{"id":15519093,"url":"https://github.com/danieldk/thinc-rust-ops","last_synced_at":"2025-08-11T17:09:03.533Z","repository":{"id":40692540,"uuid":"507007135","full_name":"danieldk/thinc-rust-ops","owner":"danieldk","description":"Non-official(!) Rust Thinc Ops, with SIMD-vectorized implementations of many ops. Because Ops are fun to implement.","archived":false,"fork":false,"pushed_at":"2022-09-07T08:31:55.000Z","size":117,"stargazers_count":3,"open_issues_count":6,"forks_count":1,"subscribers_count":3,"default_branch":"main","last_synced_at":"2025-07-24T09:06:18.441Z","etag":null,"topics":[],"latest_commit_sha":null,"homepage":"","language":"Rust","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":null,"status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/danieldk.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":null,"code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null}},"created_at":"2022-06-24T12:44:53.000Z","updated_at":"2022-08-29T10:11:45.000Z","dependencies_parsed_at":"2023-01-17T16:58:02.422Z","dependency_job_id":null,"html_url":"https://github.com/danieldk/thinc-rust-ops","commit_stats":null,"previous_names":[],"tags_count":0,"template":false,"template_full_name":null,"purl":"pkg:github/danieldk/thinc-rust-ops","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/danieldk%2Fthinc-rust-ops","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/danieldk%2Fthinc-rust-ops/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/danieldk%2Fthinc-rust-ops/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/danieldk%2Fthinc-rust-ops/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/danieldk","download_url":"https://codeload.github.com/danieldk/thinc-rust-ops/tar.gz/refs/heads/main","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/danieldk%2Fthinc-rust-ops/sbom","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":269922906,"owners_count":24496999,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2022-07-04T15:15:14.044Z","status":"online","status_checked_at":"2025-08-11T02:00:10.019Z","response_time":75,"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"}},"keywords":[],"created_at":"2024-10-02T10:20:00.977Z","updated_at":"2025-08-11T17:09:03.504Z","avatar_url":"https://github.com/danieldk.png","language":"Rust","funding_links":[],"categories":[],"sub_categories":[],"readme":"# 🧪 thinc-rust-ops\n\nThis is an experimental, non-official, Python package that implements some Thinc\n[ops](https://thinc.ai/docs/api-backends) using vectorized SIMD functions in Rust 🦀.\nThe following SIMD instruction sets are currently supported:\n\n* Scalar\n* ARM64:\n  - NEON\n* x86_64:\n  - SSE2\n  - SSE4.1\n  - AVX\n  - AVX2 + FMA\n\n## ⏳ Install\n\nMake sure that you have a [Rust toolchain](https://rustup.rs) installed and then\ninstall with `pip`:\n\n```\npython -m pip install git+https://github.com/danieldk/thinc-rust-ops#subdirectory=thinc-rust-ops\n```\n\n## 🚀 Quickstart\n\nAfter installation, you can import `RustOps` and use it like any other `Ops` implementation:\n\n```\n\u003e\u003e\u003e import numpy as np\n\u003e\u003e\u003e from rust_ops import RustOps\n\u003e\u003e\u003e ops = RustOps()\n\u003e\u003e\u003e ops.gelu(np.arange(-5., 5.))\narray([-1.43552511e-06, -1.26744153e-04, -4.04990215e-03, -4.55001283e-02,\n       -1.58655251e-01,  0.00000000e+00,  8.41344749e-01,  1.95449987e+00,\n        2.99595010e+00,  3.99987326e+00])\n```\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fdanieldk%2Fthinc-rust-ops","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fdanieldk%2Fthinc-rust-ops","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fdanieldk%2Fthinc-rust-ops/lists"}