{"id":81245,"name":null,"description":"High-performance TensorFlow library for quantitative finance.","url":"https://github.com/google/tf-quant-finance","last_synced_at":"2025-09-08T22:00:13.977Z","repository":{"id":37285979,"uuid":"198669252","full_name":"google/tf-quant-finance","owner":"google","description":"High-performance TensorFlow library for quantitative finance.","archived":false,"fork":false,"pushed_at":"2025-03-21T14:29:57.000Z","size":17746,"stargazers_count":4971,"open_issues_count":37,"forks_count":635,"subscribers_count":174,"default_branch":"master","last_synced_at":"2025-09-03T06:43:00.180Z","etag":null,"topics":["finance","gpu","gpu-computing","high-performance","high-performance-computing","numerical-integration","numerical-methods","numerical-optimization","python","quantitative-finance","quantlib","tensorflow"],"latest_commit_sha":null,"homepage":"","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/google.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":"CONTRIBUTING.md","funding":null,"license":"LICENSE","code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null,"governance":null,"roadmap":null,"authors":null,"dei":null,"publiccode":null,"codemeta":null}},"created_at":"2019-07-24T16:09:50.000Z","updated_at":"2025-09-01T12:59:38.000Z","dependencies_parsed_at":"2024-06-18T21:21:22.083Z","dependency_job_id":"959a73eb-2cb3-4843-8110-1b0c71bffae8","html_url":"https://github.com/google/tf-quant-finance","commit_stats":{"total_commits":922,"total_committers":47,"mean_commits":"19.617021276595743","dds":0.6540130151843817,"last_synced_commit":"d5607b05b942645a6c5aa9a5c1b0f97480ab1105"},"previous_names":[],"tags_count":4,"template":false,"template_full_name":null,"purl":"pkg:github/google/tf-quant-finance","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/google%2Ftf-quant-finance","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/google%2Ftf-quant-finance/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/google%2Ftf-quant-finance/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/google%2Ftf-quant-finance/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/google","download_url":"https://codeload.github.com/google/tf-quant-finance/tar.gz/refs/heads/master","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/google%2Ftf-quant-finance/sbom","scorecard":{"id":438054,"data":{"date":"2025-08-11","repo":{"name":"github.com/google/tf-quant-finance","commit":"4c4b57e9808f5b60184d8fd5f7f43aaf5871313b"},"scorecard":{"version":"v5.2.1-40-gf6ed084d","commit":"f6ed084d17c9236477efd66e5b258b9d4cc7b389"},"score":4.8,"checks":[{"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":"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":"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":10,"reason":"all changesets reviewed","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":"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":"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":"License","score":10,"reason":"license file detected","details":["Info: project has a license file: LICENSE:0","Info: FSF or OSI recognized license: Apache License 2.0: 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":"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":"Security-Policy","score":10,"reason":"security policy file detected","details":["Info: security policy file detected: github.com/google/.github/SECURITY.md:1","Info: Found linked content: github.com/google/.github/SECURITY.md:1","Info: Found disclosure, vulnerability, and/or timelines in security policy: github.com/google/.github/SECURITY.md:1","Info: Found text in security policy: github.com/google/.github/SECURITY.md:1"],"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":"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":"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":"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":"SAST","score":0,"reason":"SAST tool is not run on all commits -- score normalized to 0","details":["Warn: 0 commits out of 7 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"}},{"name":"Vulnerabilities","score":5,"reason":"5 existing vulnerabilities detected","details":["Warn: Project is vulnerable to: PYSEC-2023-62 / GHSA-m2qf-hxjv-5gpq","Warn: Project is vulnerable to: GHSA-fpfv-jqm9-f5jm","Warn: Project is vulnerable to: GHSA-9hjg-9r4m-mvj7","Warn: Project is vulnerable to: GHSA-9wx4-h78v-vm56","Warn: Project is vulnerable to: PYSEC-2023-74 / GHSA-j8r2-6x86-q33q"],"documentation":{"short":"Determines if the project has open, known unfixed vulnerabilities.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#vulnerabilities"}},{"name":"Pinned-Dependencies","score":0,"reason":"dependency not pinned by hash detected -- score normalized to 0","details":["Warn: containerImage not pinned by hash: ci_build/Dockerfile:1: pin your Docker image by updating ubuntu:focal to ubuntu:focal@sha256:8feb4d8ca5354def3d8fce243717141ce31e2c428701f6682bd2fafe15388214","Warn: containerImage not pinned by hash: tf_quant_finance/examples/demos/option_pricing_basic/data_generator/Dockerfile:12: pin your Docker image by updating python:3 to python:3@sha256:50cbf8e58ca53a806b99250b1ba2d16c19433e8c42e7eb4ac4ea924b095e280b","Warn: containerImage not pinned by hash: tf_quant_finance/examples/demos/option_pricing_basic/downloader/Dockerfile:26: pin your Docker image by updating python:3 to python:3@sha256:50cbf8e58ca53a806b99250b1ba2d16c19433e8c42e7eb4ac4ea924b095e280b","Warn: containerImage not pinned by hash: tf_quant_finance/examples/demos/option_pricing_basic/pricer/Dockerfile:24: pin your Docker image by updating python:3 to python:3@sha256:50cbf8e58ca53a806b99250b1ba2d16c19433e8c42e7eb4ac4ea924b095e280b","Warn: pipCommand not pinned by hash: ci_build/Dockerfile:16","Warn: pipCommand not pinned by hash: ci_build/Dockerfile:17","Warn: pipCommand not pinned by hash: ci_build/Dockerfile:18","Warn: pipCommand not pinned by hash: tf_quant_finance/examples/demos/option_pricing_basic/data_generator/Dockerfile:19","Warn: pipCommand not pinned by hash: tf_quant_finance/examples/demos/option_pricing_basic/data_generator/Dockerfile:20","Warn: pipCommand not pinned by hash: tf_quant_finance/examples/demos/option_pricing_basic/downloader/Dockerfile:30","Warn: pipCommand not pinned by hash: tf_quant_finance/examples/demos/option_pricing_basic/pricer/Dockerfile:28","Info:   0 out of   4 containerImage dependencies pinned","Info:   0 out of   7 pipCommand dependencies pinned"],"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"}}]},"last_synced_at":"2025-08-19T05:06:58.216Z","repository_id":37285979,"created_at":"2025-08-19T05:06:58.216Z","updated_at":"2025-08-19T05:06:58.216Z"},"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":273997106,"owners_count":25204473,"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":"2025-09-07T02:00:09.463Z","response_time":67,"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":"google","name":"Google","uuid":"1342004","kind":"organization","description":"Google ❤️ Open Source","email":"opensource@google.com","website":"https://opensource.google/","location":"United States of America","twitter":"GoogleOSS","company":null,"icon_url":"https://avatars.githubusercontent.com/u/1342004?v=4","repositories_count":2773,"last_synced_at":"2025-08-12T15:55:14.931Z","metadata":{"has_sponsors_listing":false},"html_url":"https://github.com/google","funding_links":[],"total_stars":1967885,"followers":58475,"following":0,"created_at":"2022-11-02T16:20:58.973Z","updated_at":"2025-08-12T15:55:14.931Z","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/google","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/google/repositories"},"packages":[{"id":496173,"name":"tff-nightly","ecosystem":"pypi","description":"High-performance TensorFlow library for quantitative finance.","homepage":"https://github.com/google/tf-quant-finance","licenses":"Apache 2.0","normalized_licenses":["Apache-2.0"],"repository_url":"https://github.com/google/tf-quant-finance","keywords_array":["tensorflow","quantitative","finance","hpc","gpu","option","pricing"],"namespace":null,"versions_count":1348,"first_release_published_at":"2020-03-19T11:59:31.000Z","latest_release_published_at":"2023-12-11T09:40:25.000Z","latest_release_number":"0.0.1.dev20231211","last_synced_at":"2025-09-08T11:40:27.010Z","created_at":"2022-04-07T09:01:20.919Z","updated_at":"2025-09-08T11:40:27.011Z","registry_url":"https://pypi.org/project/tff-nightly/","install_command":"pip