","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/sicara%2Feasy-few-shot-learning/tags/v1.0.1/manifests"},{"name":"v1.0.0","sha":"6e27907d2a8194ac0ab100c3734773c93f1aadf5","kind":"commit","published_at":"2022-03-21T13:44:54.000Z","download_url":"https://codeload.github.com/sicara/easy-few-shot-learning/tar.gz/v1.0.0","html_url":"https://github.com/sicara/easy-few-shot-learning/releases/tag/v1.0.0","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/sicara/easy-few-shot-learning@v1.0.0","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/sicara%2Feasy-few-shot-learning/tags/v1.0.0","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/sicara%2Feasy-few-shot-learning/tags/v1.0.0/manifests"},{"name":"v0.2.2","sha":"13221f94ec454fad5341542b67987779f655f15f","kind":"commit","published_at":"2021-11-09T15:06:32.000Z","download_url":"https://codeload.github.com/sicara/easy-few-shot-learning/tar.gz/v0.2.2","html_url":"https://github.com/sicara/easy-few-shot-learning/releases/tag/v0.2.2","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/sicara/easy-few-shot-learning@v0.2.2","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/sicara%2Feasy-few-shot-learning/tags/v0.2.2","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/sicara%2Feasy-few-shot-learning/tags/v0.2.2/manifests"},{"name":"v0.2.1","sha":"afb315589c42ea9380f908380b46b5cb3a200dad","kind":"commit","published_at":"2021-06-22T08:30:26.000Z","download_url":"https://codeload.github.com/sicara/easy-few-shot-learning/tar.gz/v0.2.1","html_url":"https://github.com/sicara/easy-few-shot-learning/releases/tag/v0.2.1","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/sicara/easy-few-shot-learning@v0.2.1","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/sicara%2Feasy-few-shot-learning/tags/v0.2.1","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/sicara%2Feasy-few-shot-learning/tags/v0.2.1/manifests"},{"name":"v0.2.0","sha":"838762863f5798cf6d14cc9672d40c1a36f25206","kind":"commit","published_at":"2021-06-01T08:34:25.000Z","download_url":"https://codeload.github.com/sicara/easy-few-shot-learning/tar.gz/v0.2.0","html_url":"https://github.com/sicara/easy-few-shot-learning/releases/tag/v0.2.0","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/sicara/easy-few-shot-learning@v0.2.0","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/sicara%2Feasy-few-shot-learning/tags/v0.2.0","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/sicara%2Feasy-few-shot-learning/tags/v0.2.0/manifests"},{"name":"v0.1.0","sha":"3e32e6064cd9b3e588d27791193c53f9c8521bce","kind":"commit","published_at":"2021-03-22T10:14:20.000Z","download_url":"https://codeload.github.com/sicara/easy-few-shot-learning/tar.gz/v0.1.0","html_url":"https://github.com/sicara/easy-few-shot-learning/releases/tag/v0.1.0","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/sicara/easy-few-shot-learning@v0.1.0","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/sicara%2Feasy-few-shot-learning/tags/v0.1.0","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/sicara%2Feasy-few-shot-learning/tags/v0.1.0/manifests"}]},"repo_metadata_updated_at":"2025-08-31T17:25:17.765Z","dependent_packages_count":0,"downloads":953,"downloads_period":"last-month","dependent_repos_count":4,"rankings":{"downloads":6.74352894181873,"dependent_repos_count":7.650877897355047,"dependent_packages_count":7.312883868137378,"stargazers_count":2.4231934227607095,"forks_count":4.500012729049