{"adoption": {"forks": 141, "observed_at": "2026-08-28T04:03:45.066332+00:00", "stars": 1144}, "canonical_url": "https://ross.abutalabs.com/products/thrml", "card": {"archived": false, "artifact_type": "library", "description": "Thermodynamic Hypergraphical Model Library in JAX", "domain": ["machine-learning", "deep-learning", "gpu-computing"], "enriched": true, "function": ["machine-learning", "simulation", "gpu-computing"], "health_score": 98, "homepage": "https://docs.thrml.ai/en/latest/", "language": "Python", "license": "Apache-2.0", "license_family": "permissive", "maturity": "active", "member_repos": ["extropic-ai/thrml"], "name": "extropic-ai/thrml", "platform": ["python", "cross-platform"], "pushed_at": "2026-08-04T17:18:17+00:00", "repo": "extropic-ai/thrml", "stars": 1144, "tags": ["jax", "probabilistic-graphical-models", "gibbs-sampling", "energy-based-models", "ising-model", "probabilistic-computing", "mcmc", "algorithms", "gpu"], "topics": ["jax", "machine-learning", "probabilistic-computing", "probabilistic-graphical-models"], "urls": [], "use_cases": ["sample from probabilistic graphical models with block Gibbs in JAX", "build and sample Ising models and discrete energy-based models on GPU", "prototype sampling algorithms for future Extropic probabilistic hardware", "run parallel Gibbs sweeps over graph-coloured blocks of a factor graph", "simulate large spin models for research on diffusion-like probabilistic models"], "what_it_is": "THRML is a JAX library for building and sampling probabilistic graphical models, focused on efficient block Gibbs sampling of energy-based models on sparse, heterogeneous graphs. It is developed by Extropic as a software counterpart to their probabilistic sampling hardware, providing GPU-accelerated sampling tools today.", "when_to_avoid": ["you need general-purpose probabilistic programming with inference beyond Gibbs sampling", "you work with continuous variables or non-JAX ML stacks like PyTorch or TensorFlow", "you need a mature, battle-tested MCMC library with broad model support"], "when_to_choose": ["you need fast, GPU-accelerated block Gibbs sampling of discrete PGMs or EBMs", "your models are sparse, heterogeneous factor graphs expressible in JAX", "you want to experiment with Extropic's probabilistic computing paradigm in software"]}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/products/thrml", "repo": "extropic-ai/thrml", "role": "main", "score": 71}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-08-28T04:03:45.066332+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-30T06:34:44.253549+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "4ca6bf4d8816bbd213ac0f4a21db2edacc584cca318f19fd0506b0af9cb09e0a", "fetched_at": "2026-08-28T04:03:45.066332+00:00", "kind": "readme", "missing": false, "url": "https://github.com/extropic-ai/thrml"}, {"content_hash": "83bd6670a34f428288768e88663a2b0459596d2eb96765b28dd6fc33a4ba14dc", "fetched_at": "2026-08-29T12:39:55.805585+00:00", "kind": "homepage", "missing": false, "url": "https://docs.thrml.ai/en/latest/"}, {"content_hash": "adee74ed1ae556d10837b658e2dde31f028a9d88046a98e6c1d379e9e0edc162", "fetched_at": "2026-08-29T12:39:55.809286+00:00", "kind": "site_page", "missing": false, "url": "https://docs.thrml.ai/en/latest/getting-started.html"}, {"content_hash": "39e3edb3464597fa3d2e9a3a2e6e6b6f3bcdc0b80bdd5ab06f487f800ca229a8", "fetched_at": "2026-08-29T12:39:55.811313+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/thrml/json"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-08-28T04:03:45.066332+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-30T06:34:44.253549+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "4ca6bf4d8816bbd213ac0f4a21db2edacc584cca318f19fd0506b0af9cb09e0a", "fetched_at": "2026-08-28T04:03:45.066332+00:00", "kind": "readme", "missing": false, "url": "https://github.com/extropic-ai/thrml"}, {"content_hash": "83bd6670a34f428288768e88663a2b0459596d2eb96765b28dd6fc33a4ba14dc", "fetched_at": "2026-08-29T12:39:55.805585+00:00", "kind": "homepage", "missing": false, "url": "https://docs.thrml.ai/en/latest/"}, {"content_hash": "adee74ed1ae556d10837b658e2dde31f028a9d88046a98e6c1d379e9e0edc162", "fetched_at": "2026-08-29T12:39:55.809286+00:00", "kind": "site_page", "missing": false, "url": "https://docs.thrml.ai/en/latest/getting-started.html"}, {"content_hash": "39e3edb3464597fa3d2e9a3a2e6e6b6f3bcdc0b80bdd5ab06f487f800ca229a8", "fetched_at": "2026-08-29T12:39:55.811313+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