{"id":13856763,"url":"https://github.com/iperov/litenn","last_synced_at":"2026-01-16T13:33:32.605Z","repository":{"id":62576409,"uuid":"310623552","full_name":"iperov/litenn","owner":"iperov","description":"Lightweight machine learning library based on OpenCL 1.2","archived":false,"fork":false,"pushed_at":"2020-11-23T14:09:17.000Z","size":928,"stargazers_count":75,"open_issues_count":4,"forks_count":13,"subscribers_count":5,"default_branch":"master","last_synced_at":"2025-08-21T05:04:10.219Z","etag":null,"topics":[],"latest_commit_sha":null,"homepage":null,"language":"Python","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"mit","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/iperov.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":"LICENSE","code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null}},"created_at":"2020-11-06T14:44:58.000Z","updated_at":"2025-07-20T18:42:51.000Z","dependencies_parsed_at":"2022-11-03T20:44:55.464Z","dependency_job_id":null,"html_url":"https://github.com/iperov/litenn","commit_stats":null,"previous_names":[],"tags_count":0,"template":false,"template_full_name":null,"purl":"pkg:github/iperov/litenn","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/iperov%2Flitenn","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/iperov%2Flitenn/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/iperov%2Flitenn/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/iperov%2Flitenn/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/iperov","download_url":"https://codeload.github.com/iperov/litenn/tar.gz/refs/heads/master","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/iperov%2Flitenn/sbom","scorecard":{"id":493638,"data":{"date":"2025-08-11","repo":{"name":"github.com/iperov/litenn","commit":"abb6e11746e43ec029678d2f09d071d38d782b41"},"scorecard":{"version":"v5.2.1-40-gf6ed084d","commit":"f6ed084d17c9236477efd66e5b258b9d4cc7b389"},"score":3,"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":"Code-Review","score":0,"reason":"Found 0/26 approved changesets -- score normalized to 0","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":"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":"SAST","score":0,"reason":"no SAST tool detected","details":["Warn: no pull requests merged into dev branch"],"documentation":{"short":"Determines if the project uses static code analysis.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#sast"}},{"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":"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":"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":"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":"Vulnerabilities","score":10,"reason":"0 existing vulnerabilities detected","details":null,"documentation":{"short":"Determines if the project has open, known unfixed vulnerabilities.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#vulnerabilities"}},{"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":"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":0,"reason":"branch protection not enabled on development/release branches","details":["Warn: branch protection not enabled for branch 'master'"],"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"}}]},"last_synced_at":"2025-08-19T19:52:39.718Z","repository_id":62576409,"created_at":"2025-08-19T19:52:39.718Z","updated_at":"2025-08-19T19:52:39.718Z"},"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":286080680,"owners_count":28479033,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2026-01-16T11:59:17.896Z","status":"ssl_error","status_checked_at":"2026-01-16T11:55:55.838Z","response_time":107,"last_error":"SSL_read: unexpected eof while