{"adoption": {"forks": 94, "observed_at": "2026-08-28T04:05:01.551659+00:00", "stars": 1546}, "canonical_url": "https://ross.abutalabs.com/products/soundstorm-pytorch", "card": {"archived": false, "artifact_type": "library", "description": "Implementation of SoundStorm, Efficient Parallel Audio Generation from Google Deepmind, in Pytorch", "domain": ["artificial-intelligence", "deep-learning", "speech-processing"], "enriched": true, "function": ["machine-learning", "deep-learning", "audio-processing", "tts"], "health_score": 43, "homepage": null, "language": "Python", "license": "MIT", "license_family": "permissive", "maturity": "active", "member_repos": ["lucidrains/soundstorm-pytorch"], "name": "lucidrains/soundstorm-pytorch", "platform": ["python"], "pushed_at": "2025-04-24T14:36:52+00:00", "repo": "lucidrains/soundstorm-pytorch", "stars": 1546, "tags": ["audio-generation", "soundstorm", "maskgit", "conformer", "non-autoregressive", "pytorch", "research-implementation", "audio"], "topics": ["artificial-intelligence", "audio-generation", "deep-learning", "non-autoregressive", "transformers", "attention-mechanism"], "urls": [], "use_cases": ["generate audio in parallel with a non-autoregressive transformer", "train a SoundStorm model on residual VQ audio codes", "implement MaskGiT-style iterative demasking for audio tokens", "build a text-to-speech pipeline with SoundStream and semantic TTS models", "experiment with Conformer architectures for audio token generation"], "what_it_is": "A PyTorch implementation of SoundStorm, Google DeepMind's efficient parallel audio generation model that applies MaskGiT-style masked generation to residual vector-quantized audio codes using a Conformer transformer. It is a research library for training and generating audio non-autoregressively in a small number of steps.", "when_to_avoid": ["you need a production-ready, polished TTS service with pretrained voices", "you want a simple inference-only text-to-speech tool without training", "you need non-Python environments or non-PyTorch frameworks"], "when_to_choose": ["you want an open PyTorch implementation of the SoundStorm paper", "you need fast parallel audio generation instead of slow autoregressive decoding", "you already have SoundStream/EnCodec codes or want to train end-to-end on raw audio"]}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/products/soundstorm-pytorch", "repo": "lucidrains/soundstorm-pytorch", "role": "main", "score": 39}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-08-28T04:05:01.551659+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-30T04:30:34.139473+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "de47f1912280baa0e7ee474730797c4770a0cc170262e82296b8360d127d79ba", "fetched_at": "2026-08-28T04:05:01.551659+00:00", "kind": "readme", "missing": false, "url": "https://github.com/lucidrains/soundstorm-pytorch"}, {"content_hash": "f05f1cbef3331aee23de9b7509ef21112606971a06cecec9dc283aa70a99ad3a", "fetched_at": "2026-08-29T11:31:46.751056+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/soundstorm-pytorch/json"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-08-28T04:05:01.551659+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-30T04:30:34.139473+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "de47f1912280baa0e7ee474730797c4770a0cc170262e82296b8360d127d79ba", "fetched_at": "2026-08-28T04:05:01.551659+00:00", "kind": "readme", "missing": false, "url": "https://github.com/lucidrains/soundstorm-pytorch"}, {"content_hash": "f05f1cbef3331aee23de9b7509ef21112606971a06cecec9dc283aa70a99ad3a", "fetched_at": "2026-08-29T11:31:46.751056+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/soundstorm-pytorch/json"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-30T04:30:34.139473+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "de47f1912280baa0e7ee474730797c4770a0cc170262e82296b8360d127d79ba", "fetched_at": "2026-08-28T04:05:01.551659+00:00", "kind": "readme", "missing": false, "url": "https://github.com/lucidrains/soundstorm-pytorch"}, {"content_hash": "f05f1cbef3331aee23de9b7509ef21112606971a06cecec9dc283aa70a99ad3a", "fetched_at": "2026-08-29T11:31:46.751056+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/soundstorm-pytorch/json"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-08-28T04:05:01.551659+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-08-28T04:05:01.551659+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-08-28T04:05:01.551659+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-30T04:30:34.139473+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "de47f1912280baa0e7ee474730797c4770a0cc170262