{"adoption": {"forks": 829, "observed_at": "2026-08-28T04:07:47.370122+00:00", "stars": 3169}, "canonical_url": "https://ross.abutalabs.com/products/farizrahman4u-seq2seq", "card": {"archived": false, "artifact_type": "library", "description": "Sequence to Sequence Learning with Keras", "domain": ["machine-learning", "deep-learning"], "enriched": true, "function": ["deep-learning", "machine-learning", "nlp"], "health_score": 20, "homepage": null, "language": "Python", "license": "GPL-2.0", "license_family": "copyleft", "maturity": "maintenance", "member_repos": ["farizrahman4u/seq2seq"], "name": "farizrahman4u/seq2seq", "platform": ["python"], "pushed_at": "2022-08-20T13:57:16+00:00", "repo": "farizrahman4u/seq2seq", "stars": 3169, "tags": ["seq2seq", "keras", "encoder-decoder", "attention", "machine-translation", "neural-networks", "natural-language-processing"], "topics": [], "urls": [], "use_cases": ["build sequence-to-sequence models in Keras", "train a machine translation model", "create a chatbot with an encoder-decoder network", "implement attention-based seq2seq models", "build a neural parser for sequences", "stack LSTM layers for encoder and decoder"], "what_it_is": "A sequence-to-sequence learning add-on library for Keras, providing modular encoder-decoder layers and ready-made Seq2Seq models. It supports deep stacked LSTMs, attention mechanisms, and building models that can be used standalone or as layers in larger networks.", "when_to_avoid": ["you are using PyTorch, TensorFlow 2.x/Keras 3, or another framework instead of legacy Keras", "you need actively maintained code with recent updates and support", "you want modern transformer-based sequence models"], "when_to_choose": ["you are using Keras and need seq2seq models with reusable encoder/decoder layers", "you want ready-made SimpleSeq2Seq or attention-based models out of the box", "you need to embed seq2seq components as layers inside a larger Keras model"]}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/products/farizrahman4u-seq2seq", "repo": "farizrahman4u/seq2seq", "role": "main", "score": 32}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-08-28T04:07:47.370122+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-29T18:45:30.637115+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "0f9f38c44eceb5f688ef4348cf805e3924817cd3ac663b5764880691a09a97d7", "fetched_at": "2026-08-28T04:07:47.370122+00:00", "kind": "readme", "missing": false, "url": "https://github.com/farizrahman4u/seq2seq"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-08-28T04:07:47.370122+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-29T18:45:30.637115+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "0f9f38c44eceb5f688ef4348cf805e3924817cd3ac663b5764880691a09a97d7", "fetched_at": "2026-08-28T04:07:47.370122+00:00", "kind": "readme", "missing": false, "url": "https://github.com/farizrahman4u/seq2seq"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-29T18:45:30.637115+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "0f9f38c44eceb5f688ef4348cf805e3924817cd3ac663b5764880691a09a97d7", "fetched_at": "2026-08-28T04:07:47.370122+00:00", "kind": "readme", "missing": false, "url": "https://github.com/farizrahman4u/seq2seq"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-08-28T04:07:47.370122+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-08-28T04:07:47.370122+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-08-28T04:07:47.370122+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-29T18:45:30.637115+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "0f9f38c44eceb5f688ef4348cf805e3924817cd3ac663b5764880691a09a97d7", "fetched_at": "2026-08-28T04:07:47.370122+00:00", "kind": "readme", "missing": false, "url": "https://github.com/farizrahman4u/seq2seq"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-08-28T04:07:47.370122+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-08-28T04:07:47.370122+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-29T18:45:30.637115+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "0f9f38c44eceb5f688ef4348cf805e3924817cd3ac663b5764880691a09a97d7", "fetched_at": "2026-08-28T04:07:47.370122+00:00", "kind": "readme", "missing": false, "url": "https://github.com/farizrahman4u/seq2seq"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-08-28T04:07:47.370122+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-08-28T04:07:47.370122+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-08-28T04:07:47.370122+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-29T18:45:30.637115+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "0f9f38c44eceb5f688ef4348cf805e3924817cd3ac663b5764880691a09a97d7", "fetched_at": "2026-08-28T04:07:47.370122+00:00", "kind": "readme", "missing": false, "url": "https://github.com/farizrahman4u/seq2seq"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-08-28T04:07:47.370122+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-08-28T04:07:47.370122+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-29T18:45:30.637115+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "0f9f38c44eceb5f688ef4348cf805e3924817cd3ac663b5764880691a09a97d7", "fetched_at": "2026-08-28T04:07:47.370122+00:00", "kind": "readme", "missing": false, "url": "https://github.com/farizrahman4u/seq2seq"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-29T18:45:30.637115+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "0f9f38c44eceb5f688ef4348cf805e3924817cd3ac663b5764880691a09a97d7", "fetched_at": "2026-08-28T04:07:47.370122+00:00", "kind": "readme", "missing": false, "url": "https://github.com/farizrahman4u/seq2seq"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-29T18:45:30.637115+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "0f9f38c44eceb5f688ef4348cf805e3924817cd3ac663b5764880691a09a97d7", "fetched_at": "2026-08-28T04:07:47.370122+00:00", "kind": "readme", "missing": false, "url": "https://github.com/farizrahman4u/seq2seq"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-29T18:45:30.637115+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "0f9f38c44eceb5f688ef4348cf805e3924817cd3ac663b5764880691a09a97d7", "fetched_at": "2026-08-28T04:07:47.370122+00:00", "kind": "readme", "missing": false, "url": "https://github.com/farizrahman4u/seq2seq"}], "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": 3952, "days_push": 1474, "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}}