install tff-nightly --index-url https://pypi.org/simple","documentation_url":"https://tff-nightly.readthedocs.io/","metadata":{"funding":null,"documentation":null,"classifiers":["Development Status :: 2 - Pre-Alpha","Intended Audience :: Developers","Intended Audience :: Education","Intended Audience :: Financial and Insurance Industry","License :: OSI Approved :: Apache Software License","Natural Language :: English","Operating System :: OS Independent","Programming Language :: Python :: 3.4","Programming Language :: Python :: 3.5","Programming Language :: Python :: 3.6","Programming Language :: Python :: 3.7","Topic :: Scientific/Engineering :: Mathematics","Topic :: Software Development :: Libraries","Topic :: Software Development :: Libraries :: Python Modules"],"normalized_name":"tff-nightly","project_status":null},"repo_metadata":{"id":37285979,"uuid":"198669252","full_name":"google/tf-quant-finance","owner":"google","description":"High-performance TensorFlow library for quantitative finance.","archived":false,"fork":false,"pushed_at":"2025-03-21T14:29:57.000Z","size":17746,"stargazers_count":4971,"open_issues_count":37,"forks_count":635,"subscribers_count":174,"default_branch":"master","last_synced_at":"2025-09-03T06:43:00.180Z","etag":null,"topics":["finance","gpu","gpu-computing","high-performance","high-performance-computing","numerical-integration","numerical-methods","numerical-optimization","python","quantitative-finance","quantlib","tensorflow"],"latest_commit_sha":null,"homepage":"","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/google.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":"CONTRIBUTING.md","funding":null,"license":"LICENSE","code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null,"governance":null,"roadmap":null,"authors":null,"dei":null,"publiccode":null,"codemeta":null}},"created_at":"2019-07-24T16:09:50.000Z","updated_at":"2025-09-01T12:59:38.000Z","dependencies_parsed_at":"2024-06-18T21:21:22.083Z","dependency_job_id":"959a73eb-2cb3-4843-8110-1b0c71bffae8","html_url":"https://github.com/google/tf-quant-finance","commit_stats":{"total_commits":922,"total_committers":47,"mean_commits":"19.617021276595743","dds":0.6540130151843817,"last_synced_commit":"d5607b05b942645a6c5aa9a5c1b0f97480ab1105"},"previous_names":[],"tags_count":4,"template":false,"template_full_name":null,"purl":"pkg:github/google/tf-quant-finance","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/google%2Ftf-quant-finance","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/google%2Ftf-quant-finance/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/google%2Ftf-quant-finance/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/google%2Ftf-quant-finance/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/google","download_url":"https://codeload.github.com/google/tf-quant-finance/tar.gz/refs/heads/master","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/google%2Ftf-quant-finance/sbom","scorecard":{"id":438054,"data":{"date":"2025-08-11","repo":{"name":"github.com/google/tf-quant-finance","commit":"4c4b57e9808f5b60184d8fd5f7f43aaf5871313b"},"scorecard":{"version":"v5.2.1-40-gf6ed084d","commit":"f6ed084d17c9236477efd66e5b258b9d4cc7b389"},"score":4.8,"checks":[{"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":"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":"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":10,"reason":"all changesets reviewed","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":"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":"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":"License","score":10,"reason":"license file detected","details":["Info: project has a license file: LICENSE:0","Info: FSF or OSI recognized license: Apache License 2.0: 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":"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":"Security-Policy","score":10,"reason":"security policy file detected","details":["Info: security policy file detected: github.com/google/.github/SECURITY.md:1","Info: Found linked content: github.com/google/.github/SECURITY.md:1","Info: Found disclosure, vulnerability, and/or timelines in security policy: github.com/google/.github/SECURITY.md:1","Info: Found text in security policy: github.com/google/.github/SECURITY.md:1"],"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":"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":"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":"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":"SAST","score":0,"reason":"SAST tool is not run on all commits -- score normalized to 0","details":["Warn: 0 commits out of 7 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"}},{"name":"Vulnerabilities","score":5,"reason":"5 existing vulnerabilities detected","details":["Warn: Project is vulnerable to: PYSEC-2023-62 / GHSA-m2qf-hxjv-5gpq","Warn: Project is vulnerable to: GHSA-fpfv-jqm9-f5jm","Warn: Project is vulnerable to: GHSA-9hjg-9r4m-mvj7","Warn: Project is vulnerable to: GHSA-9wx4-h78v-vm56","Warn: Project is vulnerable to: PYSEC-2023-74 / GHSA-j8r2-6x86-q33q"],"documentation":{"short":"Determines if the project has open, known unfixed vulnerabilities.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#vulnerabilities"}},{"name":"Pinned-Dependencies","score":0,"reason":"dependency not pinned by hash detected -- score normalized to 0","details":["Warn: containerImage not pinned by hash: ci_build/Dockerfile:1: pin your Docker image by updating ubuntu:focal to ubuntu:focal@sha256:8feb4d8ca5354def3d8fce243717141ce31e2c428701f6682bd2fafe15388214","Warn: containerImage not pinned by hash: tf_quant_finance/examples/demos/option_pricing_basic/data_generator/Dockerfile:12: pin your Docker image by updating python:3 to python:3@sha256:50cbf8e58ca53a806b99250b1ba2d16c19433e8c42e7eb4ac4ea924b095e280b","Warn: containerImage not pinned by hash: tf_quant_finance/examples/demos/option_pricing_basic/downloader/Dockerfile:26: pin your Docker image by updating python:3 to python:3@sha256:50cbf8e58ca53a806b99250b1ba2d16c19433e8c42e7eb4ac4ea924b095e280b","Warn: containerImage not pinned by hash: tf_quant_finance/examples/demos/option_pricing_basic/pricer/Dockerfile:24: pin your Docker image by updating python:3 to python:3@sha256:50cbf8e58ca53a806b99250b1ba2d16c19433e8c42e7eb4ac4ea924b095e280b","Warn: pipCommand not pinned by hash: ci_build/Dockerfile:16","Warn: pipCommand not pinned by hash: ci_build/Dockerfile:17","Warn: pipCommand not pinned by hash: ci_build/Dockerfile:18","Warn: pipCommand not pinned by hash: tf_quant_finance/examples/demos/option_pricing_basic/data_generator/Dockerfile:19","Warn: pipCommand not pinned by hash: tf_quant_finance/examples/demos/option_pricing_basic/data_generator/Dockerfile:20","Warn: pipCommand not pinned by hash: tf_quant_finance/examples/demos/option_pricing_basic/downloader/Dockerfile:30","Warn: pipCommand not pinned by hash: tf_quant_finance/examples/demos/option_pricing_basic/pricer/Dockerfile:28","Info:   0 out of   4 containerImage dependencies pinned","Info:   0 out of   7 pipCommand dependencies pinned"],"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"}}]},"last_synced_at":"2025-08-19T05:06:58.216Z","repository_id":37285979,"created_at":"2025-08-19T05:06:58.216Z","updated_at":"2025-08-19T05:06:58.216Z"},"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":273997106,"owners_count":25204473,"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":"2025-09-07T02:00:09.463Z","response_time":67,"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":"google","name":"Google","uuid":"1342004","kind":"organization","description":"Google ❤️ Open Source","email":"opensource@google.com","website":"https://opensource.google/","location":"United States of