{"apiVersion":"v1","taxonomyVersion":1,"generatedAt":"2026-10-29T16:40:05.183Z","data":{"id":"wsa_pqmwu4kt3gm7","versionId":"ver_GsQuDD69uvXe","versionNumber":22,"title":"webgpu-kernels (207 WebGPU kernels)","maker":"Hugging Face","publisher":"Hugging Face","summary":"A Hub collection of 207 individual, versioned WebGPU kernel repositories covering common ML operations (matmul, add, softmax, layernorm, etc.), each packaged with manifests, correctness cases, benchmarks, and WGSL shader templates. Kernels expose explicit contracts and variants so runtimes can select implementations optimized for device, shape, and browser characteristics.","utility":"Developers can use it to run optimized machine-learning operations in WebGPU-capable browsers as part of browser-based AI applications.","classifications":{"developmentType":"developer platform","capability":["automation"],"modality":["code"],"access":["SDK"],"deployment":["on-device"],"pricing":["unknown"],"targetUser":["developer","researcher"]},"attributes":{"availability":"Install with npm install @huggingface/kernels@preview","pricingModel":"Not stated","deployment":"Runs kernels in a browser with WebGPU support","privacy":"Not stated","licence":"The 207 kernels are Apache-2.0 licensed; no licence stated for the JavaScript loader"},"score":0.975,"confidence":"high","capped":false,"correctionState":"current","publicationState":"published","lowConfidence":false,"eligibleForDerivedResults":true,"publishedAt":"2026-09-01T00:00:00.000Z","collectedAt":"2026-09-24T04:44:53.631Z","lastVerifiedAt":"2026-10-28T00:39:38.860Z","versionEffectiveAt":"2026-10-28T00:39:38.860Z","taxonomyVersion":1,"rubricVersion":"evidence-rubric-1","jevVersion":"typesafe/jev-1.13-20260917","webUrl":"https://wowsuchai.withglint.app/records/wsa_pqmwu4kt3gm7"},"nextCursor":null,"license":{"catalog":{"name":"CC BY 4.0","spdx":"CC-BY-4.0","url":"https://creativecommons.org/licenses/by/4.0/","attribution":"wowsuchai","attributionUrl":"https://wowsuchai.withglint.app","covers":["catalog metadata","classifications","generated summaries","feed event metadata"]},"excluded":{"covers":["source quotations","linked source content"],"terms":"Not licensed by wowsuchai. Source quotations and linked source content keep their original rights."}}}