{"adoption": {"forks": 213, "observed_at": "2026-08-28T04:03:23.382669+00:00", "stars": 1052}, "canonical_url": "https://ross.abutalabs.com/products/wavenet", "card": {"archived": false, "artifact_type": "library", "description": "Keras WaveNet implementation", "domain": ["deep-learning", "speech-processing", "machine-learning"], "enriched": true, "function": ["deep-learning", "audio-processing", "machine-learning"], "health_score": 20, "homepage": "https://soundcloud.com/basveeling/wavenet-sample", "language": "Python", "license": null, "license_family": "other", "maturity": "abandoned", "member_repos": ["basveeling/wavenet"], "name": "basveeling/wavenet", "platform": ["python"], "pushed_at": "2023-03-24T22:30:58+00:00", "repo": "basveeling/wavenet", "stars": 1052, "tags": ["wavenet", "keras", "theano", "text-to-speech", "generative-model", "audio-synthesis", "python2", "audio", "linux", "macos"], "topics": [], "urls": [], "use_cases": ["generate raw audio with a wavenet model", "train wavenet on the VCTK speech dataset", "implement wavenet in keras", "synthesize speech audio samples", "experiment with dilated convolution audio models"], "what_it_is": "A Keras implementation of DeepMind's WaveNet, a generative neural network model for raw audio synthesis. It supports training on datasets like VCTK and generating audio samples via a command-line interface.", "when_to_avoid": ["you need Python 3 support - this implementation only works on Python 2", "you need a maintained, production-ready TTS system - the project is unmaintained and its pretrained model was removed", "you prefer TensorFlow backend - it was not recommended at the time of writing"], "when_to_choose": ["you want a simple, readable Keras/Python implementation of WaveNet to study or modify", "you need to train a small WaveNet on raw audio like VCTK"]}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/products/wavenet", "repo": "basveeling/wavenet", "role": "main", "score": 32}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-08-28T04:03:23.382669+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-30T06:59:42.243780+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "d2ddff975317fadfe93edae7473a13abcc40d9dc9bef588ebe4175125a73c390", "fetched_at": "2026-08-28T04:03:23.382669+00:00", "kind": "readme", "missing": false, "url": "https://github.com/basveeling/wavenet"}, {"content_hash": "9309ad3697e72b6bcfb2f92d889a0b5554e3b3751520171961713964a8608f79", "fetched_at": "2026-08-29T13:01:17.751976+00:00", "kind": "homepage", "missing": false, "url": "https://soundcloud.com/basveeling/wavenet-sample"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-08-28T04:03:23.382669+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-30T06:59:42.243780+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "d2ddff975317fadfe93edae7473a13abcc40d9dc9bef588ebe4175125a73c390", "fetched_at": "2026-08-28T04:03:23.382669+00:00", "kind": "readme", "missing": false, "url": "https://github.com/basveeling/wavenet"}, {"content_hash": "9309ad3697e72b6bcfb2f92d889a0b5554e3b3751520171961713964a8608f79", "fetched_at": "2026-08-29T13:01:17.751976+00:00", "kind": "homepage", "missing": false, "url": "https://soundcloud.com/basveeling/wavenet-sample"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-30T06:59:42.243780+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "d2ddff975317fadfe93edae7473a13abcc40d9dc9bef588ebe4175125a73c390", "fetched_at": "2026-08-28T04:03:23.382669+00:00", "kind": "readme", "missing": false, "url": "https://github.com/basveeling/wavenet"}, {"content_hash": "9309ad3697e72b6bcfb2f92d889a0b5554e3b3751520171961713964a8608f79", "fetched_at": "2026-08-29T13:01:17.751976+00:00", "kind": "homepage", "missing": false, "url": "https://soundcloud.com/basveeling/wavenet-sample"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-08-28T04:03:23.382669+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-08-28T04:03:23.382669+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-08-28T04:03:23.382669+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-30T06:59:42.243780+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "d2ddff975317fadfe93edae7473a13abcc40d9dc9bef588ebe4175125a73c390", "fetched_at": "2026-08-28T04:03:23.382669+00:00", "kind": "readme", "missing": false, "url": "https://github.com/basveeling/wavenet"}, {"content_hash": "9309ad3697e72b6bcfb2f92d889a0b5554e3b3751520171