America","twitter":"GoogleOSS","company":null,"icon_url":"https://avatars.githubusercontent.com/u/1342004?v=4","repositories_count":2773,"last_synced_at":"2025-08-12T15:55:14.931Z","metadata":{"has_sponsors_listing":false},"html_url":"https://github.com/google","funding_links":[],"total_stars":1967885,"followers":58475,"following":0,"created_at":"2022-11-02T16:20:58.973Z","updated_at":"2025-08-12T15:55:14.931Z","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/google","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/google/repositories"},"tags":[{"name":"v0.0.1-dev9","sha":"973c82abd3bca9e24618473417fbf112c73d08f3","kind":"commit","published_at":"2019-09-17T11:44:12.000Z","download_url":"https://codeload.github.com/google/tf-quant-finance/tar.gz/v0.0.1-dev9","html_url":"https://github.com/google/tf-quant-finance/releases/tag/v0.0.1-dev9","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/google/tf-quant-finance@v0.0.1-dev9","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/google%2Ftf-quant-finance/tags/v0.0.1-dev9","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/google%2Ftf-quant-finance/tags/v0.0.1-dev9/manifests"},{"name":"v0.0.1-dev8","sha":"ab2cd66a10f9d74561fe2153e7e4d1790f347e43","kind":"commit","published_at":"2019-09-13T12:58:42.000Z","download_url":"https://codeload.github.com/google/tf-quant-finance/tar.gz/v0.0.1-dev8","html_url":"https://github.com/google/tf-quant-finance/releases/tag/v0.0.1-dev8","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/google/tf-quant-finance@v0.0.1-dev8","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/google%2Ftf-quant-finance/tags/v0.0.1-dev8","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/google%2Ftf-quant-finance/tags/v0.0.1-dev8/manifests"},{"name":"v0.0.1-dev7","sha":"659317a49d12988c90f1b94cfc5113f3bbc55dba","kind":"commit","published_at":"2019-09-12T14:58:34.000Z","download_url":"https://codeload.github.com/google/tf-quant-finance/tar.gz/v0.0.1-dev7","html_url":"https://github.com/google/tf-quant-finance/releases/tag/v0.0.1-dev7","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/google/tf-quant-finance@v0.0.1-dev7","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/google%2Ftf-quant-finance/tags/v0.0.1-dev7","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/google%2Ftf-quant-finance/tags/v0.0.1-dev7/manifests"},{"name":"v0.0.1-dev6","sha":"59aea04121405302a1b7804fb72e57e65cae0b47","kind":"commit","published_at":"2019-09-06T09:45:15.000Z","download_url":"https://codeload.github.com/google/tf-quant-finance/tar.gz/v0.0.1-dev6","html_url":"https://github.com/google/tf-quant-finance/releases/tag/v0.0.1-dev6","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/google/tf-quant-finance@v0.0.1-dev6","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/google%2Ftf-quant-finance/tags/v0.0.1-dev6","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/google%2Ftf-quant-finance/tags/v0.0.1-dev6/manifests"}]},"repo_metadata_updated_at":"2025-09-07T22:55:19.455Z","dependent_packages_count":0,"downloads":1877,"downloads_period":"last-month","dependent_repos_count":4,"rankings":{"downloads":5.937532803389605,"dependent_repos_count":7.507359032998248,"dependent_packages_count":10.082087700208083,"stargazers_count":1.12853203042246,"forks_count":2.3068774990218626,"docker_downloads_count":null,"average":5.3924778132080515},"purl":"pkg:pypi/tff-nightly","advisories":[],"docker_usage_url":"https://docker.ecosyste.ms/usage/pypi/tff-nightly","docker_dependents_count":null,"docker_downloads_count":null,"usage_url":"https://repos.ecosyste.ms/usage/pypi/tff-nightly","dependent_repositories_url":"https://repos.ecosyste.ms/api/v1/usage/pypi/tff-nightly/dependencies","status":null,"funding_links":[],"critical":null,"issue_metadata":{"last_synced_at":"2025-08-31T19:24:54.891Z","issues_count":56,"pull_requests_count":49,"avg_time_to_close_issue":6145553.142857143,"avg_time_to_close_pull_request":4383493.205128205,"issues_closed_count":28,"pull_requests_closed_count":39,"pull_request_authors_count":28,"issue_authors_count":39,"avg_comments_per_issue":4.75,"avg_comments_per_pull_request":2.142857142857143,"merged_pull_requests_count":28,"bot_issues_count":0,"bot_pull_requests_count":8,"past_year_issues_count":2,"past_year_pull_requests_count":2,"past_year_avg_time_to_close_issue":null,"past_year_avg_time_to_close_pull_request":6825988.0,"past_year_issues_closed_count":0,"past_year_pull_requests_closed_count":1,"past_year_pull_request_authors_count":2,"past_year_issue_authors_count":2,"past_year_avg_comments_per_issue":0.0,"past_year_avg_comments_per_pull_request":0.0,"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/google%2Ftf-quant-finance/issues","maintainers":[],"active_maintainers":[]},"versions_url":"https://packages.ecosyste.ms/api/v1/registries/pypi.org/packages/tff-nightly/versions","version_numbers_url":"https://packages.ecosyste.ms/api/v1/registries/pypi.org/packages/tff-nightly/version_numbers","dependent_packages_url":"https://packages.ecosyste.ms/api/v1/registries/pypi.org/packages/tff-nightly/dependent_packages","related_packages_url":"https://packages.ecosyste.ms/api/v1/registries/pypi.org/packages/tff-nightly/related_packages","maintainers":[{"uuid":"tff-team","login":"tff-team","name":null,"email":null,"url":null,"packages_count":2,"html_url":"https://pypi.org/user/tff-team/","role":null,"created_at":"2022-11-20T09:57:51.518Z","updated_at":"2022-11-20T09:57:51.518Z","packages_url":"https://packages.ecosyste.ms/api/v1/registries/pypi.org/maintainers/tff-team/packages"}],"registry":{"name":"pypi.org","url":"https://pypi.org","ecosystem":"pypi","default":true,"packages_count":726290,"maintainers_count":308824,"namespaces_count":0,"keywords_count":238245,"github":"pypi","metadata":{"funded_packages_count":50579},"icon_url":"https://github.com/pypi.png","created_at":"2022-04-04T15:19:23.364Z","updated_at":"2025-09-08T05:32:36.857Z","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"}},{"id":3702028,"name":"github.com/google/tf-quant-finance","ecosystem":"go","description":"","homepage":null,"licenses":"apache-2.0","normalized_licenses":["Apache-2.0"],"repository_url":"https://github.com/google/tf-quant-finance","keywords_array":[],"namespace":"github.com/google","versions_count":4,"first_release_published_at":"2019-09-06T09:45:15.000Z","latest_release_published_at":"2019-09-17T11:44:12.000Z","latest_release_number":"v0.0.1-dev9","last_synced_at":"2025-09-08T11:40:21.504Z","created_at":"2022-04-11T12:03:54.826Z","updated_at":"2025-09-08T11:40:21.504Z","registry_url":"https://pkg.go.dev/github.com/google/tf-quant-finance","install_command":"go get github.com/google/tf-quant-finance","documentation_url":"https://pkg.go.dev/github.com/google/tf-quant-finance#section-documentation","metadata":{},"repo_metadata":{"id":37285979,"uuid":"198669252","full_name":"google/tf-quant-finance","owner":"google","description":"High-performance TensorFlow library for quantitative finance.","archived":false,"fork":false,"pushed_at":"2025-03-21T14:29:57.000Z","size":17746,"stargazers_count":4971,"open_issues_count":37,"forks_count":635,"subscribers_count":174,"default_branch":"master","last_synced_at":"2025-09-03T06:43:00.180Z","etag":null,"topics":["finance","gpu","gpu-computing","high-performance","high-performance-computing","numerical-integration","numerical-methods","numerical-optimization","python","quantitative-finance","quantlib","tensorflow"],"latest_commit_sha":null,"homepage":"","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/google.