454,"docker_downloads_count":null,"average":5.726099371824263},"purl":"pkg:pypi/easyfsl","advisories":[],"docker_usage_url":"https://docker.ecosyste.ms/usage/pypi/easyfsl","docker_dependents_count":null,"docker_downloads_count":null,"usage_url":"https://repos.ecosyste.ms/usage/pypi/easyfsl","dependent_repositories_url":"https://repos.ecosyste.ms/api/v1/usage/pypi/easyfsl/dependencies","status":null,"funding_links":[],"critical":null,"issue_metadata":{"last_synced_at":"2025-08-31T15:19:23.808Z","issues_count":111,"pull_requests_count":49,"avg_time_to_close_issue":6306600.354838709,"avg_time_to_close_pull_request":366881.28571428574,"issues_closed_count":93,"pull_requests_closed_count":49,"pull_request_authors_count":12,"issue_authors_count":82,"avg_comments_per_issue":2.5495495495495497,"avg_comments_per_pull_request":0.2857142857142857,"merged_pull_requests_count":46,"bot_issues_count":0,"bot_pull_requests_count":0,"past_year_issues_count":7,"past_year_pull_requests_count":0,"past_year_avg_time_to_close_issue":206894.66666666666,"past_year_avg_time_to_close_pull_request":null,"past_year_issues_closed_count":3,"past_year_pull_requests_closed_count":0,"past_year_pull_request_authors_count":0,"past_year_issue_authors_count":6,"past_year_avg_comments_per_issue":0.42857142857142855,"past_year_avg_comments_per_pull_request":null,"past_year_bot_issues_count":0,"past_year_bot_pull_requests_count":0,"past_year_merged_pull_requests_count":0,"issues_url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/repositories/sicara%2Feasy-few-shot-learning/issues","maintainers":[{"login":"ebennequin","count":41,"url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/authors/ebennequin"}],"active_maintainers":[]},"versions_url":"https://packages.ecosyste.ms/api/v1/registries/pypi.org/packages/easyfsl/versions","version_numbers_url":"https://packages.ecosyste.ms/api/v1/registries/pypi.org/packages/easyfsl/version_numbers","dependent_packages_url":"https://packages.ecosyste.ms/api/v1/registries/pypi.org/packages/easyfsl/dependent_packages","related_packages_url":"https://packages.ecosyste.ms/api/v1/registries/pypi.org/packages/easyfsl/related_packages","maintainers":[{"uuid":"etiennebennequin","login":"etiennebennequin","name":null,"email":null,"url":null,"packages_count":1,"html_url":"https://pypi.org/user/etiennebennequin/","role":null,"created_at":"2023-02-24T03:22:44.684Z","updated_at":"2023-02-24T03:22:44.684Z","packages_url":"https://packages.ecosyste.ms/api/v1/registries/pypi.org/maintainers/etiennebennequin/packages"}],"registry":{"name":"pypi.org","url":"https://pypi.org","ecosystem":"pypi","default":true,"packages_count":724998,"maintainers_count":308311,"namespaces_count":0,"keywords_count":237984,"github":"pypi","metadata":{"funded_packages_count":50481},"icon_url":"https://github.com/pypi.png","created_at":"2022-04-04T15:19:23.364Z","updated_at":"2025-09-04T05:23:51.177Z","packages_url":"https://packages.ecosyste.ms/api/v1/registries/pypi.org/packages","maintainers_url":"https://packages.ecosyste.ms/api/v1/registries/pypi.org/maintainers","namespaces_url":"https://packages.ecosyste.ms/api/v1/registries/pypi.org/namespaces"}}],"commits":{"id":571774,"full_name":"sicara/easy-few-shot-learning","default_branch":"master","committers":[{"name":"etienne","email":"etienne.bennequin@gmail.com","login":"ebennequin","count":136},{"name":"Diego