{"adoption": {"forks": 359, "observed_at": "2026-08-28T04:07:28.542313+00:00", "stars": 2893}, "canonical_url": "https://ross.abutalabs.com/products/learn2learn", "card": {"archived": false, "artifact_type": "library", "description": "A PyTorch Library for Meta-learning Research", "domain": ["machine-learning", "deep-learning", "computer-vision", "reinforcement-learning"], "enriched": true, "function": ["machine-learning", "deep-learning", "llm-training", "data-science"], "health_score": 55, "homepage": "http://learn2learn.net", "language": "Python", "license": "MIT", "license_family": "permissive", "maturity": "active", "member_repos": ["learnables/learn2learn"], "name": "learnables/learn2learn", "platform": ["python", "cross-platform"], "pushed_at": "2025-12-16T20:53:41+00:00", "repo": "learnables/learn2learn", "stars": 2893, "tags": ["pytorch", "meta-learning", "maml", "few-shot-learning", "meta-reinforcement-learning", "meta-optimization", "finetuning", "lora", "benchmarks", "research", "gpu"], "topics": ["pytorch", "maml", "meta-learning", "learning2learn", "learn2learn", "metalearning", "few-shot", "meta-rl", "meta-descent", "meta-optimization", "finetuning"], "urls": [], "use_cases": ["implement MAML for few-shot image classification", "create few-shot learning tasks from any PyTorch dataset", "run meta-reinforcement learning experiments in gym environments", "benchmark few-shot learning algorithms on Omniglot and MiniImagenet", "implement learned optimizers and meta-descent algorithms", "do parameter-efficient finetuning with LoRA and adapters", "reproduce meta-learning research results fairly"], "what_it_is": "learn2learn is a PyTorch library for meta-learning research, providing utilities for few-shot task creation, high-level wrappers for algorithms like MAML and ProtoNets, and differentiable optimization tools. It includes standardized vision benchmarks and meta-reinforcement learning environments to support fast prototyping and reproducible evaluation.", "when_to_avoid": ["you need a production training framework rather than a research library", "you work outside PyTorch (e.g. TensorFlow or JAX)", "you need stable, supported meta-RL environments - the gym module is being reworked", "you just want off-the-shelf pretrained models without meta-learning"], "when_to_choose": ["you need well-tested implementations of MAML, ProtoNets, Reptile, ANIL, and related algorithms", "you want to build custom meta-learning algorithms on top of low-level differentiable cloning utilities", "you need standardized few-shot benchmarks with pretrained backbones", "you are doing meta-reinforcement learning research with PyTorch"]}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/products/learn2learn", "repo": "learnables/learn2learn", "role": "main", "score": 48}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-08-28T04:07:28.542313+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-29T18:48:15.767117+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "f67ea568ab2386da544fb2c499546e0a883bd6362f32ddc9eaa16a6eff56be13", "fetched_at": "2026-08-28T04:07:28.542313+00:00", "kind": "readme", "missing": false, "url": "https://github.com/learnables/learn2learn"}, {"content_hash": "8373ea76a7822b392d9e6951852e9f711f6ba56b74a04ab706e94ecf64d9465f", "fetched_at": "2026-08-29T09:50:28.736333+00:00", "kind": "homepage", "missing": false, "url": "http://learn2learn.net"}, {"content_hash": "bc574ccb2003c9f63