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":"CONTRIBUTING.md","funding":null,"license":"LICENSE","code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null,"governance":null,"roadmap":null,"authors":null,"dei":null,"publiccode":null,"codemeta":null}},"created_at":"2019-07-24T16:09:50.000Z","updated_at":"2025-09-01T12:59:38.000Z","dependencies_parsed_at":"2024-06-18T21:21:22.083Z","dependency_job_id":"959a73eb-2cb3-4843-8110-1b0c71bffae8","html_url":"https://github.com/google/tf-quant-finance","commit_stats":{"total_commits":922,"total_committers":47,"mean_commits":"19.617021276595743","dds":0.6540130151843817,"last_synced_commit":"d5607b05b942645a6c5aa9a5c1b0f97480ab1105"},"previous_names":[],"tags_count":4,"template":false,"template_full_name":null,"purl":"pkg:github/google/tf-quant-finance","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/google%2Ftf-quant-finance","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/google%2Ftf-quant-finance/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/google%2Ftf-quant-finance/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/google%2Ftf-quant-finance/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/google","download_url":"https://codeload.github.com/google/tf-quant-finance/tar.gz/refs/heads/master","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/google%2Ftf-quant-finance/sbom","scorecard":{"id":438054,"data":{"date":"2025-08-11","repo":{"name":"github.com/google/tf-quant-finance","commit":"4c4b57e9808f5b60184d8fd5f7f43aaf5871313b"},"scorecard":{"version":"v5.2.1-40-gf6ed084d","commit":"f6ed084d17c9236477efd66e5b258b9d4cc7b389"},"score":4.8,"checks":[{"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":"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":"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":10,"reason":"all changesets reviewed","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":"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":"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":"License","score":10,"reason":"license file detected","details":["Info: project has a license file: LICENSE:0","Info: FSF or OSI recognized license: Apache License 2.0: 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":"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":"Security-Policy","score":10,"reason":"security policy file detected","details":["Info: security policy file detected: github.com/google/.github/SECURITY.md:1","Info: Found linked content: github.com/google/.github/SECURITY.md:1","Info: Found disclosure, vulnerability, and/or timelines in security policy: github.com/google/.github/SECURITY.md:1","Info: Found text in security policy: github.com/google/.github/SECURITY.md:1"],"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":"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":"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":"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":"SAST","score":0,"reason":"SAST tool is not run on all commits -- score normalized to 0","details":["Warn: 0 commits out of 7 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"}},{"name":"Vulnerabilities","score":5,"reason":"5 existing vulnerabilities detected","details":["Warn: Project is vulnerable to: PYSEC-2023-62 / GHSA-m2qf-hxjv-5gpq","Warn: Project is vulnerable to: GHSA-fpfv-jqm9-f5jm","Warn: Project is vulnerable to: GHSA-9hjg-9r4m-mvj7","Warn: Project is vulnerable to: GHSA-9wx4-h78v-vm56","Warn: Project is vulnerable to: PYSEC-2023-74 / GHSA-j8r2-6x86-q33q"],"documentation":{"short":"Determines if the project has open, known unfixed vulnerabilities.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#vulnerabilities"}},{"name":"Pinned-Dependencies","score":0,"reason":"dependency not pinned by hash detected -- score normalized to 0","details":["Warn: containerImage not pinned by hash: ci_build/Dockerfile:1: pin your Docker image by updating ubuntu:focal to ubuntu:focal@sha256:8feb4d8ca5354def3d8fce243717141ce31e2c428701f6682bd2fafe15388214","Warn: containerImage not pinned by hash: tf_quant_finance/examples/demos/option_pricing_basic/data_generator/Dockerfile:12: pin your Docker image by updating python:3 to python:3@sha256:50cbf8e58ca53a806b99250b1ba2d16c19433e8c42e7eb4ac4ea924b095e280b","Warn: containerImage not pinned by hash: tf_quant_finance/examples/demos/option_pricing_basic/downloader/Dockerfile:26: pin your Docker image by updating python:3 to python:3@sha256:50cbf8e58ca53a806b99250b1ba2d16c19433e8c42e7eb4ac4ea924b095e280b","Warn: containerImage not pinned by hash: tf_quant_finance/examples/demos/option_pricing_basic/pricer/Dockerfile:24: pin your Docker image by updating python:3 to python:3@sha256:50cbf8e58ca53a806b99250b1ba2d16c19433e8c42e7eb4ac4ea924b095e280b","Warn: pipCommand not pinned by hash: ci_build/Dockerfile:16","Warn: pipCommand not pinned by hash: ci_build/Dockerfile:17","Warn: pipCommand not pinned by hash: ci_build/Dockerfile:18","Warn: pipCommand not pinned by hash: tf_quant_finance/examples/demos/option_pricing_basic/data_generator/Dockerfile:19","Warn: pipCommand not pinned by hash: tf_quant_finance/examples/demos/option_pricing_basic/data_generator/Dockerfile:20","Warn: pipCommand not pinned by hash: tf_quant_finance/examples/demos/option_pricing_basic/downloader/Dockerfile:30","Warn: pipCommand not pinned by hash: tf_quant_finance/examples/demos/option_pricing_basic/pricer/Dockerfile:28","Info:   0 out of   4 containerImage dependencies pinned","Info:   0 out of   7 pipCommand dependencies pinned"],"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"}}]},"last_synced_at":"2025-08-19T05:06:58.216Z","repository_id":37285979,"created_at":"2025-08-19T05:06:58.216Z","updated_at":"2025-08-19T05:06:58.216Z"},"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":273464630,"owners_count":25110571,"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":"2025-09-03T02:00:09.631Z","response_time":76,"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":"google","name":"Google","uuid":"1342004","kind":"organization","description":"Google ❤️ Open Source","email":"opensource@google.com","website":"https://opensource.google/","location":"United States of America","twitter":"GoogleOSS","company":null,"icon_url":"https://avatars.githubusercontent.com/u/1342004?v=4","repositories_count":2773,"last_synced_at":"2025-08-12T15:55:14.931Z","metadata":{"has_sponsors_listing":false},"html_url":"https://github.com/google","funding_links":[],"total_stars":1967885,"followers":58475,"following":0,"created_at":"2022-11-02T16:20:58.973Z","updated_at":"2025-08-12T15:55:14.931Z","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/google","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/google/repositories"},"tags":[{"name":"v0.0.1-dev9","sha":"973c82abd3bca9e24618473417fbf112c73d08f3","kind":"commit","published_at":"2019-09-17T11:44:12.000Z","download_url":"https://codeload.github.com/google/tf-quant-finance/tar.gz/v0.0.1-dev9","html_url":"https://github.com/google/tf-quant-finance/releases/tag/v0.0.1-dev9","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/google/tf-quant-finance@v0.0.1-dev9","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/google%2Ftf-quant-finance/tags/v0.0.1-dev9","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/google%2Ftf-quant-finance/tags/v0.0.1-dev9/manifests"},{"name":"v0.0.1-dev8","sha":"ab2cd66a10f9d74561fe2153e7e4d1790f347e43","kind":"commit","published_at":"2019-09-13T12:58:42.000Z","download_url":"https://codeload.github.com/google/tf-quant-finance/tar.gz/v0.0.1-dev8","html_url":"https://github.com/google/tf-quant-finance/releases/tag/v0.0.1-dev8","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/google/tf-quant-finance@v0.0.1-dev8","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/google%2Ftf-quant-finance/tags/v0.0.1-dev8","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/google%2Ftf-quant-finance/tags/v0.0.1-dev8/manifests"},{"name":"v0.0.1-dev7","sha":"659317a49d12988c90f1b94cfc5113f3bbc55dba","kind":"commit","published_at":"2019-09-12T14:58:34.000Z","download_url":"https://codeload.github.com/google/tf-quant-finance/tar.gz/v0.0.1-dev7","html_url":"https://github.com/google/tf-quant-finance/releases/tag/v0.0.1-dev7","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/google/tf-quant-finance@v0.0.1-dev7","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/google%2Ftf-quant-finance/tags/v0.0.1-dev7","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/google%2Ftf-quant-finance/tags/v0.0.1-dev7/manifests"},{"name":"v0.0.1-dev6","sha":"59aea04121405302a1b7804fb72e57e65cae0b47","kind":"commit","published_at":"2019-09-06T09:45:15.000Z","download_url":"https://codeload.github.com/google/tf-quant-finance/tar.gz/v0.0.1-dev6","html_url":"https://github.com/google/tf-quant-finance/releases/tag/v0.0.1-dev6","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/google/tf-quant-finance@v0.0.1-dev6","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/google%2Ftf-quant-finance/tags/v0.0.1-dev6","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/google%2Ftf-quant-finance/tags/v0.0.1-dev6/manifests"}]},"repo_metadata_updated_at":"2025-09-03T15:27:41.341Z","dependent_packages_count":0,"downloads":null,"downloads_period":null,"dependent_repos_count":0,"rankings":{"downloads":null,"dependent_repos_count":9.345852080216646,"dependent_packages_count":6.999148183520997,"stargazers_count":null,"forks_count":null,"average":8.172500131868823},"purl":"pkg:golang/github.com/google/tf-quant-finance","advisories":[],"docker_usage_url":"https://docker.ecosyste.ms/usage/go/github.com/google/tf-quant-finance","docker_dependents_count":null,"docker_downloads_count":null,"usage_url":"https://repos.ecosyste.ms/usage/go/github.com/google/tf-quant-finance","dependent_repositories_url":"https://repos.ecosyste.ms/api/v1/usage/go/github.com/google/tf-quant-finance/dependencies","status":null,"funding_links":[],"critical":null,"issue_metadata":{"last_synced_at":"2025-08-31T19:24:54.891Z","issues_count":56,"pull_requests_count":49,"avg_time_to_close_issue":6145553.142857143,"avg_time_to_close_pull_request":4383493.205128205,"issues_closed_count":28,"pull_requests_closed_count":39,"pull_request_authors_count":28,"issue_authors_count":39,"avg_comments_per_issue":4.75,"avg_comments_per_pull_request":2.142857142857143,"merged_pull_requests_count":28,"bot_issues_count":0,"bot_pull_requests_count":8,"past_year_issues_count":2,"past_year_pull_requests_count":2,"past_year_avg_time_to_close_issue":null,"past_year_avg_time_to_close_pull_request":6825988.0,"past_year_issues_closed_count":0,"past_year_pull_requests_closed_count":1,"past_year_pull_request_authors_count":2,"past_year_issue_authors_count":2,"past_year_avg_comments_per_issue":0.0,"past_year_avg_comments_per_pull_request":0.0,"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/google%2Ftf-quant-finance/issues","maintainers":[],"active_maintainers":[]},"versions_url":"https://packages.ecosyste.ms/api/v1/registries/proxy.golang.org/packages/github.com%2Fgoogle%2Ftf-quant-finance/versions","version_numbers_url":"https://packages.ecosyste.ms/api/v1/registries/proxy.golang.org/packages/github.com%2Fgoogle%2Ftf-quant-finance/version_numbers","dependent_packages_url":"https://packages.ecosyste.ms/api/v1/registries/proxy.golang.org/packages/github.com%2Fgoogle%2Ftf-quant-finance/dependent_packages","related_packages_url":"https://packages.ecosyste.ms/api/v1/registries/proxy.golang.org/packages/github.com%2Fgoogle%2Ftf-quant-finance/related_packages","maintainers":[],"registry":{"name":"proxy.golang.org","url":"https://proxy.golang.org","ecosystem":"go","default":true,"packages_count":1954234,"maintainers_count":0,"namespaces_count":741771,"keywords_count":109320,"github":"golang","metadata":{"funded_packages_count":49342},"icon_url":"https://github.com/golang.png","created_at":"2022-04-04T15:19:22.939Z","updated_at":"2025-09-08T05:47:38.872Z","packages_url":"https://packages.ecosyste.ms/api/v1/registries/proxy.golang.org/packages","maintainers_url":"https://packages.ecosyste.ms/api/v1/registries/proxy.golang.org/maintainers","namespaces_url":"https://packages.ecosyste.ms/api/v1/registries/proxy.golang.org/namespaces"}},{"id":2944911,"name":"tf-quant-finance","ecosystem":"pypi","description":"High-performance TensorFlow library for quantitative finance.","homepage":"https://github.com/google/tf-quant-finance","licenses":"Apache 2.0","normalized_licenses":["Apache-2.0"],"repository_url":"https://github.com/google/tf-quant-finance","keywords_array":["tensorflow","quantitative","finance","hpc","gpu","option","pricing"],"namespace":null,"versions_count":30,"first_release_published_at":"2019-08-29T18:42:02.000Z","latest_release_published_at":"2022-08-19T12:39:13.000Z","latest_release_number":"0.0.1.dev34","last_synced_at":"2025-09-08T11:40:21.881Z","created_at":"2022-04-10T12:49:35.221Z","updated_at":"2025-09-08T11:40:21.882Z","registry_url":"https://pypi.org/project/tf-quant-finance/","install_command":"pip install tf-quant-finance --index-url https://pypi.org/simple","documentation_url":"https://tf-quant-finance.readthedocs.io/","metadata":{"funding":null,"documentation":null,"classifiers":["Development Status :: 2 - Pre-Alpha","Intended Audience :: Developers","Intended Audience :: Education","Intended Audience :: Financial and Insurance Industry","License :: OSI Approved :: Apache Software License","Natural Language :: English","Operating System :: OS Independent","Programming Language :: Python :: 3.4","Programming Language :: Python :: 3.5","Programming Language :: Python :: 3.6","Programming Language :: Python :: 3.7","Topic :: Scientific/Engineering :: Mathematics","Topic :: Software Development :: Libraries","Topic :: Software Development :: Libraries :: Python Modules"],"normalized_name":"tf-quant-finance","project_status":null},"repo_metadata":{"id":37285979,"uuid":"198669252","full_name":"google/tf-quant-finance","owner":"google","description":"High-performance TensorFlow library for quantitative finance.","archived":false,"fork":false,"pushed_at":"2025-03-21T14:29:57.000Z","size":17746,"stargazers_count":4971,"open_issues_count":37,"forks_count":635,"subscribers_count":174,"default_branch":"master","last_synced_at":"2025-09-03T06:43:00.180Z","etag":null,"topics":["finance","gpu","gpu-computing","high-performance","high-performance-computing","numerical-integration","numerical-methods","numerical-optimization","python","quantitative-finance","quantlib","tensorflow"],"latest_commit_sha":null,"homepage":"","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/google.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":"CONTRIBUTING.md","funding":null,"license":"LICENSE","code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null,"governance":null,"roadmap":null,"authors":null,"dei":null,"publiccode":null,"codemeta":null}},"created_at":"2019-07-24T16:09:50.000Z","updated_at":"2025-09-01T12:59:38.000Z","dependencies_parsed_at":"2024-06-18T21:21:22.083Z","dependency_job_id":"959a73eb-2cb3-4843-8110-1b0c71bffae8","html_url":"https://github.com/google/tf-quant-finance","commit_stats":{"total_commits":922,"total_committers":47,"mean_commits":"19.617021276595743","dds":0.6540130151843817,"last_synced_commit":"d5607b05b942645a6c5aa9a5c1b0f97480ab1105"},"previous_names":[],"tags_count":4,"template":false,"template_full_name":null,"purl":"pkg:github/google/tf-quant-finance","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/google%2Ftf-quant-finance","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/google%2Ftf-quant-finance/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/google%2Ftf-quant-finance/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/google%2Ftf-quant-finance/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/google","download_url":"https://codeload.github.com/google/tf-quant-finance/tar.gz/refs/heads/master","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/google%2Ftf-quant-finance/sbom","scorecard":{"id":438054,"data":{"date":"2025-08-11","repo":{"name":"github.com/google/tf-quant-finance","commit":"4c4b57e9808f5b60184d8fd5f7f43aaf5871313b"},"scorecard":{"version":"v5.2.1-40-gf6ed084d","commit":"f6ed084d17c9236477efd66e5b258b9d4cc7b389"},"score":4.8,"checks":[{"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":"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":"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":10,"reason":"all changesets reviewed","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":"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":"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":"License","score":10,"reason":"license file detected","details":["Info: project has a license file: LICENSE:0","Info: FSF or OSI recognized license: Apache License 2.0: 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":"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":"Security-Policy","score":10,"reason":"security policy file detected","details":["Info: security policy file detected: github.com/google/.github/SECURITY.md:1","Info: Found linked content: github.com/google/.github/SECURITY.md:1","Info: Found disclosure, vulnerability, and/or timelines in security policy: github.com/google/.github/SECURITY.md:1","Info: Found text in security policy: github.com/google/.github/SECURITY.md:1"],"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":"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":"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":"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":"SAST","score":0,"reason":"SAST tool is not run on all commits -- score normalized to 0","details":["Warn: 0 commits out of 7 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"}},{"name":"Vulnerabilities","score":5,"reason":"5 existing vulnerabilities detected","details":["Warn: Project is vulnerable to: PYSEC-2023-62 / GHSA-m2qf-hxjv-5gpq","Warn: Project is vulnerable to: GHSA-fpfv-jqm9-f5jm","Warn: Project is vulnerable to: GHSA-9hjg-9r4m-mvj7","Warn: Project is vulnerable to: GHSA-9wx4-h78v-vm56","Warn: Project is vulnerable to: PYSEC-2023-74 / GHSA-j8r2-6x86-q33q"],"documentation":{"short":"Determines if the project has open, known unfixed vulnerabilities.