Silva","email":"diego.silva.facom@gmail.com","login":"diego91964","count":4},{"name":"Toubi","email":"antoine@toubhans.org","login":"AntoineToubhans","count":4},{"name":"tnwei","email":"12769364+tnwei","login":"tnwei","count":1},{"name":"mgmalana","email":"mgmalana@gmail.com","login":"mgmalana","count":1},{"name":"egarcol","email":"garycollins21@hotmail.com","login":"egarcol","count":1},{"name":"dlfelps","email":"dlfelps@gmail.com","login":"dlfelps","count":1},{"name":"Vihanga Ashinsana Wijayasekara","email":"9610097+VihangaAW","login":"VihangaAW","count":1},{"name":"Gen","email":"51058713+NMZ0429","login":"NMZ0429","count":1},{"name":"Dmytro Durach","email":"979567+durach","login":"durach","count":1},{"name":"Dave Moffat","email":"dmof@pml.ac.uk","login":"djmoffat","count":1},{"name":"Aml Hassan Esmil","email":"Amal180214@feng.bu.edu.eg","login":"Aml-Hassan-Abd-El-hamid","count":1},{"name":"Alan Q. Wang","email":"60155768+alanqrwang","login":"alanqrwang","count":1}],"total_commits":154,"total_committers":13,"total_bot_commits":0,"total_bot_committers":0,"mean_commits":11.846153846153847,"dds":0.11688311688311692,"past_year_committers":[{"name":"Etienne Bennequin","email":"etienne.bennequin@gmail.com","login":"ebennequin","count":3},{"name":"dlfelps","email":"dlfelps@gmail.com","login":"dlfelps","count":1},{"name":"Gen","email":"51058713+NMZ0429","login":"NMZ0429","count":1}],"past_year_total_commits":5,"past_year_total_committers":3,"past_year_total_bot_commits":0,"past_year_total_bot_committers":0,"past_year_mean_commits":1.6666666666666667,"past_year_dds":0.4,"last_synced_at":"2025-04-03T10:42:28.838Z","last_synced_commit":"8023ff49a02a68830c10a21b8eb908cb33bdf1b9","created_at":"2023-03-09T05:27:52.954Z","updated_at":"2025-04-03T10:42:28.866Z","commits_url":"https://commits.ecosyste.ms/api/v1/hosts/GitHub/repositories/sicara%2Feasy-few-shot-learning/commits","host":{"name":"GitHub","url":"https://github.com","kind":"github","last_synced_at":"2025-09-03T00:00:08.276Z","repositories_count":5480019,"commits_count":853389012,"contributors_count":31098138,"owners_count":906558,"icon_url":"https://github.com/github.png","host_url":"https://commits.ecosyste.ms/api/v1/hosts/GitHub","repositories_url":"https://commits.ecosyste.ms/api/v1/hosts/GitHub/repositories"}},"issues_stats":{"full_name":"sicara/easy-few-shot-learning","html_url":"https://github.com/sicara/easy-few-shot-learning","last_synced_at":"2025-08-31T15:19:23.808Z","status":null,"issues_count":111,"pull_requests_count":49,"avg_time_to_close_issue":6306600.354838709,"avg_time_to_close_pull_request":366881.28571428574,"issues_closed_count":93,"pull_requests_closed_count":49,"pull_request_authors_count":12,"issue_authors_count":82,"avg_comments_per_issue":2.5495495495495497,"avg_comments_per_pull_request":0.2857142857142857,"merged_pull_requests_count":46,"bot_issues_count":0,"bot_pull_requests_count":0,"past_year_issues_count":7,"past_year_pull_requests_count":0,"past_year_avg_time_to_close_issue":206894.66666666666,"past_year_avg_time_to_close_pull_request":null,"past_year_issues_closed_count":3,"past_year_pull_requests_closed_count":0,"past_year_pull_request_authors_count":0,"past_year_issue_authors_count":6,"past_year_avg_comments_per_issue":0.42857142857142855,"past_year_avg_comments_per_pull_request":null,"past_year_bot_issues_count":0,"past_year_bot_pull_requests_count":0,"past_year_merged_pull_requests_count":0,"created_at":"2023-05-14T13:16:34.423Z","updated_at":"2025-09-03T04:34:46.011Z","repository