bdcc20527df85f165c7be9025e8707adbc85594dcf6eafa", "fetched_at": "2026-08-29T09:50:28.738862+00:00", "kind": "site_page", "missing": false, "url": "https://learn2learn.net/docs/learn2learn"}, {"content_hash": "0924d84292783592794bbef25ad2aa57f1d517f8b004d4600ea14af196f9ffb7", "fetched_at": "2026-08-29T09:50:28.740518+00:00", "kind": "site_page", "missing": false, "url": "https://learn2learn.net/docs/learn2learn.data"}, {"content_hash": "5b694f8cdc44400f9d68df0b375e97a4c33a47f8bab7c1fb22a80d37e6ddb46d", "fetched_at": "2026-08-29T09:50:28.742689+00:00", "kind": "site_page", "missing": false, "url": "https://learn2learn.net/docs/learn2learn.algorithms"}, {"content_hash": "3791344d9d1634b613cb3928d5930cc664e6692a29d4be278de2c9ee7cd5e0ad", "fetched_at": "2026-08-29T09:50:28.744833+00:00", "kind": "site_page", "missing": false, "url": "https://learn2learn.net/docs/learn2learn.optim"}, {"content_hash": "d7e71ea75bdff8d2c3b764817d131062954fb6549a3f7b444e03607382c4d176", "fetched_at": "2026-08-29T09:50:28.747365+00:00", "kind": "site_page", "missing": false, "url": "https://learn2learn.net/docs/learn2learn.nn"}, {"content_hash": "95004420acdd8e1420651fc2c533e6563e018034dd65e412993c99e7ddf3482e", "fetched_at": "2026-08-29T09:50:28.750068+00:00", "kind": "site_page", "missing": false, "url": "https://learn2learn.net/docs/learn2learn.vision"}, {"content_hash": "a9d2c8b2283d11d164a21bf49772bdef8028b93a46c4bd53259c402e22a0cc96", "fetched_at": "2026-08-29T09:50:28.752583+00:00", "kind": "site_page", "missing": false, "url": "https://learn2learn.net/docs/learn2learn.gym"}, {"content_hash": "7f17799b35f90cc6ab506e8b7190e470366d0003d7da9492bbb1c2a23b0e9750", "fetched_at": "2026-08-29T09:50:28.755975+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/learn2learn/json"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-08-28T04:07:28.542313+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-29T18:48:15.767117+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "f67ea568ab2386da544fb2c499546e0a883bd6362f32ddc9eaa16a6eff56be13", "fetched_at": "2026-08-28T04:07:28.542313+00:00", "kind": "readme", "missing": false, "url": "https://github.com/learnables/learn2learn"}, {"content_hash": "8373ea76a7822b392d9e6951852e9f711f6ba56b74a04ab706e94ecf64d9465f", "fetched_at": "2026-08-29T09:50:28.736333+00:00", "kind": "homepage", "missing": false, "url": "http://learn2learn.net"}, {"content_hash": "bc574ccb2003c9f63bdcc20527df85f165c7be9025e8707adbc85594dcf6eafa", "fetched_at": "2026-08-29T09:50:28.738862+00:00", "kind": "site_page", "missing": false, "url": "https://learn2learn.net/docs/learn2learn"}, {"content_hash": "0924d84292783592794bbef25ad2aa57f1d517f8b004d4600ea14af196f9ffb7", "fetched_at": "2026-08-29T09:50:28.740518+00:00", "kind": "site_page", "missing": false, "url": "https://learn2learn.net/docs/learn2learn.data"}, {"content_hash": "5b694f8cdc44400f9d68df0b375e97a4c33a47f8bab7c1fb22a80d37e6ddb46d", "fetched_at": "2026-08-29T09:50:28.742689+00:00", "kind": "site_page", "missing": false, "url": "https://learn2learn.net/docs/learn2learn.algorithms"}, {"content_hash": "3791344d9d1634b613cb3928d5930cc664e6692a29d4be278de2c9ee7cd5e0ad", "fetched_at": "2026-08-29T09:50:28.744833+00:00", "kind": "site_page", "missing": false, "url": "https://learn2learn.net/docs/learn2learn.optim"}, {"content_hash": "d7e71ea75bdff8d2c3b764817d131062954fb6549a3f7b444e03607382c4d176", "fetched_at": "2026-08-29T09:50:28.747365+00:00", "kind": "site_page", "missing": false, "url": "https://learn2learn.net/docs/learn2learn.nn"}, {"content_hash": "95004420acdd8e1420651fc2c533e6563e018034dd65e412993c99e7ddf3482e", "fetched_at": "2026-08-29T09:50:28.750068+00:00", "kind": "site_page", "missing": false, "url": "https://learn2learn.net/docs/learn2learn.vision"}, {"content_hash": "a9d2c8b2283d11d164a21bf49772bdef8028b93a46c4bd53259c402e22a0cc96", "fetched_at": "2026-08-29T09:50:28.752583+00:00", "kind": "site_page", "missing": false, "url": "https://learn2learn.net/docs/learn2learn.gym"}, {"content_hash": "7f17799b35f90cc6ab506e8b7190e470366d0003d7da9492bbb1c2a23b0e9750", "fetched_at": "2026-08-29T09:50:28.755975+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/learn2learn/json"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-29T18:48:15.767117+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "f67ea568ab2386da544fb2c499546e0a883bd6362f32ddc9eaa16a6eff56be13", "fetched_at": "2026-08-28T04:07:28.542313+00:00", "kind": "readme", "missing": false, "url": "https://github.com/learnables/learn2learn"}, {"content_hash": "8373ea76a7822b392d9e6951852e9f711f6ba56b74a04ab706e94ecf64d9465f", "fetched_at": "2026-08-29T09:50:28.736333+00:00", "kind": "homepage", "missing": false, "url": "http://learn2learn.net"}, {"content_hash": "bc574ccb2003c9f63bdcc20527df85f165c7be9025e8707adbc85594dcf6eafa", "fetched_at": "2026-08-29T09:50:28.738862+00:00", "kind": "site_page", "missing": false, "url": "https://learn2learn.net/docs/learn2learn"}, {"content_hash": "0924d84292783592794bbef25ad2aa57f1d517f8b004d4600ea14af196f9ffb7", "fetched_at": "2026-08-29T09:50:28.740518+00:00", "kind": "site_page", "missing": false, "url": "https://learn2learn.net/docs/learn2learn.data"}, {"content_hash": "5b694f8cdc44400f9d68df0b375e97a4c33a47f8bab7c1fb22a80d37e6ddb46d", "fetched_at": "2026-08-29T09:50:28.742689+00:00", "kind": "site_page", "missing": false, "url": "https://learn2learn.net/docs/learn2learn.algorithms"}, {"content_hash": "3791344d9d1634b613cb3928d5930cc664e6692a29d4be278de2c9ee7cd5e0ad", "fetched_at": "2026-08-29T09:50:28.744833+00:00", "kind": "site_page", "missing": false, "url": "https://learn2learn.net/docs/learn2learn.optim"}, {"content_hash": "d7e71ea75bdff8d2c3b764817d131062954fb6549a3f7b444e03607382c4d176", "fetched_at": "2026-08-29T09:50:28.747365+00:00", "kind": "site_page", "missing": false, "url": "https://learn2learn.net/docs/learn2learn.nn"}, {"content_hash": "95004420acdd8e1420651fc2c533e6563e018034dd65e412993c99e7ddf3482e", "fetched_at": "2026-08-29T09:50:28.750068+00:00", "kind": "site_page", "missing": false, "url": "https://learn2learn.net/docs/learn2learn.vision"}, {"content_hash": "a9d2c8b2283d11d164a21bf49772bdef8028b93a46c4bd53259c402e22a0cc96", "fetched_at": "2026-08-29T09:50:28.752583+00:00", "kind": "site_page", "missing": false, "url": "https://learn2learn.net/docs/learn2learn.gym"}, {"content_hash": "7f17799b35f90cc6ab506e8b7190e470366d0003d7da9492bbb1c2a23b0e9750", "fetched_at": "2026-08-29T09:50:28.755975+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/learn2learn/json"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-08-28T04:07:28.542313+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-08-28T04:07:28.542313+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-08-28T04:07:28.542313+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-29T18:48:15.767117+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "f67ea568ab2386da544fb2c499546e0a883bd6362f32ddc9eaa16a6eff56be13", "fetched_at": "2026-08-28T04:07:28.542313+00:00", "kind": "readme", "missing": false, "url": "https://github.com/learnables/learn2learn"}, {"content_hash": "8373ea76a7822b392d9e6951852e9f711f6ba56b74a04ab706e94ecf64d9465f", "fetched_at": "2026-08-29T09:50:28.736333+00:00", "kind": "homepage", "missing": false, "url": "http://learn2learn.net"}, {"content_hash": "bc574ccb2003c9f63bdcc20527df85f165c7be9025e8707adbc85594dcf6eafa", "fetched_at": "2026-08-29T09:50:28.738862+00:00", "kind": "site_page", "missing": false, "url": "https://learn2learn.net/docs/learn2learn"}, {"content_hash": "0924d84292783592794bbef25ad2aa57f1d517f8b004d4600ea14af196f9ffb7", "fetched_at": "2026-08-29T09:50:28.740518+00:00", "kind": "site_page", "missing": false, "url": "https://learn2learn.net/docs/learn2learn.data"}, {"content_hash": "5b694f8cdc44400f9d68df0b375e97a4c33a47f8bab7c1fb22a80d37e6ddb46d", "fetched_at": "2026-08-29T09:50:28.742689+00:00", "kind": "site_page", "missing": false, "url": "https://learn2learn.net/docs/learn2learn.algorithms"}, {"content_hash": "3791344d9d1634b613cb3928d5930cc664e6692a29d4be278de2c9ee7cd5e0ad", "fetched_at": "2026-08-29T09:50:28.744833+00:00", "kind": "site_page", "missing": false, "url": "https://learn2learn.net/docs/learn2learn.optim"}, {"content_hash": "d7e71ea75bdff8d2c3b764817d131062954fb6549a3f7b444e03607382c4d176", "fetched_at": "2026-08-29T09:50:28.747365+00:00", "kind": "site_page", "missing": false, "url": "https://learn2learn.net/docs/learn2learn.nn"}, {"content_hash": "95004420acdd8e1420651fc2c533e6563e018034dd65e412993c99e7ddf3482e", "fetched_at": "2026-08-29T09:50:28.750068+00:00", "kind": "site_page", "missing": false, "url": "https://learn2learn.net/docs/learn2learn.vision"}, {"content_hash": "a9d2c8b2283d11d164a21bf49772bdef8028b93a46c4bd53259c402e22a0cc96", "fetched_at": "2026-08-29T09:50:28.752583+00:00", "kind": "site_page", "missing": false, "url": "https://learn2learn.net/docs/learn2learn.gym"}, {"content_hash": "7f17799b35f90cc6ab506e8b7190e470366d0003d7da9492bbb1c2a23b0e9750", "fetched_at": "2026-08-29T09:50:28.755975+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/learn2learn/json"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-08-28T04:07:28.542313+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-08-28T04:07:28.542313+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-29T18:48:15.767117+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "f67ea568ab2386da544fb2c499546e0a883bd6362f32ddc9eaa16a6eff56be13", "fetched_at": "2026-08-28T04:07:28.542313+00:00", "kind": "readme", "missing": false, "url": "https://github.com/learnables/learn2learn"}, {"content_hash": "8373ea76a7822b392d9e6951852e9f711f6ba56b74a04ab706e94ecf64d9465f", "fetched_at": "2026-08-29T09:50:28.736333+00:00", "kind": "homepage", "missing": false, "url": "http://learn2learn.net"}, {"content_hash": "bc574ccb2003c9f63bdcc20527df85f165c7be9025e8707adbc85594dcf6eafa", "fetched_at": "2026-08-29T09:50:28.738862+00:00", "kind": "site_page", "missing": false, "url": "https://learn2learn.net/docs/learn2learn"}, {"content_hash": "0924d84292783592794bbef25ad2aa57f1d517f8b004d4600ea14af196f9ffb7", "fetched_at": "2026-08-29T09:50:28.740518+00:00", "kind": "site_page", "missing": false, "url": "https://learn2learn.net/docs/learn2learn.data"}, {"content_hash": "5b694f8cdc44400f9d68df0b375e97a4c33a47f8bab7c1fb22a80d37e6ddb46d", "fetched_at": "2026-08-29T09:50:28.742689+00:00", "kind": "site_page", "missing": false, "url": "https://learn2learn.net/docs/learn2learn.algorithms"}, {"content_hash": "3791344d9d1634b613cb3928d5930cc664e6692a29d4be278de2c9ee7cd5e0ad", "fetched_at": "2026-08-29T09:50:28.744833+00:00", "kind": "site_page", "missing": false, "url": "https://learn2learn.net/docs/learn2learn.optim"}, {"content_hash": "d7e71ea75bdff8d2c3b764817d131062954fb6549a3f7b444e03607382c4d176", "fetched_at": "2026-08-29T09:50:28.747365+00:00", "kind": "site_page", "missing": false, "url": "https://learn2learn.net/docs/learn2learn.nn"}, {"content_hash": "95004420acdd8e1420651fc2c533e6563e018034dd65e412993c99e7ddf3482e", "fetched_at": "2026-08-29T09:50:28.750068+00:00", "kind": "site_page", "missing": false, "url": "https://learn2learn.net/docs/learn2learn.vision"}, {"content_hash": "a9d2c8b2283d11d164a21bf49772bdef8028b93a46c4bd53259c402e22a0cc96", "fetched_at": "2026-08-29T09:50:28.752583+00:00", "kind": "site_page", "missing": false, "url": "https://learn2learn.net/docs/learn2learn.gym"}, {"content_hash": "7f17799b35f90cc6ab506e8b7190e470366d0003d7da9492bbb1c2a23b0e9750", "fetched_at": "2026-08-29T09:50:28.755975+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/learn2learn/json"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-08-28T04:07:28.542313+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-08-28T04:07:28.542313+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-08-28T04:07:28.542313+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-29T18:48:15.767117+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "f67ea568ab2386da544fb2c499546e0a883bd6362f32ddc9eaa16a6eff56be13", "fetched_at": "2026-08-28T04:07:28.542313+00:00", "kind": "readme", "missing": false, "url": "https://github.com/learnables/learn2learn"}, {"content_hash": "8373ea76a7822b392d9e6951852e9f711f6ba56b74a04ab706e94ecf64d9465f", "fetched_at": "2026-08-29T09:50:28.736333+00:00", "kind": "homepage", "missing": false, "url": "http://learn2learn.net"}, {"content_hash": "bc574ccb2003c9f63bdcc20527df85f165c7be9025e8707adbc85594dcf6eafa", "fetched_at": "2026-08-29T09:50:28.738862+00:00", "kind": "site_page", "missing": false, "url": "https://learn2learn.net/docs/learn2learn"}, {"content_hash": "0924d84292783592794bbef25ad2aa57f1d517f8b004d4600ea14af196f9ffb7", "fetched_at": "2026-08-29T09:50:28.740518+00:00", "kind": "site_page", "missing": false, "url": "https://learn2learn.net/docs/learn2learn.data"}, {"content_hash": "5b694f8cdc44400f9d68df0b375e97a4c33a47f8bab7c1fb22a80d37e6ddb46d", "fetched_at": "2026-08-29T09:50:28.742689+00:00", "kind": "site_page", "missing": false, "url": "https://learn2learn.net/docs/learn2learn.algorithms"}, {"content_hash": "3791344d9d1634b613cb3928d5930cc664e6692a29d4be278de2c9ee7cd5e0ad", "fetched_at": "2026-08-29T09:50:28.744833+00:00", "kind": "site_page", "missing": false, "url": "https://learn2learn.net/docs/learn2learn.optim"}, {"content_hash": "d7e71ea75bdff8d2c3b764817d131062954fb6549a3f7b444e03607382c4d176", "fetched_at": "2026-08-29T09:50:28.747365+00:00", "kind": "site_page", "missing": false, "url": "https://learn2learn.net/docs/learn2learn.nn"}, {"content_hash": "95004420acdd8e1420651fc2c533e6563e018034dd65e412993c99e7ddf3482e", "fetched_at": "2026-08-29T09:50:28.750068+00:00", "kind": "site_page", "missing": false, "url": "https://learn2learn.net/docs/learn2learn.vision"}, {"content_hash": "a9d2c8b2283d11d164a21bf49772bdef8028b93a46c4bd53259c402e22a0cc96", "fetched_at": "2026-08-29T09:50:28.752583+00:00", "kind": "site_page", "missing": false, "url": "https://learn2learn.net/docs/learn2learn.gym"}, {"content_hash": "7f17799b35f90cc6ab506e8b7190e470366d0003d7da9492bbb1c2a23b0e9750", "fetched_at": "2026-08-29T09:50:28.755975+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/learn2learn/json"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-08-28T04:07:28.542313+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-08-28T04:07:28.542313+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-29T18:48:15.767117+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "f67ea568ab2386da544fb2c499546e0a883bd6362f32ddc9eaa16a6eff56be13", "fetched_at": "2026-08-28T04:07:28.542313+00:00", "kind": "readme", "missing": false, "url": "https://github.com/learnables/learn2learn"}, {"content_hash": "8373ea76a7822b392d9e6951852e9f711f6ba56b74a04ab706e94ecf64d9465f", "fetched_at": "2026-08-29T09:50:28.736333+00:00", "kind": "homepage", "missing": false, "url": "http://learn2learn.net"}, {"content_hash": "bc574ccb2003c9f63bdcc20527df85f165c7be9025e8707adbc85594dcf6eafa", "fetched_at": "2026-08-29T09:50:28.738862+00:00", "kind": "site_page", "missing": false, "url": "https://learn2learn.net/docs/learn2learn"}, {"content_hash": "0924d84292783592794bbef25ad2aa57f1d517f8b004d4600ea14af196f9ffb7", "fetched_at": "2026-08-29T09:50:28.740518+00:00", "kind": "site_page", "missing": false, "url": "https://learn2learn.net/docs/learn2learn.data"}, {"content_hash": "5b694f8cdc44400f9d68df0b375e97a4c33a47f8bab7c1fb22a80d37e6ddb46d", "fetched_at": "2026-08-29T09:50:28.742689+00:00", "kind": "site_page", "missing": false, "url": "https://learn2learn.net/docs/learn2learn.algorithms"}, {"content_hash": "3791344d9d1634b613cb3928d5930cc664e6692a29d4be278de2c9ee7cd5e0ad", "fetched_at": "2026-08-29T09:50:28.744833+00:00", "kind": "site_page", "missing": false, "url": "https://learn2learn.net/docs/learn2learn.optim"}, {"content_hash": "d7e71ea75bdff8d2c3b764817d131062954fb6549a3f7b444e03607382c4d176", "fetched_at": "2026-08-29T09:50:28.747365+00:00", "kind": "site_page", "missing": false, "url": "https://learn2learn.net/docs/learn2learn.nn"}, {"content_hash": "95004420acdd8e1420651fc2c533e6563e018034dd65e412993c99e7ddf3482e", "fetched_at": "2026-08-29T09:50:28.750068+00:00", "kind": "site_page", "missing": false, "url": "https://learn2learn.net/docs/learn2learn.vision"}, {"content_hash": "a9d2c8b2283d11d164a21bf49772bdef8028b93a46c4bd53259c402e22a0cc96", "fetched_at": "2026-08-29T09:50:28.752583+00:00", "kind": "site_page", "missing": false, "url": "https://learn2learn.net/docs/learn2learn.gym"}, {"content_hash": "7f17799b35f90cc6ab506e8b7190e470366d0003d7da9492bbb1c2a23b0e9750", "fetched_at": "2026-08-29T09:50:28.755975+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/learn2learn/json"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-29T18:48:15.767117+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "f67ea568ab2386da544fb2c499546e0a883bd6362f32ddc9eaa16a6eff56be13", "fetched_at": "2026-08-28T04:07:28.542313+00:00", "kind": "readme", "missing": false, "url": "https://github.com/learnables/learn2learn"}, {"content_hash": "8373ea76a7822b392d9e6951852e9f711f6ba56b74a04ab706e94ecf64d9465f", "fetched_at": "2026-08-29T09:50:28.736333+00:00", "kind": "homepage", "missing": false, "url": "http://learn2learn