reading","robots_txt_status":"success","robots_txt_updated_at":"2025-07-24T06:49:26.215Z","robots_txt_url":"https://github.com/robots.txt","online":false,"can_crawl_api":true,"host_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories","repository_names_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repository_names","owners_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners"}},"keywords":[],"created_at":"2024-08-05T03:01:12.334Z","updated_at":"2026-01-16T13:33:32.584Z","avatar_url":"https://github.com/iperov.png","language":"Python","readme":"\u003ctable align=\"center\" border=\"0\"\u003e\n\n\u003ctr\u003e\u003ctd colspan=2 align=\"center\"\u003e\n\n# LiteNN\n\n### lightweight Machine Learning library based on OpenCL 1.2 and written in pure python\n\n\n\u003c/td\u003e\u003c/tr\u003e\n\u003ctr\u003e\u003ctd colspan=2 align=\"center\"\u003e\nsuitable for most popular ML tasks such as regression, recognition, classification, autoencoders, GANs.\n\u003c/td\u003e\u003c/tr\u003e\n\u003ctr\u003e\u003ctd colspan=2 align=\"center\"\u003e\n\n\u003cp align=\"center\"\u003e\n\u003c/p\u003e\n\n\u003c/td\u003e\u003c/tr\u003e\n\n\u003ctr\u003e\u003ctd colspan=2 align=\"center\"\u003e\n\n# Features\n\n\u003c/td\u003e\u003c/tr\u003e\n\n\u003ctr\u003e\u003ctd align=\"center\"\u003e\nwritten in pure python\n\u003c/td\u003e\u003ctd align=\"center\"\u003e\nNothing to build from source! No headache with cmake, bazel, compilers, environments, etc.\n\u003c/td\u003e\u003c/tr\u003e\n\n\u003ctr\u003e\u003ctd align=\"center\"\u003e\nfuture-proof\n\u003c/td\u003e\u003ctd align=\"center\"\u003e\nunlike CUDA, OpenCL 1.2 does not break backward compatibility with new video cards, so your app will work on future devices.\n\u003c/td\u003e\u003c/tr\u003e\n\n\u003ctr\u003e\u003ctd align=\"center\"\u003e\nSimplified and pytorch-like\n\u003c/td\u003e\u003ctd align=\"center\"\u003e\nPyTorch-like, but more lightweight architecture with simplified things.\n\u003c/td\u003e\u003c/tr\u003e\n\n\u003ctr\u003e\u003ctd align=\"center\"\u003e\nEasy to experiment\n\u003c/td\u003e\u003ctd align=\"center\"\u003e\nImplement your own custom GPU-accelerated ops much more faster, using OpenCL C-language as text directly in python. You don't need to compile or build from source.\n\u003c/td\u003e\u003c/tr\u003e\n\n\u003ctr\u003e\u003ctd align=\"center\"\u003e\nuser namespace\n\u003c/td\u003e\u003ctd align=\"center\"\u003e\nlitenn is namespace for users. \n\nYou will not see internal classes or functions in your vscode intellisense hint.\n\nAll things in litenn namespace are ready to use, contain editor hint, and the source code can be directly explored from your IDE.\n\u003c/td\u003e\n\u003c/tr\u003e\n\n\u003ctr\u003e\u003ctd align=\"center\"\u003e\nMinimal dependencies\n\u003c/td\u003e\u003ctd align=\"center\"\u003e\nnumpy only\n\u003c/td\u003e\u003c/tr\u003e\n\n\u003ctr\u003e\u003ctd colspan=3 align=\"center\"\u003e\n\n# Getting started\n\n\u003c/td\u003e\u003c/tr\u003e\n\n\u003ctr\u003e\n\n\u003ctd colspan=2 align=\"center\"\u003e\n\n```python\npip install litenn\n\nimport litenn as nn\nnn.test.all()\n```\n\n[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/iperov/litenn/blob/master/doc_github/ipynb/litenn_test_all.ipynb)\n\n\n\u003c/td\u003e\u003c/tr\u003e\n\n\u003ctr\u003e\u003ctd colspan=2 align=\"center\"\u003e\n\n# [User guide](doc_github/user_guide/user_guide.md)\n\n# [Developer guide](doc_github/dev_guide/dev_guide.md)\n\n# [ LiteNN-apps](https://github.com/iperov/litenn-apps)\n\n\u003c/td\u003e\u003c/tr\u003e\n\n\u003ctr\u003e\u003ctd colspan=2 align=\"center\"\u003e\n\n\u003csub\u003e#machinelearning #machine-learning #deep-learning #deeplearning #deep-neural-networks #neural-networks #neural-nets #opencl\u003c/sub\u003e\n\n\u003c/td\u003e\u003c/tr\u003e\n\u003c/table\u003e\n","funding_links":[],"categories":["Python"],"sub_categories":[],"project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fiperov%2Flitenn","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fiperov%2Flitenn","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fiperov%2Flitenn/lists"}