961713964a8608f79", "fetched_at": "2026-08-29T13:01:17.751976+00:00", "kind": "homepage", "missing": false, "url": "https://soundcloud.com/basveeling/wavenet-sample"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-08-28T04:03:23.382669+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-08-28T04:03:23.382669+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-30T06:59:42.243780+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "d2ddff975317fadfe93edae7473a13abcc40d9dc9bef588ebe4175125a73c390", "fetched_at": "2026-08-28T04:03:23.382669+00:00", "kind": "readme", "missing": false, "url": "https://github.com/basveeling/wavenet"}, {"content_hash": "9309ad3697e72b6bcfb2f92d889a0b5554e3b3751520171961713964a8608f79", "fetched_at": "2026-08-29T13:01:17.751976+00:00", "kind": "homepage", "missing": false, "url": "https://soundcloud.com/basveeling/wavenet-sample"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-08-28T04:03:23.382669+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-08-28T04:03:23.382669+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-08-28T04:03:23.382669+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-30T06:59:42.243780+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "d2ddff975317fadfe93edae7473a13abcc40d9dc9bef588ebe4175125a73c390", "fetched_at": "2026-08-28T04:03:23.382669+00:00", "kind": "readme", "missing": false, "url": "https://github.com/basveeling/wavenet"}, {"content_hash": "9309ad3697e72b6bcfb2f92d889a0b5554e3b3751520171961713964a8608f79", "fetched_at": "2026-08-29T13:01:17.751976+00:00", "kind": "homepage", "missing": false, "url": "https://soundcloud.com/basveeling/wavenet-sample"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-08-28T04:03:23.382669+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-08-28T04:03:23.382669+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-30T06:59:42.243780+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "d2ddff975317fadfe93edae7473a13abcc40d9dc9bef588ebe4175125a73c390", "fetched_at": "2026-08-28T04:03:23.382669+00:00", "kind": "readme", "missing": false, "url": "https://github.com/basveeling/wavenet"}, {"content_hash": "9309ad3697e72b6bcfb2f92d889a0b5554e3b3751520171961713964a8608f79", "fetched_at": "2026-08-29T13:01:17.751976+00:00", "kind": "homepage", "missing": false, "url": "https://soundcloud.com/basveeling/wavenet-sample"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-30T06:59:42.243780+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "d2ddff975317fadfe93edae7473a13abcc40d9dc9bef588ebe4175125a73c390", "fetched_at": "2026-08-28T04:03:23.382669+00:00", "kind": "readme", "missing": false, "url": "https://github.com/basveeling/wavenet"}, {"content_hash": "9309ad3697e72b6bcfb2f92d889a0b5554e3b3751520171961713964a8608f79", "fetched_at": "2026-08-29T13:01:17.751976+00:00", "kind": "homepage", "missing": false, "url": "https://soundcloud.com/basveeling/wavenet-sample"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-30T06:59:42.243780+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "d2ddff975317fadfe93edae7473a13abcc40d9dc9bef588ebe4175125a73c390", "fetched_at": "2026-08-28T04:03:23.382669+00:00", "kind": "readme", "missing": false, "url": "https://github.com/basveeling/wavenet"}, {"content_hash": "9309ad3697e72b6bcfb2f92d889a0b5554e3b3751520171961713964a8608f79", "fetched_at": "2026-08-29T13:01:17.751976+00:00", "kind": "homepage", "missing": false, "url": "https://soundcloud.com/basveeling/wavenet-sample"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-30T06:59:42.243780+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "d2ddff975317fadfe93edae7473a13abcc40d9dc9bef588ebe4175125a73c390", "fetched_at": "2026-08-28T04:03:23.382669+00:00", "kind": "readme", "missing": false, "url": "https://github.com/basveeling/wavenet"}, {"content_hash": "9309ad3697e72b6bcfb2f92d889a0b5554e3b3751520171961713964a8608f79", "fetched_at": "2026-08-29T13:01:17.751976+00:00", "kind": "homepage", "missing": false, "url": "https://soundcloud.com/basveeling/wavenet-sample"}], "taxonomy_version": 1}}, "score": {"components": {"activity": 0, "longevity": 100, "rhythm": 35}, "computed_at": "2026-09-03T02:20:16.233290+00:00", "flags": ["no_releases", "no_license"], "formula": "round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10)", "inputs": {"age_days": 3642, "days_push": 1258, "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}}