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#vulnerabilities"}},{"name":"Pinned-Dependencies","score":0,"reason":"dependency not pinned by hash detected -- score normalized to 0","details":["Warn: containerImage not pinned by hash: ci_build/Dockerfile:1: pin your Docker image by updating ubuntu:focal to ubuntu:focal@sha256:8feb4d8ca5354def3d8fce243717141ce31e2c428701f6682bd2fafe15388214","Warn: containerImage not pinned by hash: tf_quant_finance/examples/demos/option_pricing_basic/data_generator/Dockerfile:12: pin your Docker image by updating python:3 to python:3@sha256:50cbf8e58ca53a806b99250b1ba2d16c19433e8c42e7eb4ac4ea924b095e280b","Warn: containerImage not pinned by hash: tf_quant_finance/examples/demos/option_pricing_basic/downloader/Dockerfile:26: pin your Docker image by updating python:3 to python:3@sha256:50cbf8e58ca53a806b99250b1ba2d16c19433e8c42e7eb4ac4ea924b095e280b","Warn: containerImage not pinned by hash: tf_quant_finance/examples/demos/option_pricing_basic/pricer/Dockerfile:24: pin your Docker image by updating python:3 to python:3@sha256:50cbf8e58ca53a806b99250b1ba2d16c19433e8c42e7eb4ac4ea924b095e280b","Warn: pipCommand not pinned by hash: ci_build/Dockerfile:16","Warn: pipCommand not pinned by hash: ci_build/Dockerfile:17","Warn: pipCommand not pinned by hash: ci_build/Dockerfile:18","Warn: pipCommand not pinned by hash: tf_quant_finance/examples/demos/option_pricing_basic/data_generator/Dockerfile:19","Warn: pipCommand not pinned by hash: tf_quant_finance/examples/demos/option_pricing_basic/data_generator/Dockerfile:20","Warn: pipCommand not pinned by hash: tf_quant_finance/examples/demos/option_pricing_basic/downloader/Dockerfile:30","Warn: pipCommand not pinned by hash: tf_quant_finance/examples/demos/option_pricing_basic/pricer/Dockerfile:28","Info:   0 out of   4 containerImage dependencies pinned","Info:   0 out of   7 pipCommand dependencies pinned"],"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"}}]},"last_synced_at":"2025-08-19T05:06:58.216Z","repository_id":37285979,"created_at":"2025-08-19T05:06:58.216Z","updated_at":"2025-08-19T05:06:58.216Z"},"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":273997106,"owners_count":25204473,"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":"2025-09-07T02:00:09.463Z","response_time":67,"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":"google","name":"Google","uuid":"1342004","kind":"organization","description":"Google ❤️ Open Source","email":"opensource@google.com","website":"https://opensource.google/","location":"United States of America","twitter":"GoogleOSS","company":null,"icon_url":"https://avatars.githubusercontent.com/u/1342004?v=4","repositories_count":2773,"last_synced_at":"2025-08-12T15:55:14.931Z","metadata":{"has_sponsors_listing":false},"html_url":"https://github.com/google","funding_links":[],"total_stars":1967885,"followers":58475,"following":0,"created_at":"2022-11-02T16:20:58.973Z","updated_at":"2025-08-12T15:55:14.931Z","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/google","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/google/repositories"},"tags":[{"name":"v0.0.1-dev9","sha":"973c82abd3bca9e24618473417fbf112c73d08f3","kind":"commit","published_at":"2019-09-17T11:44:12.000Z","download_url":"https://codeload.github.com/google/tf-quant-finance/tar.gz/v0.0.1-dev9","html_url":"https://github.com/google/tf-quant-finance/releases/tag/v0.0.1-dev9","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/google/tf-quant-finance@v0.0.1-dev9","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/google%2Ftf-quant-finance/tags/v0.0.1-dev9","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/google%2Ftf-quant-finance/tags/v0.0.1-dev9/manifests"},{"name":"v0.0.1-dev8","sha":"ab2cd66a10f9d74561fe2153e7e4d1790f347e43","kind":"commit","published_at":"2019-09-13T12:58:42.000Z","download_url":"https://codeload.github.com/google/tf-quant-finance/tar.gz/v0.0.1-dev8","html_url":"https://github.com/google/tf-quant-finance/releases/tag/v0.0.1-dev8","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/google/tf-quant-finance@v0.0.1-dev8","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/google%2Ftf-quant-finance/tags/v0.0.1-dev8","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/google%2Ftf-quant-finance/tags/v0.0.1-dev8/manifests"},{"name":"v0.0.1-dev7","sha":"659317a49d12988c90f1b94cfc5113f3bbc55dba","kind":"commit","published_at":"2019-09-12T14:58:34.000Z","download_url":"https://codeload.github.com/google/tf-quant-finance/tar.gz/v0.0.1-dev7","html_url":"https://github.com/google/tf-quant-finance/releases/tag/v0.0.1-dev7","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/google/tf-quant-finance@v0.0.1-dev7","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/google%2Ftf-quant-finance/tags/v0.0.1-dev7","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/google%2Ftf-quant-finance/tags/v0.0.1-dev7/manifests"},{"name":"v0.0.1-dev6","sha":"59aea04121405302a1b7804fb72e57e65cae0b47","kind":"commit","published_at":"2019-09-06T09:45:15.000Z","download_url":"https://codeload.github.com/google/tf-quant-finance/tar.gz/v0.0.1-dev6","html_url":"https://github.com/google/tf-quant-finance/releases/tag/v0.0.1-dev6","dependencies_parsed_at":null,"dependency_job_id":null,"purl":"pkg:github/google/tf-quant-finance@v0.0.1-dev6","tag_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/google%2Ftf-quant-finance/tags/v0.0.1-dev6","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/google%2Ftf-quant-finance/tags/v0.0.1-dev6/manifests"}]},"repo_metadata_updated_at":"2025-09-07T22:55:24.733Z","dependent_packages_count":2,"downloads":366,"downloads_period":"last-month","dependent_repos_count":3,"rankings":{"downloads":11.542310159372379,"dependent_repos_count":9.168053671663834,"dependent_packages_count":2.1569808191591227,"stargazers_count":1.114126412394533,"forks_count":2.302462130557063,"docker_downloads_count":null,"average":5.256786638629387},"purl":"pkg:pypi/tf-quant-finance","advisories":[],"docker_usage_url":"https://docker.ecosyste.ms/usage/pypi/tf-quant-finance","docker_dependents_count":null,"docker_downloads_count":null,"usage_url":"https://repos.ecosyste.ms/usage/pypi/tf-quant-finance","dependent_repositories_url":"https://repos.ecosyste.ms/api/v1/usage/pypi/tf-quant-finance/dependencies","status":null,"funding_links":[],"critical":null,"issue_metadata":{"last_synced_at":"2025-08-31T19:24:54.891Z","issues_count":56,"pull_requests_count":49,"avg_time_to_close_issue":6145553.142857143,"avg_time_to_close_pull_request":4383493.205128205,"issues_closed_count":28,"pull_requests_closed_count":39,"pull_request_authors_count":28,"issue_authors_count":39,"avg_comments_per_issue":4.75,"avg_comments_per_pull_request":2.142857142857143,"merged_pull_requests_count":28,"bot_issues_count":0,"bot_pull_requests_count":8,"past_year_issues_count":2,"past_year_pull_requests_count":2,"past_year_avg_time_to_close_issue":null,"past_year_avg_time_to_close_pull_request":6825988.0,"past_year_issues_closed_count":0,"past_year_pull_requests_closed_count":1,"past_year_pull_request_authors_count":2,"past_year_issue_authors_count":2,"past_year_avg_comments_per_issue":0.0,"past_year_avg_comments_per_pull_request":0.0,"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/google%2Ftf-quant-finance/issues","maintainers":[],"active_maintainers":[]},"versions_url":"https://packages.ecosyste.ms/api/v1/registries/pypi.org/packages/tf-quant-finance/versions","version_numbers_url":"https://packages.ecosyste.ms/api/v1/registries/pypi.org/packages/tf-quant-finance/version_numbers","dependent_packages_url":"https://packages.ecosyste.ms/api/v1/registries/pypi.org/packages/tf-quant-finance/dependent_packages","related_packages_url":"https://packages.ecosyste.ms/api/v1/registries/pypi.org/packages/tf-quant-finance/related_packages","maintainers":[{"uuid":"tff-team","login":"tff-team","name":null,"email":null,"url":null,"packages_count":2,"html_url":"https://pypi.org/user/tff-team/","role":null,"created_at":"2023-01-31T09:42:42.657Z","updated_at":"2023-01-31T09:42:42.657Z","packages_url":"https://packages.ecosyste.ms/api/v1/registries/pypi.org/maintainers/tff-team/packages"}],"registry":{"name":"pypi.org","url":"https://pypi.org","ecosystem":"pypi","default":true,"packages_count":726290,"maintainers_count":308824,"namespaces_count":0,"keywords_count":238245,"github":"pypi","metadata":{"funded_packages_count":50579},"icon_url":"https://github.com/pypi.png","created_at":"2022-04-04T15:19:23.364Z","updated_at":"2025-09-08T05:32:36.857Z","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":528443,"full_name":"google/tf-quant-finance","default_branch":"master","committers":[{"name":"Cyril