e82296b8360d127d79ba", "fetched_at": "2026-08-28T04:05:01.551659+00:00", "kind": "readme", "missing": false, "url": "https://github.com/lucidrains/soundstorm-pytorch"}, {"content_hash": "f05f1cbef3331aee23de9b7509ef21112606971a06cecec9dc283aa70a99ad3a", "fetched_at": "2026-08-29T11:31:46.751056+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/soundstorm-pytorch/json"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-08-28T04:05:01.551659+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-08-28T04:05:01.551659+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-30T04:30:34.139473+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "de47f1912280baa0e7ee474730797c4770a0cc170262e82296b8360d127d79ba", "fetched_at": "2026-08-28T04:05:01.551659+00:00", "kind": "readme", "missing": false, "url": "https://github.com/lucidrains/soundstorm-pytorch"}, {"content_hash": "f05f1cbef3331aee23de9b7509ef21112606971a06cecec9dc283aa70a99ad3a", "fetched_at": "2026-08-29T11:31:46.751056+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/soundstorm-pytorch/json"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-08-28T04:05:01.551659+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-08-28T04:05:01.551659+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-08-28T04:05:01.551659+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-30T04:30:34.139473+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "de47f1912280baa0e7ee474730797c4770a0cc170262e82296b8360d127d79ba", "fetched_at": "2026-08-28T04:05:01.551659+00:00", "kind": "readme", "missing": false, "url": "https://github.com/lucidrains/soundstorm-pytorch"}, {"content_hash": "f05f1cbef3331aee23de9b7509ef21112606971a06cecec9dc283aa70a99ad3a", "fetched_at": "2026-08-29T11:31:46.751056+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/soundstorm-pytorch/json"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-08-28T04:05:01.551659+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-08-28T04:05:01.551659+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-30T04:30:34.139473+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "de47f1912280baa0e7ee474730797c4770a0cc170262e82296b8360d127d79ba", "fetched_at": "2026-08-28T04:05:01.551659+00:00", "kind": "readme", "missing": false, "url": "https://github.com/lucidrains/soundstorm-pytorch"}, {"content_hash": "f05f1cbef3331aee23de9b7509ef21112606971a06cecec9dc283aa70a99ad3a", "fetched_at": "2026-08-29T11:31:46.751056+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/soundstorm-pytorch/json"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-30T04:30:34.139473+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "de47f1912280baa0e7ee474730797c4770a0cc170262e82296b8360d127d79ba", "fetched_at": "2026-08-28T04:05:01.551659+00:00", "kind": "readme", "missing": false, "url": "https://github.com/lucidrains/soundstorm-pytorch"}, {"content_hash": "f05f1cbef3331aee23de9b7509ef21112606971a06cecec9dc283aa70a99ad3a", "fetched_at": "2026-08-29T11:31:46.751056+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/soundstorm-pytorch/json"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-30T04:30:34.139473+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "de47f1912280baa0e7ee474730797c4770a0cc170262e82296b8360d127d79ba", "fetched_at": "2026-08-28T04:05:01.551659+00:00", "kind": "readme", "missing": false, "url": "https://github.com/lucidrains/soundstorm-pytorch"}, {"content_hash": "f05f1cbef3331aee23de9b7509ef21112606971a06cecec9dc283aa70a99ad3a", "fetched_at": "2026-08-29T11:31:46.751056+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/soundstorm-pytorch/json"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-30T04:30:34.139473+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "de47f1912280baa0e7ee474730797c4770a0cc170262e82296b8360d127d79ba", "fetched_at": "2026-08-28T04:05:01.551659+00:00", "kind": "readme", "missing": false, "url": "https://github.com/lucidrains/soundstorm-pytorch"}, {"content_hash": "f05f1cbef3331aee23de9b7509ef21112606971a06cecec9dc283aa70a99ad3a", "fetched_at": "2026-08-29T11:31:46.751056+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/soundstorm-pytorch/json"}], "taxonomy_version": 1}}, "score": {"components": {"activity": 18, "longevity": 86, "rhythm": 40}, "computed_at": "2026-09-02T17:46:02.011165+00:00", "flags": [], "formula": "round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10)", "inputs": {"age_days": 1204, "days_push": 496, "days_rel": 496, "gap_med": 0.0, "n_releases_24m": 11}, "score": 39, "version": 2}, "staleness": {"enrichment_outdated": false, "low_confidence": false, "scrape_days": 9, "stale_scrape": false}}