/thrml/json"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-30T06:34:44.253549+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "4ca6bf4d8816bbd213ac0f4a21db2edacc584cca318f19fd0506b0af9cb09e0a", "fetched_at": "2026-08-28T04:03:45.066332+00:00", "kind": "readme", "missing": false, "url": "https://github.com/extropic-ai/thrml"}, {"content_hash": "83bd6670a34f428288768e88663a2b0459596d2eb96765b28dd6fc33a4ba14dc", "fetched_at": "2026-08-29T12:39:55.805585+00:00", "kind": "homepage", "missing": false, "url": "https://docs.thrml.ai/en/latest/"}, {"content_hash": "adee74ed1ae556d10837b658e2dde31f028a9d88046a98e6c1d379e9e0edc162", "fetched_at": "2026-08-29T12:39:55.809286+00:00", "kind": "site_page", "missing": false, "url": "https://docs.thrml.ai/en/latest/getting-started.html"}, {"content_hash": "39e3edb3464597fa3d2e9a3a2e6e6b6f3bcdc0b80bdd5ab06f487f800ca229a8", "fetched_at": "2026-08-29T12:39:55.811313+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/thrml/json"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-08-28T04:03:45.066332+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-08-28T04:03:45.066332+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-08-28T04:03:45.066332+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-30T06:34:44.253549+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "4ca6bf4d8816bbd213ac0f4a21db2edacc584cca318f19fd0506b0af9cb09e0a", "fetched_at": "2026-08-28T04:03:45.066332+00:00", "kind": "readme", "missing": false, "url": "https://github.com/extropic-ai/thrml"}, {"content_hash": "83bd6670a34f428288768e88663a2b0459596d2eb96765b28dd6fc33a4ba14dc", "fetched_at": "2026-08-29T12:39:55.805585+00:00", "kind": "homepage", "missing": false, "url": "https://docs.thrml.ai/en/latest/"}, {"content_hash": "adee74ed1ae556d10837b658e2dde31f028a9d88046a98e6c1d379e9e0edc162", "fetched_at": "2026-08-29T12:39:55.809286+00:00", "kind": "site_page", "missing": false, "url": "https://docs.thrml.ai/en/latest/getting-started.html"}, {"content_hash": "39e3edb3464597fa3d2e9a3a2e6e6b6f3bcdc0b80bdd5ab06f487f800ca229a8", "fetched_at": "2026-08-29T12:39:55.811313+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/thrml/json"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-08-28T04:03:45.066332+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-08-28T04:03:45.066332+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-30T06:34:44.253549+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "4ca6bf4d8816bbd213ac0f4a21db2edacc584cca318f19fd0506b0af9cb09e0a", "fetched_at": "2026-08-28T04:03:45.066332+00:00", "kind": "readme", "missing": false, "url": "https://github.com/extropic-ai/thrml"}, {"content_hash": "83bd6670a34f428288768e88663a2b0459596d2eb96765b28dd6fc33a4ba14dc", "fetched_at": "2026-08-29T12:39:55.805585+00:00", "kind": "homepage", "missing": false, "url": "https://docs.thrml.ai/en/latest/"}, {"content_hash": "adee74ed1ae556d10837b658e2dde31f028a9d88046a98e6c1d379e9e0edc162", "fetched_at": "2026-08-29T12:39:55.809286+00:00", "kind": "site_page", "missing": false, "url": "https://docs.thrml.ai/en/latest/getting-started.html"}, {"content_hash": "39e3edb3464597fa3d2e9a3a2e6e6b6f3bcdc0b80bdd5ab06f487f800ca229a8", "fetched_at": "2026-08-29T12:39:55.811313+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/thrml/json"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-08-28T04:03:45.066332+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-08-28T04:03:45.066332+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-08-28T04:03:45.066332+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-30T06:34:44.253549+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "4ca6bf4d8816bbd213ac0f4a21db2edacc584cca318f19fd0506b0af9cb09e0a", "fetched_at": "2026-08-28T04:03:45.066332+00:00", "kind": "readme", "missing": false, "url": "https://github.com/extropic-ai/thrml"}, {"content_hash": "83bd6670a34f428288768e88663a2b0459596d2eb96765b28dd6fc33a4ba14dc", "fetched_at": "2026-08-29T12:39:55.805585+00:00", "kind": "homepage", "missing": false, "url": "https://docs.thrml.ai/en/latest/"}, {"content_hash": "adee74ed1ae556d10837b658e2dde31f028a9d88046a98e6c1d379e9e0edc162", "fetched_at": "2026-08-29T12:39:55.809286+00:00", "kind": "site_page", "missing": false, "url": "https://docs.thrml.ai/en/latest/getting-started.html"}, {"content_hash": "39e3edb3464597fa3d2e9a3a2e6e6b6f3bcdc0b80bdd5ab06f487f800ca229a8", "fetched_at": "2026-08-29T12:39:55.811313+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/thrml/json