_url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/repositories/sicara%2Feasy-few-shot-learning","issues_url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/repositories/sicara%2Feasy-few-shot-learning/issues","issue_labels_count":{"question":79,"enhancement":23,"bug":12,"invalid":1,"wontfix":1},"pull_request_labels_count":{"bug":1,"enhancement":1},"issue_author_associations_count":{"NONE":100,"CONTRIBUTOR":7,"COLLABORATOR":3},"pull_request_author_associations_count":{"COLLABORATOR":37,"CONTRIBUTOR":11,"NONE":2},"issue_authors":{"shraddha291996":8,"vsantjr":4,"ghos1y":3,"cy2333ytu":3,"ebennequin":3,"TeddyPorfiris":2,"ssx12042":2,"Kunika05":2,"HowCuteIsBee2002018":2,"karndeepsingh":2,"deemoe404":2,"mzhadigerov":2,"Anin1":2,"charurathour":2,"haricash":2,"ynusinovich":2,"mgradyn":1,"SuSuYMH":1,"durach":1,"futureisatyourhand":1,"jianandeng023":1,"joshuasir":1,"YiDanCheung":1,"kimchiTuna":1,"tommasoguidi":1,"pices45-cyber":1,"PeterTor":1,"Akutchi":1,"jmandivarapu1":1,"earthlovebpt":1,"mgmalana":1,"talhaashraf7213":1,"Meoooww":1,"ismael-elatifi":1,"diego91964":1,"thormaxx":1,"neojj":1,"cpt-Levi":1,"Jackieam":1,"rgbnihal2":1,"wongshujun":1,"shardulbihani":1,"lmqhello":1,"NMZ0429":1,"rinevard":1,"VihangaAW":1,"nodoth1sl":1,"rlleshi":1,"soowonseo":1,"KyleChenpopo":1,"iou84":1,"alanqrwang":1,"callumHub":1,"GreedYLearner1146":1,"martin0258":1,"piyengar":1,"5AF1":1,"lakshaychhabra":1,"atti0127":1,"wjtan99":1,"crx2000":1,"littlepae":1,"ShraaboniSarker":1,"Hengrui-Gu":1,"misagamisaga":1,"HsienYangLiao":1,"anish9":1,"DavidZyy":1,"gushengzhao1996":1,"egarcol":1,"Xemin0":1,"charlielol8":1,"cncPomper":1,"td0069":1,"shrinand1996":1,"tanbin5070":1,"AvivTahar":1,"Amrou7":1,"chetanmr":1,"KyleWang-Hunter":1,"Aml-Hassan-Abd-El-hamid":1,"PierreColombo":1,"Y-T-G":1},"pull_request_authors":{"ebennequin":37,"NMZ0429":2,"dlfelps":2,"djmoffat":1,"VihangaAW":1,"diego91964":1,"mgmalana":1,"tnwei":1,"alanqrwang":1,"Aml-Hassan-Abd-El-hamid":1,"egarcol":1,"durach":1},"host":{"name":"GitHub","url":"https://github.com","kind":"github","last_synced_at":"2025-09-03T00:00:08.273Z","repositories_count":10055219,"issues_count":30917502,"pull_requests_count":92945978,"authors_count":10627110,"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":{"question":3,"bug":3,"enhancement":1},"past_year_pull_request_labels_count":{},"past_year_issue_author_associations_count":{"NONE":7},"past_year_pull_request_author_associations_count":{},"past_year_issue_authors":{"mzhadigerov":2,"atti0127":1,"callumHub":1,"charurathour":1,"rinevard":1,"shardulbihani":1},"past_year_pull_request_authors":{},"maintainers":[{"login":"ebennequin","count":40,"url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/authors/ebennequin"}],"active_maintainers":[]},"events":{"total":{"IssuesEvent":6,"WatchEvent":193,"IssueCommentEvent":3,"PushEvent":3,"ForkEvent":21},"last_year":{"IssuesEvent":6,"WatchEvent":193,"IssueCommentEvent":3,"PushEvent":3,"ForkEvent":21}},"keywords":["deep-learning","few-shot-classifcation","few-shot-learning","few-shot-recognition","image-classification","machine-learning","meta-learning","pytorch"],"dependencies":[{"ecosystem":"pypi","filepath":"dev_requirements.txt","sha":null,"kind":"manifest","created_at":"2022-06-23T02:33:06.264Z","updated_at":"2022-06-23T02:33:06.264Z","repository_link":"https://github.com/sicara/easy-few-shot-learning/blob/master/dev_requirements.txt","dependencies":[{"id":15750863,"package_name":"black","