{"adoption": {"forks": 134, "observed_at": "2026-08-28T04:03:25.608640+00:00", "stars": 1059}, "canonical_url": "https://ross.abutalabs.com/products/deeplearningkit", "card": {"archived": false, "artifact_type": "framework", "description": "Open Source Deep Learning Framework for Apple's iOS, OS X and tvOS - ", "domain": ["deep-learning", "machine-learning", "mobile-development", "apple-ecosystem", "computer-vision"], "enriched": true, "function": ["deep-learning", "machine-learning", "image-processing", "computer-vision"], "health_score": 20, "homepage": "http://deeplearningkit.org", "language": "Swift", "license": "Apache-2.0", "license_family": "permissive", "maturity": "abandoned", "member_repos": ["DeepLearningKit/DeepLearningKit"], "name": "DeepLearningKit/DeepLearningKit", "platform": [], "pushed_at": "2016-07-13T16:46:25+00:00", "repo": "DeepLearningKit/DeepLearningKit", "stars": 1059, "tags": ["metal", "tvos", "caffe-models", "on-device-inference", "gpu-acceleration", "ios", "macos", "swift", "gpu"], "topics": [], "urls": [], "use_cases": ["run pre-trained deep learning models on iphone or ipad", "image recognition on ios with gpu acceleration", "use caffe-trained cnn models on apple devices", "on-device deep learning inference on mac", "run neural networks on apple tv"], "what_it_is": "DeepLearningKit is an open-source deep learning framework for Apple's iOS, OS X and tvOS, written in Swift and using Metal for GPU-accelerated on-device inference. It supports running pre-trained deep convolutional neural networks (e.g. Caffe-trained models) for tasks like image recognition.", "when_to_avoid": ["you need training, not just inference", "you need modern framework support like Core ML, TensorFlow or PyTorch", "you need active maintenance or recent iOS support - the project has not been updated since 2016"], "when_to_choose": ["you need GPU-accelerated CNN inference on iOS, macOS or tvOS with Swift", "you want to run Caffe-trained models on Apple devices without a server"]}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/products/deeplearningkit", "repo": "DeepLearningKit/DeepLearningKit", "role": "main", "score": 32}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-08-28T04:03:25.608640+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-30T06:57:05.301027+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "e7fc5f5518d756002e56c87d73aa8dd7562206d5e4c06e0c49c39ded30e77f3e", "fetched_at": "2026-08-28T04:03:25.608640+00:00", "kind": "readme", "missing": false, "url": "https://github.com/DeepLearningKit/DeepLearningKit"}, {"content_hash": "80fd210816b824a8cfadf570d66d0b8a103b8ab6f653026e57dd056a8d76d918", "fetched_at": "2026-08-29T12:58:52.161826+00:00", "kind": "homepage", "missing": false, "url": "http://deeplearningkit.org"}, {"content_hash": "f7720782c98f8b8cfddab31ad2fcdd83154f90227ae620dca0dbbead59c79a85", "fetched_at": "2026-08-29T12:58:52.171175+00:00", "kind": "site_page", "missing": false, "url": "https://deeplearningkit.org/about"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-08-28T04:03:25.608640+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-30T06:57:05.301027+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "e7fc5f5518d756002e56c87d73aa8dd7562206d5e4c06e0c49c39ded30e77f3e", "fetched_at": "2026-08-28T04:03:25.608640+00:00", "kind": "readme", "missing": false, "url": "https://github.com/DeepLearningKit/DeepLearningKit"}, {"content_hash": "80fd210816b824a8cfadf570d66d0b8a103b8ab6f653026e57dd056a8d76d918", "fetched_at": "2026-08-29T12:58:52.161826+00:00", "kind": "homepage", "missing": false, "url": "http://deeplearningkit.org"}, {"content_hash": "f7720782c98f8b8cfddab31ad2fcdd83154f90227ae620dca0dbbead59c79a85", "fetched_at": "2026-08-29T12:58:52.171175+00:00", "kind": "site_page", "missing": false, "url": "https://deeplearningkit.org/about"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-30T06:57:05.301027+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "e7fc5f5518d756002e56c87d73aa8dd7562206d5e4c06e0c49c39ded30e77f3e", "fetched_at": "2026-08-28T04:03:25.608640+00:00", "kind": "readme", "missing": false, "url": "https://github.com/DeepLearningKit/DeepLearningKit"}, {"content_hash": "80fd210816b824a8cfadf570d66d0b8a103b8ab6f653026e57dd056a8d76d918", "fetched_at": "2026-08-29T12:58:52.161826+00:00", "kind": "homepage", "missing": false, "url": "http://deeplearningkit.org"}, {"content_hash": "f7720782c98f8b8cfddab31ad2fcdd83154f90227ae620dca0dbbead59c79a85", "fetched_at": "2026-08-29T12:58:52.171175+00:00", "kind": "site_page", "missing": false, "url": "https://deeplearningkit.org/about"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-08-28T04:03:25.608640+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-08-28T04:03:25.608640+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-08-28T04:03:25.608640+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-30T06:57:05.301027+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "e7fc5f5518d756002e56c87d73aa8dd7562206d5e4c06e0c49c39ded30e77f3e", "fetched_at": "2026-08-28T04:03:25.608640+00:00", "kind": "readme", "missing": false, "url": "https://github.com/DeepLearningKit/DeepLearningKit"}, {"content_hash": "80fd210816b824a8cfadf570d66d0b8a103b8ab6f653026e57dd056a8d76d918", "fetched_at": "2026-08-29T12:58:52.161826+00:00", "kind": "homepage", "missing": false, "url": "http://deeplearningkit.org"}, {"content_hash": "f7720782c98f8b8cfddab31ad2fcdd83154f90227ae620dca0dbbead59c79a85", "fetched_at": "2026-08-29T12:58:52.171175+00:00", "kind": "site_page", "missing": false, "url": "https://deeplearningkit.org/about"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-08-28T04:03:25.608640+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-08-28T04:03:25.608640+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-30T06:57:05.301027+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "e7fc5f5518d756002e56c87d73aa8dd7562206d5e4c06e0c49c39ded30e77f3e", "fetched_at": "2026-08-28T04:03:25.608640+00:00", "kind": "readme", "missing": false, "url": "https://github.com/DeepLearningKit/DeepLearningKit"}, {"content_hash": "80fd210816b824a8cfadf570d66d0b8a103b8ab6f653026e57dd056a8d76d918", "fetched_at": "2026-08-29T12:58:52.161826+00:00", "kind": "homepage", "missing": false, "url": "http://deeplearningkit.org"}, {"content_hash": "f7720782c98f8b8cfddab31ad2fcdd83154f90227ae620dca0dbbead59c79a85", "fetched_at": "2026-08-29T12:58:52.171175+00:00", "kind": "site_page", "missing": false, "url": "https://deeplearningkit.org/about"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-08-28T04:03:25.608640+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-08-28T04:03:25.608640+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-08-28T04:03:25.608640+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-30T06:57:05.301027+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "e7fc5f5518d756002e56c87d73aa8dd7562206d5e4c06e0c49c39ded30e77f3e", "fetched_at": "2026-08-28T04:03:25.608640+00:00", "kind": "readme", "missing": false, "url": "https://github.com/DeepLearningKit/DeepLearningKit"}, {"content_hash": "80fd210816b824a8cfadf570d66d0b8a103b8ab6f653026e57dd056a8d76d918", "fetched_at": "2026-08-29T12:58:52.161826+00:00", "kind": "homepage", "missing": false, "url": "http://deeplearningkit.org"}, {"content_hash": "f7720782c98f8b8cfddab31ad2fcdd83154f90227ae620dca0dbbead59c79a85", "fetched_at": "2026-08-29T12:58:52.171175+00:00", "kind": "site_page", "missing": false, "url": "https