"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-08-28T04:03:45.066332+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-08-28T04:03:45.066332+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-30T06:34:44.253549+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "4ca6bf4d8816bbd213ac0f4a21db2edacc584cca318f19fd0506b0af9cb09e0a", "fetched_at": "2026-08-28T04:03:45.066332+00:00", "kind": "readme", "missing": false, "url": "https://github.com/extropic-ai/thrml"}, {"content_hash": "83bd6670a34f428288768e88663a2b0459596d2eb96765b28dd6fc33a4ba14dc", "fetched_at": "2026-08-29T12:39:55.805585+00:00", "kind": "homepage", "missing": false, "url": "https://docs.thrml.ai/en/latest/"}, {"content_hash": "adee74ed1ae556d10837b658e2dde31f028a9d88046a98e6c1d379e9e0edc162", "fetched_at": "2026-08-29T12:39:55.809286+00:00", "kind": "site_page", "missing": false, "url": "https://docs.thrml.ai/en/latest/getting-started.html"}, {"content_hash": "39e3edb3464597fa3d2e9a3a2e6e6b6f3bcdc0b80bdd5ab06f487f800ca229a8", "fetched_at": "2026-08-29T12:39:55.811313+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/thrml/json"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-30T06:34:44.253549+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "4ca6bf4d8816bbd213ac0f4a21db2edacc584cca318f19fd0506b0af9cb09e0a", "fetched_at": "2026-08-28T04:03:45.066332+00:00", "kind": "readme", "missing": false, "url": "https://github.com/extropic-ai/thrml"}, {"content_hash": "83bd6670a34f428288768e88663a2b0459596d2eb96765b28dd6fc33a4ba14dc", "fetched_at": "2026-08-29T12:39:55.805585+00:00", "kind": "homepage", "missing": false, "url": "https://docs.thrml.ai/en/latest/"}, {"content_hash": "adee74ed1ae556d10837b658e2dde31f028a9d88046a98e6c1d379e9e0edc162", "fetched_at": "2026-08-29T12:39:55.809286+00:00", "kind": "site_page", "missing": false, "url": "https://docs.thrml.ai/en/latest/getting-started.html"}, {"content_hash": "39e3edb3464597fa3d2e9a3a2e6e6b6f3bcdc0b80bdd5ab06f487f800ca229a8", "fetched_at": "2026-08-29T12:39:55.811313+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/thrml/json"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-30T06:34:44.253549+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "4ca6bf4d8816bbd213ac0f4a21db2edacc584cca318f19fd0506b0af9cb09e0a", "fetched_at": "2026-08-28T04:03:45.066332+00:00", "kind": "readme", "missing": false, "url": "https://github.com/extropic-ai/thrml"}, {"content_hash": "83bd6670a34f428288768e88663a2b0459596d2eb96765b28dd6fc33a4ba14dc", "fetched_at": "2026-08-29T12:39:55.805585+00:00", "kind": "homepage", "missing": false, "url": "https://docs.thrml.ai/en/latest/"}, {"content_hash": "adee74ed1ae556d10837b658e2dde31f028a9d88046a98e6c1d379e9e0edc162", "fetched_at": "2026-08-29T12:39:55.809286+00:00", "kind": "site_page", "missing": false, "url": "https://docs.thrml.ai/en/latest/getting-started.html"}, {"content_hash": "39e3edb3464597fa3d2e9a3a2e6e6b6f3bcdc0b80bdd5ab06f487f800ca229a8", "fetched_at": "2026-08-29T12:39:55.811313+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/thrml/json"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-30T06:34:44.253549+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "4ca6bf4d8816bbd213ac0f4a21db2edacc584cca318f19fd0506b0af9cb09e0a", "fetched_at": "2026-08-28T04:03:45.066332+00:00", "kind": "readme", "missing": false, "url": "https://github.com/extropic-ai/thrml"}, {"content_hash": "83bd6670a34f428288768e88663a2b0459596d2eb96765b28dd6fc33a4ba14dc", "fetched_at": "2026-08-29T12:39:55.805585+00:00", "kind": "homepage", "missing": false, "url": "https://docs.thrml.ai/en/latest/"}, {"content_hash": "adee74ed1ae556d10837b658e2dde31f028a9d88046a98e6c1d379e9e0edc162", "fetched_at": "2026-08-29T12:39:55.809286+00:00", "kind": "site_page", "missing": false, "url": "https://docs.thrml.ai/en/latest/getting-started.html"}, {"content_hash": "39e3edb3464597fa3d2e9a3a2e6e6b6f3bcdc0b80bdd5ab06f487f800ca229a8", "fetched_at": "2026-08-29T12:39:55.811313+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/thrml/json"}], "taxonomy_version": 1}}, "score": {"components": {"activity": 96, "longevity": 25, "rhythm": 64}, "computed_at": "2026-09-03T02:20:16.233290+00:00", "flags": [], "formula": "round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10)", "inputs": {"age_days": 351, "days_push": 29, "days_rel": 29, "gap_med": 278, "n_releases_24m": 2}, "score": 71, "version": 2}, "staleness": {"enrichment_outdated": false, "low_confidence": false, "scrape_days": 9, "stale_scrape": false}}