ecosystem":"pypi","requirements":"\u003e=20.8b1","direct":true,"kind":"runtime","optional":false},{"id":15750864,"package_name":"jupyter","ecosystem":"pypi","requirements":"\u003e=1.0.0","direct":true,"kind":"runtime","optional":false},{"id":15750865,"package_name":"loguru","ecosystem":"pypi","requirements":"\u003e=0.5.3","direct":true,"kind":"runtime","optional":false},{"id":15750866,"package_name":"matplotlib","ecosystem":"pypi","requirements":"\u003e=3.3.4","direct":true,"kind":"runtime","optional":false},{"id":15750867,"package_name":"pandas","ecosystem":"pypi","requirements":"\u003e=1.1.0","direct":true,"kind":"runtime","optional":false},{"id":15750868,"package_name":"pylint","ecosystem":"pypi","requirements":"==2.8.2","direct":true,"kind":"runtime","optional":false},{"id":15750869,"package_name":"pytest","ecosystem":"pypi","requirements":"==6.2.2","direct":true,"kind":"runtime","optional":false},{"id":15750870,"package_name":"pytest-mock","ecosystem":"pypi","requirements":"==3.6.1","direct":true,"kind":"runtime","optional":false},{"id":15750871,"package_name":"tensorboard","ecosystem":"pypi","requirements":"\u003e=2.8.0","direct":true,"kind":"runtime","optional":false},{"id":15750872,"package_name":"torch","ecosystem":"pypi","requirements":"\u003e=1.9.0","direct":true,"kind":"runtime","optional":false},{"id":15750873,"package_name":"torchvision","ecosystem":"pypi","requirements":"\u003e=0.10.0","direct":true,"kind":"runtime","optional":false},{"id":15750874,"package_name":"tqdm","ecosystem":"pypi","requirements":"\u003e=4.56.0","direct":true,"kind":"runtime","optional":false}]},{"ecosystem":"pypi","filepath":"setup.py","sha":null,"kind":"manifest","created_at":"2022-06-23T02:33:06.310Z","updated_at":"2022-06-23T02:33:06.310Z","repository_link":"https://github.com/sicara/easy-few-shot-learning/blob/master/setup.py","dependencies":[{"id":15750875,"package_name":"matplotlib","ecosystem":"pypi","requirements":"\u003e=3.0.0","direct":true,"kind":"runtime","optional":false},{"id":15750876,"package_name":"pandas","ecosystem":"pypi","requirements":"\u003e=1.1.0","direct":true,"kind":"runtime","optional":false},{"id":15750877,"package_name":"torch","ecosystem":"pypi","requirements":"\u003e=1.4.0","direct":true,"kind":"runtime","optional":false},{"id":15750878,"package_name":"torchvision","ecosystem":"pypi","requirements":"\u003e=0.7.0","direct":true,"kind":"runtime","optional":false},{"id":15750879,"package_name":"tqdm","ecosystem":"pypi","requirements":"\u003e=4.1.0","direct":true,"kind":"runtime","optional":false}]},{"ecosystem":"pypi","filepath":"pyproject.toml","sha":null,"kind":"manifest","created_at":"2023-09-23T17:10:44.954Z","updated_at":"2023-09-23T17:10:44.954Z","repository_link":"https://github.com/sicara/easy-few-shot-learning/blob/master/pyproject.toml","dependencies":[]}],"score":16.568664135377922,"created_at":"2025-09-04T15:51:05.729Z","updated_at":"2025-10-07T08:13:48.875Z","avatar_url":"https://github.com/sicara.png","language":"Python","category":null,"sub_category":null,"monthly_downloads":953,"funding_links":[],"readme_doi_urls":[],"works":{},"citation_counts":{},"total_citations":0,"keywords_from_contributors":[],"project_url":"https://science.ecosyste.ms/api/v1/projects/32602","html_url":"https://science.ecosyste.ms/projects/32602","bibtex_url":"https://science.ecosyste.ms/projects/32602/export.bibtex","apalike_url":"https://science.ecosyste.ms/projects/32602/export.apalike"}