Chimisov","email":"cyrilchimisov@google.com","login":null,"count":319},{"name":"Matej Rizman","email":"matejr@google.com","login":null,"count":126},{"name":"Ashish Saxena","email":"saxeas@google.com","login":null,"count":81},{"name":"Amit Varshney","email":"amitvarshney@google.com","login":null,"count":61},{"name":"Pavel Shmakov","email":"pshmakov@google.com","login":null,"count":55},{"name":"Nomisma Team","email":"tf-quant-finance-robot@google.com","login":null,"count":45},{"name":"Juan A. Navarro Pérez","email":"perezju@google.com","login":null,"count":32},{"name":"devarakondav","email":"devarakonda.vishnu5@gmail.com","login":null,"count":28},{"name":"Matthew Pearce","email":"mcpearce@google.com","login":null,"count":21},{"name":"Yilei Yang","email":"yileiyang@google.com","login":null,"count":19},{"name":"Chris Lee","email":"chrisalee@google.com","login":null,"count":14},{"name":"Yun Liu","email":"yunliuyl@google.com","login":null,"count":13},{"name":"rajflume","email":"61029453+rajflume@users.noreply.github.com","login":null,"count":13},{"name":"Viktoria Csizmadia","email":"viktoriac@google.com","login":null,"count":10},{"name":"Mark Bean","email":"markbean@google.com","login":null,"count":9},{"name":"Alex Lembcke","email":"alex.lembcke@gmail.com","login":null,"count":7},{"name":"Yves Gaeremynck","email":"ygaeremynck@google.com","login":null,"count":7},{"name":"Andrey Shulyatyev","email":"andreysh@google.com","login":null,"count":6},{"name":"Claire Charron","email":"clairecharron@google.com","login":null,"count":6},{"name":"Mark Charsley","email":"mcharsley@google.com","login":null,"count":6},{"name":"Dmytro Fedoriaka","email":"fedimser@google.com","login":null,"count":4},{"name":"Gavin Chan","email":"gavincyi@gmail.com","login":null,"count":4},{"name":"Nitish Kumar Jaipuria","email":"nkjaipuria@google.com","login":null,"count":4},{"name":"David Leong","email":"tianseng@google.com","login":null,"count":3},{"name":"Konstantin Styrkas","email":"styrkas@google.com","login":null,"count":3},{"name":"Fabrice DESCHATRES","email":"27808402+fabrice-deschatres@users.noreply.github.com","login":null,"count":2},{"name":"Kyle Kosic","email":"kylekosic@gmail.com","login":null,"count":2},{"name":"Oleh Prypin","email":"oprypin@google.com","login":null,"count":2},{"name":"Peter Hawkins","email":"phawkins@google.com","login":null,"count":2},{"name":"Rebeka Marton","email":"rebekamarton@gmail.com","login":null,"count":2},{"name":"Richard Levasseur","email":"rlevasseur@google.com","login":null,"count":2},{"name":"Sean Harnett","email":"seanharnett@google.com","login":null,"count":2},{"name":"Wiesner Vos","email":"wiesner@google.com","login":null,"count":2},{"name":"jackgillett101","email":"jack.gillett@cantab.net","login":null,"count":2},{"name":"0xflotus","email":"0xflotus@gmail.com","login":null,"count":1},{"name":"David Sabater Dinter","email":"dsdinter@users.noreply.github.com","login":null,"count":1},{"name":"Faizan Muhammad","email":"fmuham@google.com","login":null,"count":1},{"name":"Karthikeyan Singaravelan","email":"tir.karthi@gmail.com","login":null,"count":1},{"name":"Matej R","email":"matej.rizman@outlook.com","login":null,"count":1},{"name":"Nathan Murthy","email":"1788878+natemurthy@users.noreply.github.com","login":null,"count":1},{"name":"Ron Shapiro","email":"ronshapiro@google.com","login":null,"count":1},{"name":"Russell Power","email":"power@google.com","login":null,"count":1},{"name":"Sophia Liu","email":"sophialiu@google.com","login":null,"count":1},{"name":"Wenhao Jia","email":"jiawenhao@google.com","login":null,"count":1},{"name":"Zhiqing Xiao","email":"ZhiqingXiao@users.noreply.github.com","login":null,"count":1},{"name":"dependabot[bot]","email":"49699333+dependabot[bot]@users.noreply.github.com","login":null,"count":1},{"name":"sleptonium","email":"sleptonium@risksim.co.uk","login":null,"count":1},{"name":"slowy07","email":"slowy.arfy@gmail.com","login":null,"count":1},{"name":"vlad doster","email":"mvdoster@gmail.com","login":null,"count":1},{"name":"zhiqingxiao","email":"xzq.xiaozhiqing@gmail.com","login":null,"count":1}],"total_commits":930,"total_committers":50,"total_bot_commits":1,"total_bot_committers":1,"mean_commits":18.6,"dds":0.656989247311828,"past_year_committers":[{"name":"Oleh Prypin","email":"oprypin@google.com","login":null,"count":2},{"name":"Juan A. Navarro Pérez","email":"perezju@google.com","login":null,"count":1},{"name":"Nomisma Team","email":"tf-quant-finance-robot@google.com","login":null,"count":1}],"past_year_total_commits":4,"past_year_total_committers":3,"past_year_total_bot_commits":0,"past_year_total_bot_committers":0,"past_year_mean_commits":1.3333333333333333,"past_year_dds":0.5,"last_synced_at":"2025-09-08T11:42:31.924Z","last_synced_commit":"4c4b57e9808f5b60184d8fd5f7f43aaf5871313b","created_at":"2023-03-09T03:39:54.557Z","updated_at":"2025-09-08T11:42:29.770Z","commits_url":"https://commits.ecosyste.ms/api/v1/hosts/GitHub/repositories/google%2Ftf-quant-finance/commits","host":{"name":"GitHub","url":"https://github.com","kind":"github","last_synced_at":"2025-09-08T00:00:16.827Z","repositories_count":5492973,"commits_count":855737544,"contributors_count":31255717,"owners_count":912147,"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":"google/tf-quant-finance","html_url":"https://github.com/google/tf-quant-finance","last_synced_at":"2025-08-31T19:24:54.891Z","status":null,"issues_count":56,"pull_requests_count":49,"avg_time_to_close_issue":6145553.142857143,"avg_time_to_close_pull_request":4383493.205128205,"issues_closed_count":28,"pull_requests_closed_count":39,"pull_request_authors_count":28,"issue_authors_count":39,"avg_comments_per_issue":4.75,"avg_comments_per_pull_request":2.142857142857143,"merged_pull_requests_count":28,"bot_issues_count":0,"bot_pull_requests_count":8,"past_year_issues_count":2,"past_year_pull_requests_count":2,"past_year_avg_time_to_close_issue":null,"past_year_avg_time_to_close_pull_request":6825988.0,"past_year_issues_closed_count":0,"past_year_pull_requests_closed_count":1,"past_year_pull_request_authors_count":2,"past_year_issue_authors_count":2,"past_year_avg_comments_per_issue":0.0,"past_year_avg_comments_per_pull_request":0.0,"past_year_bot_issues_count":0,"past_year_bot_pull_requests_count":0,"past_year_merged_pull_requests_count":0,"created_at":"2023-05-14T08:09:58.228Z","updated_at":"2025-09-03T03:18:29.392Z","repository_url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/repositories/google%2Ftf-quant-finance","issues_url":"https://issues.ecosyste.ms/api/v1/hosts/GitHub/repositories/google%2Ftf-quant-finance/issues","issue_labels_count":{"good first issue":6},"pull_request_labels_count":{"cla: yes":26,"dependencies":11,"cla: no":3},"issue_author_associations_count":{"NONE":43,"CONTRIBUTOR":13},"pull_request_author_associations_count":{"CONTRIBUTOR":43,"NONE":9},"issue_authors":{"cyrilchim":5,"arthurpham":4,"alembcke":4,"jonas-eschle":3,"feribg":3,"luweizheng":2,"Macfly":2,"saxena-ashish-g":2,"omdv":1,"brilhana":1,"blais":1,"rajflume":1,"ay1011":1,"AlexandreMoulti":1,"PBRAOS":1,"shun-lin":1,"DmitriGoloubentsev":1,"mahmoodn":1,"bigfatwhale":1,"franz101":1,"DhinNeGeNe":1,"kexinoh":1,"jjchan121":1,"simaki":1,"chinmayrane":1,"Faysel33":1,"a17brah":1,"mchandlernz":1,"mlambelho":1,"paolodelia99":1,"dlvp":1,"LutzWeischerFujitsu":1,"kykosic":1,"spilozzi":1,"Synergist":1,"xiaozhi-alan-zhu":1,"pboudier":1,"jj2023":1,"lucamichelacci":1},"pull_request_authors":{"dependabot[bot]":11,"gavincyi":5,"alembcke":4,"esztermarton":3,"DevarakondaV":2,"jackgillett101":2,"sleptonium":2,"kykosic":2,"fabrice-deschatres":2,"JasonnnW3000":1,"ZhiqingXiao":1,"alv128":1,"tirkarthi":1,"vladdoster":1,"johannlilly":1,"slowy07":1,"northern-64bit":1,"0xflotus":1,"matejr":1,"AliMuhammadOfficial":1,"zvdy":1,"fynntang":1,"cyrilchim":1,"dsdinter":1,"withshubh":1,"rajflume":1,"Lapsilago":1,"natemurthy":1},"host":{"name":"GitHub","url":"https://github.com","kind":"github","last_synced_at":"2025-09-03T00:00:08.273Z","repositories_count":10054977,"issues_count":30909733,"pull_requests_count":92930509,"authors_count":10639795,"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":{"NONE":2},"past_year_pull_request_author_associations_count":{"NONE":2},"past_year_issue_authors":{"kexinoh":1,"paolodelia99":1},"past_year_pull_request_authors":{"JasonnnW3000":1,"zvdy":1},"maintainers":[],"active_maintainers":[]},"events":{"total":{"IssuesEvent":2,"WatchEvent":434,"IssueCommentEvent":1,"PushEvent":4,"PullRequestEvent":2,"ForkEvent":62},"last_year":{"IssuesEvent":2,"WatchEvent":434,"IssueCommentEvent":1,"PushEvent":4,"PullRequestEvent":2,"ForkEvent":62}},"keywords":["finance","gpu","gpu-computing","high-performance","high-performance-computing","numerical-integration","numerical-methods","numerical-optimization","python","quantitative-finance","quantlib","tensorflow"],"dependencies":[{"ecosystem":"docker","filepath":"ci_build/Dockerfile","sha":null,"kind":"manifest","created_at":"2024-01-07T11:04:50.147Z","updated_at":"2024-01-07T11:04:50.147Z","repository_link":"https://github.com/google/tf-quant-finance/blob/master/ci_build/Dockerfile","dependencies":[{"id":15474490014,"package_name":"ubuntu","ecosystem":"docker","requirements":"focal","direct":true,"kind":"build","optional":false}]},{"ecosystem":"docker","filepath":"tf_quant_finance/examples/demos/option_pricing_basic/data_generator/Dockerfile","sha":null,"kind":"manifest","created_at":"2024-01-07T11:04:50.728Z","updated_at":"2024-01-07T11:04:50.728Z","repository_link":"https://github.com/google/tf-quant-finance/blob/master/tf_quant_finance/examples/demos/option_pricing_basic/data_generator/Dockerfile","dependencies":[{"id":15474491283,"package_name":"python","ecosystem":"docker","requirements":"3","direct":true,"kind":"build","optional":false}]},{"ecosystem":"docker","filepath":"tf_quant_finance/examples/demos/option_pricing_basic/downloader/Dockerfile","sha":null,"kind":"manifest","created_at":"2024-01-07T11:04:51.378Z","updated_at":"2024-01-07T11:04:51.378Z","repository_link":"https://github.com/google/tf-quant-finance/blob/master/tf_quant_finance/examples/demos/option_pricing_basic/downloader/Dockerfile","dependencies":[{"id":15474491860,"package_name":"python","ecosystem":"docker","requirements":"3","direct":true,"kind":"build","optional":false}]},{"ecosystem":"docker","filepath":"tf_quant_finance/examples/demos/option_pricing_basic/pricer/Dockerfile","sha":null,"kind":"manifest","created_at":"2024-01-07T11:04:51.937Z","updated_at":"2024-01-07T11:04:51.937Z","repository_link":"https://github.com/google/tf-quant-finance/blob/master/tf_quant_finance/examples/demos/option_pricing_basic/pricer/Dockerfile","dependencies":[{"id":15474494350,"package_name":"python","ecosystem":"docker","requirements":"3","direct":true,"kind":"build","optional":false}]},{"ecosystem":"pypi","filepath":"setup.py","sha":null,"kind":"manifest","created_at":"2024-01-07T11:04:52.251Z","updated_at":"2024-01-07T11:04:52.251Z","repository_link":"https://github.com/google/tf-quant-finance/blob/master/setup.py","dependencies":[]},{"ecosystem":"pypi","filepath":"tf_quant_finance/examples/demos/option_pricing_basic/data_generator/requirements.txt","sha":null,"kind":"manifest","created_at":"2024-01-07T11:04:52.279Z","updated_at":"2024-01-07T11:04:52.279Z","repository_link":"https://github.com/google/tf-quant-finance/blob/master/tf_quant_finance/examples/demos/option_pricing_basic/data_generator/requirements.txt","dependencies":[{"id":15474495227,"package_name":"attrs","ecosystem":"pypi","requirements":"\u003e=18.2.0","direct":true,"kind":"runtime","optional":false},{"id":15474495228,"package_name":"google-cloud-storage","ecosystem":"pypi","requirements":"==1.28.0","direct":true,"kind":"runtime","optional":false},{"id":15474495229,"package_name":"tf-nightly","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":15474497899,"package_name":"tfp-nightly","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false}]},{"ecosystem":"pypi","filepath":"tf_quant_finance/examples/demos/option_pricing_basic/data_generator/requirements_nodeps.txt","sha":null,"kind":"manifest","created_at":"2024-01-07T11:04:54.947Z","updated_at":"2024-01-07T11:04:54.947Z","repository_link":"https://github.com/google/tf-quant-finance/blob/master/tf_quant_finance/examples/demos/option_pricing_basic/data_generator/requirements_nodeps.txt","dependencies":[{"id":15474502870,"package_name":"tff-nightly","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false}]},{"ecosystem":"pypi","filepath":"tf_quant_finance/examples/demos/option_pricing_basic/downloader/requirements.txt","sha":null,"kind":"manifest","created_at":"2024-01-07T11:04:56.582Z","updated_at":"2024-01-07T11:04:56.582Z","repository_link":"https://github.com/google/tf-quant-finance/blob/master/tf_quant_finance/examples/demos/option_pricing_basic/downloader/requirements.txt","dependencies":[{"id":15474506807,"package_name":"Flask","ecosystem":"pypi","requirements":"==1.1.2","direct":true,"kind":"runtime","optional":false},{"id":15474506808,"package_name":"requests","ecosystem":"pypi","requirements":"==2.23.0","direct":true,"kind":"runtime","optional":false},{"id":15474506809,"package_name":"google-cloud-storage","ecosystem":"pypi","requirements":"==1.28.0","direct":true,"kind":"runtime","optional":false},{"id":15474506810,"package_name":"absl-py","ecosystem":"pypi","requirements":"==0.9.0","direct":true,"kind":"runtime","optional":false},{"id":15474506811,"package_name":"pyzmq","ecosystem":"pypi","requirements":"==19.0.0","direct":true,"kind":"runtime","optional":false},{"id":15474506812,"package_name":"numpy","ecosystem":"pypi","requirements":"==1.21","direct":true,"kind":"runtime","optional":false}]},{"ecosystem":"pypi","filepath":"tf_quant_finance/examples/demos/option_pricing_basic/pricer/requirements.txt","sha":null,"kind":"manifest","created_at":"2024-01-07T11:04:57.517Z","updated_at":"2024-01-07T11:04:57.517Z","repository_link":"https://github.com/google/tf-quant-finance/blob/master/tf_quant_finance/examples/demos/option_pricing_basic/pricer/requirements.txt","dependencies":[{"id":15474507086,"package_name":"absl-py","ecosystem":"pypi","requirements":"==0.9.0","direct":true,"kind":"runtime","optional":false},{"id":15474507087,"package_name":"pyzmq","ecosystem":"pypi","requirements":"==19.0.0","direct":true,"kind":"runtime","optional":false},{"id":15474507089,"package_name":"numpy","ecosystem":"pypi","requirements":"==1.22.0","direct":true,"kind":"runtime","optional":false},{"id":15474507090,"package_name":"tf-nightly","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":15474507091,"package_name":"tfp-nightly","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false},{"id":15474507093,"package_name":"tff-nightly","ecosystem":"pypi","requirements":"*","direct":true,"kind":"runtime","optional":false}]}],"score":20.150832858640324,"created_at":"2025-09-08T21:01:55.729Z","updated_at":"2025-10-07T08:28:33.474Z","avatar_url":"https://github.com/google.png","language":"Python","category":null,"sub_category":null,"monthly_downloads":2243,"funding_links":[],"readme_doi_urls":[],"works":{},"citation_counts":{},"total_citations":0,"keywords_from_contributors":["distributed","deep-neural-networks","jax","transformer","cryptocurrencies","reinforcement-learning","research","calculator","physics","data-integration"],"project_url":"https://science.ecosyste.ms/api/v1/projects/81245","html_url":"https://science.ecosyste.ms/projects/81245"}