{"adoption": {"forks": 835, "observed_at": "2026-08-28T04:08:29.672971+00:00", "stars": 3918}, "canonical_url": "https://ross.abutalabs.com/products/tensorflow-generative-model-collections", "card": {"archived": false, "artifact_type": "learning-resource", "description": "Collection of generative models in Tensorflow", "domain": ["deep-learning", "machine-learning", "computer-vision", "tutorials"], "enriched": true, "function": ["machine-learning", "deep-learning", "image-processing"], "health_score": 20, "homepage": null, "language": "Python", "license": "Apache-2.0", "license_family": "permissive", "maturity": "maintenance", "member_repos": ["hwalsuklee/tensorflow-generative-model-collections"], "name": "hwalsuklee/tensorflow-generative-model-collections", "platform": ["python"], "pushed_at": "2022-08-08T09:39:51+00:00", "repo": "hwalsuklee/tensorflow-generative-model-collections", "stars": 3918, "tags": ["gan", "vae", "tensorflow", "generative-models", "mnist", "reference-implementations", "gpu"], "topics": ["gan", "vae", "cgan", "infogan", "acgan", "lsgan", "wgan", "dragan", "ebgan", "variational-autoencoder", "began", "tensorflow", "mnist", "fashion-mnist", "wgan-gp", "cvae", "generative-adversarial-networks", "generative-model", "generative-models", "improved-wgan"], "urls": [], "use_cases": ["learn how GAN variants differ in their value functions", "reproduce and compare GAN results on MNIST", "find a reference implementation of WGAN-GP or infoGAN", "study VAE and CVAE implementations in TensorFlow", "get starter code for experimenting with generative adversarial networks"], "what_it_is": "A collection of TensorFlow implementations of various generative models, including many GAN variants (GAN, WGAN, WGAN-GP, CGAN, infoGAN, ACGAN, EBGAN, BEGAN, etc.) and VAEs. It provides consistent architectures and reproducible results on MNIST and Fashion-MNIST for comparing generative model ideas.", "when_to_avoid": ["you need production-ready or modern TensorFlow 2/PyTorch generative model tooling", "you want to train on large, high-resolution datasets", "you need actively maintained code with recent fixes"], "when_to_choose": ["you want clean, comparable reference implementations of many GAN/VAE variants", "you are studying or teaching generative models with small image datasets", "you need TensorFlow 1.x-era code matching original papers"]}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/products/tensorflow-generative-model-collections", "repo": "hwalsuklee/tensorflow-generative-model-collections", "role": "main", "score": 32}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-08-28T04:08:29.672971+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-29T18:25:01.571825+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "9c6c049907c6a98be4f2a7a5b0cde17a9ca8a8a8fd35a8da1ef995ca44e58c9a", "fetched_at": "2026-08-28T04:08:29.672971+00:00", "kind": "readme", "missing": false, "url": "https://github.com/hwalsuklee/tensorflow-generative-model-collections"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-08-28T04:08:29.672971+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-29T18:25:01.571825+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "9c6c049907c6a98be4f2a7a5b0cde17a9ca8a8a8fd35a8da1ef995ca44e58c9a", "fetched_at": "2026-08-28T04:08:29.672971+00:00", "kind": "readme", "missing": false, "url": "https://github.com/hwalsuklee/tensorflow-generative-model-collections"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-29T18:25:01.571825+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "9c6c049907c6a98be4f2a7a5b0cde17a9ca8a8a8fd35a8da1ef995ca44e58c9a", "fetched_at": "2026-08-28T04:08:29.672971+00:00", "kind": "readme", "missing": false, "url": "https://github.com/hwalsuklee/tensorflow-generative-model-collections"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-08-28T04:08:29.672971+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-08-28T04:08:29.672971+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-08-28T04:08:29.672971+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-29T18:25:01.571825+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "9c6c049907c6a98be4f2a7a5b0cde17a9ca8a8a8fd35a8da1ef995ca44e58c9a", "fetched_at": "2026-08-28T04:08:29.672971+00:00", "kind": "readme", "missing": false, "url": "https://github.com/hwalsuklee/tensorflow-generative-model-collections"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-08-28T04:08:29.672971+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-08-28T04:08:29.672971+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-29T18:25:01.571825+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "9c6c049907c6a98be4f2a7a5b0cde17a9ca8a8a8fd35a8da1ef995ca44e58c9a", "fetched_at": "2026-08-28T04:08:29.672971+00:00", "kind": "readme", "missing": false, "url": "https://github.com/hwalsuklee/tensorflow-generative-model-collections"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-08-28T04:08:29.672971+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-08-28T04:08:29.672971+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-08-28T04:08:29.672971+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-29T18:25:01.571825+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "9c6c049907c6a98be4f2a7a5b0cde17a9ca8a8a8fd35a8da1ef995ca44e58c9a", "fetched_at": "2026-08-28T04:08:29.672971+00:00", "kind": "readme", "missing": false, "url": "https://github.com/hwalsuklee/tensorflow-generative-model-collections"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-08-28T04:08:29.672971+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-08-28T04:08:29.672971+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-29T18:25:01.571825+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "9c6c049907c6a98be4f2a7a5b0cde17a9ca8a8a8fd35a8da1ef995ca44e58c9a", "fetched_at": "2026-08-28T04:08:29.672971+00:00", "kind": "readme", "missing": false, "url": "https://github.com/hwalsuklee/tensorflow-generative-model-collections"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-29T18:25:01.571825+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "9c6c049907c6a98be4f2a7a5b0cde17a9ca8a8a8fd35a8da1ef995ca44e58c9a", "fetched_at": "2026-08-28T04:08:29.672971+00:00", "kind": "readme", "missing": false, "url": "https://github.com/hwalsuklee/tensorflow-generative-model-collections"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-29T18:25:01.571825+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "9c6c049907c6a98be4f2a7a5b0cde17a9ca8a8a8fd35a8da1ef995ca44e58c9a", "fetched_at": "2026-08-28T04:08:29.672971+00:00", "kind": "readme", "missing": false, "url": "https://github.com/hwalsuklee/tensorflow-generative-model-collections"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-29T18:25:01.571825+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "9c6c049907c6a98be4f2a7a5b0cde17a9ca8a8a8fd35a8da1ef995ca44e58c9a", "fetched_at": "2026-08-28T04:08:29.672971+00:00", "kind": "readme", "missing": false, "url": "https://github.com/hwalsuklee/tensorflow-generative-model-collections"}], "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": 3296, "days_push": 1486, "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}}