.net"}, {"content_hash": "bc574ccb2003c9f63bdcc20527df85f165c7be9025e8707adbc85594dcf6eafa", "fetched_at": "2026-08-29T09:50:28.738862+00:00", "kind": "site_page", "missing": false, "url": "https://learn2learn.net/docs/learn2learn"}, {"content_hash": "0924d84292783592794bbef25ad2aa57f1d517f8b004d4600ea14af196f9ffb7", "fetched_at": "2026-08-29T09:50:28.740518+00:00", "kind": "site_page", "missing": false, "url": "https://learn2learn.net/docs/learn2learn.data"}, {"content_hash": "5b694f8cdc44400f9d68df0b375e97a4c33a47f8bab7c1fb22a80d37e6ddb46d", "fetched_at": "2026-08-29T09:50:28.742689+00:00", "kind": "site_page", "missing": false, "url": "https://learn2learn.net/docs/learn2learn.algorithms"}, {"content_hash": "3791344d9d1634b613cb3928d5930cc664e6692a29d4be278de2c9ee7cd5e0ad", "fetched_at": "2026-08-29T09:50:28.744833+00:00", "kind": "site_page", "missing": false, "url": "https://learn2learn.net/docs/learn2learn.optim"}, {"content_hash": "d7e71ea75bdff8d2c3b764817d131062954fb6549a3f7b444e03607382c4d176", "fetched_at": "2026-08-29T09:50:28.747365+00:00", "kind": "site_page", "missing": false, "url": "https://learn2learn.net/docs/learn2learn.nn"}, {"content_hash": "95004420acdd8e1420651fc2c533e6563e018034dd65e412993c99e7ddf3482e", "fetched_at": "2026-08-29T09:50:28.750068+00:00", "kind": "site_page", "missing": false, "url": "https://learn2learn.net/docs/learn2learn.vision"}, {"content_hash": "a9d2c8b2283d11d164a21bf49772bdef8028b93a46c4bd53259c402e22a0cc96", "fetched_at": "2026-08-29T09:50:28.752583+00:00", "kind": "site_page", "missing": false, "url": "https://learn2learn.net/docs/learn2learn.gym"}, {"content_hash": "7f17799b35f90cc6ab506e8b7190e470366d0003d7da9492bbb1c2a23b0e9750", "fetched_at": "2026-08-29T09:50:28.755975+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/learn2learn/json"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-29T18:48:15.767117+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "f67ea568ab2386da544fb2c499546e0a883bd6362f32ddc9eaa16a6eff56be13", "fetched_at": "2026-08-28T04:07:28.542313+00:00", "kind": "readme", "missing": false, "url": "https://github.com/learnables/learn2learn"}, {"content_hash": "8373ea76a7822b392d9e6951852e9f711f6ba56b74a04ab706e94ecf64d9465f", "fetched_at": "2026-08-29T09:50:28.736333+00:00", "kind": "homepage", "missing": false, "url": "http://learn2learn.net"}, {"content_hash": "bc574ccb2003c9f63bdcc20527df85f165c7be9025e8707adbc85594dcf6eafa", "fetched_at": "2026-08-29T09:50:28.738862+00:00", "kind": "site_page", "missing": false, "url": "https://learn2learn.net/docs/learn2learn"}, {"content_hash": "0924d84292783592794bbef25ad2aa57f1d517f8b004d4600ea14af196f9ffb7", "fetched_at": "2026-08-29T09:50:28.740518+00:00", "kind": "site_page", "missing": false, "url": "https://learn2learn.net/docs/learn2learn.data"}, {"content_hash": "5b694f8cdc44400f9d68df0b375e97a4c33a47f8bab7c1fb22a80d37e6ddb46d", "fetched_at": "2026-08-29T09:50:28.742689+00:00", "kind": "site_page", "missing": false, "url": "https://learn2learn.net/docs/learn2learn.algorithms"}, {"content_hash": "3791344d9d1634b613cb3928d5930cc664e6692a29d4be278de2c9ee7cd5e0ad", "fetched_at": "2026-08-29T09:50:28.744833+00:00", "kind": "site_page", "missing": false, "url": "https://learn2learn.net/docs/learn2learn.optim"}, {"content_hash": "d7e71ea75bdff8d2c3b764817d131062954fb6549a3f7b444e03607382c4d176", "fetched_at": "2026-08-29T09:50:28.747365+00:00", "kind": "site_page", "missing": false, "url": "https://learn2learn.net/docs/learn2learn.nn"}, {"content_hash": "95004420acdd8e1420651fc2c533e6563e018034dd65e412993c99e7ddf3482e", "fetched_at": "2026-08-29T09:50:28.750068+00:00", "kind": "site_page", "missing": false, "url": "https://learn2learn.net/docs/learn2learn.vision"}, {"content_hash": "a9d2c8b2283d11d164a21bf49772bdef8028b93a46c4bd53259c402e22a0cc96", "fetched_at": "2026-08-29T09:50:28.752583+00:00", "kind": "site_page", "missing": false, "url": "https://learn2learn.net/docs/learn2learn.gym"}, {"content_hash": "7f17799b35f90cc6ab506e8b7190e470366d0003d7da9492bbb1c2a23b0e9750", "fetched_at": "2026-08-29T09:50:28.755975+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/learn2learn/json"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-29T18:48:15.767117+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "f67ea568ab2386da544fb2c499546e0a883bd6362f32ddc9eaa16a6eff56be13", "fetched_at": "2026-08-28T04:07:28.542313+00:00", "kind": "readme", "missing": false, "url": "https://github.com/learnables/learn2learn"}, {"content_hash": "8373ea76a7822b392d9e6951852e9f711f6ba56b74a04ab706e94ecf64d9465f", "fetched_at": "2026-08-29T09:50:28.736333+00:00", "kind": "homepage", "missing": false, "url": "http://learn2learn.net"}, {"content_hash": "bc574ccb2003c9f63bdcc20527df85f165c7be9025e8707adbc85594dcf6eafa", "fetched_at": "2026-08-29T09:50:28.738862+00:00", "kind": "site_page", "missing": false, "url": "https://learn2learn.net/docs/learn2learn"}, {"content_hash": "0924d84292783592794bbef25ad2aa57f1d517f8b004d4600ea14af196f9ffb7", "fetched_at": "2026-08-29T09:50:28.740518+00:00", "kind": "site_page", "missing": false, "url": "https://learn2learn.net/docs/learn2learn.data"}, {"content_hash": "5b694f8cdc44400f9d68df0b375e97a4c33a47f8bab7c1fb22a80d37e6ddb46d", "fetched_at": "2026-08-29T09:50:28.742689+00:00", "kind": "site_page", "missing": false, "url": "https://learn2learn.net/docs/learn2learn.algorithms"}, {"content_hash": "3791344d9d1634b613cb3928d5930cc664e6692a29d4be278de2c9ee7cd5e0ad", "fetched_at": "2026-08-29T09:50:28.744833+00:00", "kind": "site_page", "missing": false, "url": "https://learn2learn.net/docs/learn2learn.optim"}, {"content_hash": "d7e71ea75bdff8d2c3b764817d131062954fb6549a3f7b444e03607382c4d176", "fetched_at": "2026-08-29T09:50:28.747365+00:00", "kind": "site_page", "missing": false, "url": "https://learn2learn.net/docs/learn2learn.nn"}, {"content_hash": "95004420acdd8e1420651fc2c533e6563e018034dd65e412993c99e7ddf3482e", "fetched_at": "2026-08-29T09:50:28.750068+00:00", "kind": "site_page", "missing": false, "url": "https://learn2learn.net/docs/learn2learn.vision"}, {"content_hash": "a9d2c8b2283d11d164a21bf49772bdef8028b93a46c4bd53259c402e22a0cc96", "fetched_at": "2026-08-29T09:50:28.752583+00:00", "kind": "site_page", "missing": false, "url": "https://learn2learn.net/docs/learn2learn.gym"}, {"content_hash": "7f17799b35f90cc6ab506e8b7190e470366d0003d7da9492bbb1c2a23b0e9750", "fetched_at": "2026-08-29T09:50:28.755975+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/learn2learn/json"}], "taxonomy_version": 1}}, "score": {"components": {"activity": 57, "longevity": 100, "rhythm": 8}, "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": 2582, "days_push": 260, "days_rel": null, "gap_med": null, "n_releases_24m": 0}, "score": 48, "version": 2}, "staleness": {"enrichment_outdated": false, "low_confidence": false, "scrape_days": 9, "stale_scrape": false}}