://deeplearningkit.org/about"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-08-28T04:03:25.608640+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-08-28T04:03:25.608640+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-30T06:57:05.301027+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "e7fc5f5518d756002e56c87d73aa8dd7562206d5e4c06e0c49c39ded30e77f3e", "fetched_at": "2026-08-28T04:03:25.608640+00:00", "kind": "readme", "missing": false, "url": "https://github.com/DeepLearningKit/DeepLearningKit"}, {"content_hash": "80fd210816b824a8cfadf570d66d0b8a103b8ab6f653026e57dd056a8d76d918", "fetched_at": "2026-08-29T12:58:52.161826+00:00", "kind": "homepage", "missing": false, "url": "http://deeplearningkit.org"}, {"content_hash": "f7720782c98f8b8cfddab31ad2fcdd83154f90227ae620dca0dbbead59c79a85", "fetched_at": "2026-08-29T12:58:52.171175+00:00", "kind": "site_page", "missing": false, "url": "https://deeplearningkit.org/about"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-30T06:57:05.301027+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "e7fc5f5518d756002e56c87d73aa8dd7562206d5e4c06e0c49c39ded30e77f3e", "fetched_at": "2026-08-28T04:03:25.608640+00:00", "kind": "readme", "missing": false, "url": "https://github.com/DeepLearningKit/DeepLearningKit"}, {"content_hash": "80fd210816b824a8cfadf570d66d0b8a103b8ab6f653026e57dd056a8d76d918", "fetched_at": "2026-08-29T12:58:52.161826+00:00", "kind": "homepage", "missing": false, "url": "http://deeplearningkit.org"}, {"content_hash": "f7720782c98f8b8cfddab31ad2fcdd83154f90227ae620dca0dbbead59c79a85", "fetched_at": "2026-08-29T12:58:52.171175+00:00", "kind": "site_page", "missing": false, "url": "https://deeplearningkit.org/about"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-30T06:57:05.301027+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "e7fc5f5518d756002e56c87d73aa8dd7562206d5e4c06e0c49c39ded30e77f3e", "fetched_at": "2026-08-28T04:03:25.608640+00:00", "kind": "readme", "missing": false, "url": "https://github.com/DeepLearningKit/DeepLearningKit"}, {"content_hash": "80fd210816b824a8cfadf570d66d0b8a103b8ab6f653026e57dd056a8d76d918", "fetched_at": "2026-08-29T12:58:52.161826+00:00", "kind": "homepage", "missing": false, "url": "http://deeplearningkit.org"}, {"content_hash": "f7720782c98f8b8cfddab31ad2fcdd83154f90227ae620dca0dbbead59c79a85", "fetched_at": "2026-08-29T12:58:52.171175+00:00", "kind": "site_page", "missing": false, "url": "https://deeplearningkit.org/about"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-30T06:57:05.301027+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "e7fc5f5518d756002e56c87d73aa8dd7562206d5e4c06e0c49c39ded30e77f3e", "fetched_at": "2026-08-28T04:03:25.608640+00:00", "kind": "readme", "missing": false, "url": "https://github.com/DeepLearningKit/DeepLearningKit"}, {"content_hash": "80fd210816b824a8cfadf570d66d0b8a103b8ab6f653026e57dd056a8d76d918", "fetched_at": "2026-08-29T12:58:52.161826+00:00", "kind": "homepage", "missing": false, "url": "http://deeplearningkit.org"}, {"content_hash": "f7720782c98f8b8cfddab31ad2fcdd83154f90227ae620dca0dbbead59c79a85", "fetched_at": "2026-08-29T12:58:52.171175+00:00", "kind": "site_page", "missing": false, "url": "https://deeplearningkit.org/about"}], "taxonomy_version": 1}}, "score": {"components": {"activity": 0, "longevity": 100, "rhythm": 35}, "computed_at": "2026-09-02T17:46:02.011165+00:00", "flags": ["no_releases"], "formula": "round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10)", "inputs": {"age_days": 3903, "days_push": 3703, "days_rel": null, "gap_med": null, "n_releases_24m": 0}, "score": 32, "version": 2}, "staleness": {"enrichment_outdated": false, "low_confidence": false, "scrape_days": 9, "stale_scrape": false}}