{"adoption": {"forks": 524, "observed_at": "2026-08-28T04:07:48.015598+00:00", "stars": 3185}, "canonical_url": "https://ross.abutalabs.com/products/openai-glow", "card": {"archived": true, "artifact_type": "library", "description": "Code for reproducing results in \"Glow: Generative Flow with Invertible 1x1 Convolutions\"", "domain": ["machine-learning", "deep-learning", "artificial-intelligence", "image-processing"], "enriched": true, "function": ["machine-learning", "deep-learning", "image-processing"], "health_score": 10, "homepage": "https://arxiv.org/abs/1807.03039", "language": "Python", "license": "MIT", "license_family": "permissive", "maturity": "abandoned", "member_repos": ["openai/glow"], "name": "openai/glow", "platform": ["python"], "pushed_at": "2024-07-23T14:56:11+00:00", "repo": "openai/glow", "stars": 3185, "tags": ["generative-models", "normalizing-flows", "tensorflow", "research-code", "paper-reproduction", "archived", "gpu"], "topics": ["paper"], "urls": [], "use_cases": ["reproduce results from the Glow generative flow paper", "train a normalizing flow model on CIFAR-10 or ImageNet", "generate and manipulate faces with a pretrained CelebA-HQ model", "run the interactive image manipulation demo", "benchmark log-likelihood on standard image datasets", "study invertible 1x1 convolution implementations"], "what_it_is": "Official research code from OpenAI for reproducing the 'Glow: Generative Flow with Invertible 1x1 Convolutions' paper, a flow-based generative image model built in TensorFlow 1.x. It includes training scripts, pretrained CelebA-HQ models, and an interactive demo for image synthesis and manipulation.", "when_to_avoid": ["you need a maintained library or modern TensorFlow 2.x support", "you want a production-ready generative image model", "you lack multi-GPU Horovod/MPI infrastructure for large-scale training", "you need state-of-the-art image generation quality"], "when_to_choose": ["you need to reproduce or extend the Glow paper's results", "you want a reference implementation of normalizing flows with invertible 1x1 convolutions", "you want to experiment with the pretrained CelebA-HQ face manipulation demo", "you are researching flow-based generative models"]}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/products/openai-glow", "repo": "openai/glow", "role": "main", "score": 10}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-08-28T04:07:48.015598+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-29T18:45:00.884758+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "d27f059573e18bf8bd9acb4d35527b7f21e20b1a70ee54c8a217cec2b72764c3", "fetched_at": "2026-08-28T04:07:48.015598+00:00", "kind": "readme", "missing": false, "url": "https://github.com/openai/glow"}, {"content_hash": "738d8707048bd8b128743e254d2631c50d90195c9d3e498f12d5ad590a265cc1", "fetched_at": "2026-08-29T09:38:59.724838+00:00", "kind": "homepage", "missing": false, "url": "https://arxiv.org/abs/1807.03039"}, {"content_hash": "cca9c3a11c56b1212864e03fb8a5511a3bdb6df53398ba4dd2ed778f931607dd", "fetched_at": "2026-08-29T09:38:59.727556+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/about/donate.html"}, {"content_hash": "47cbc55ff1deaca3f36b463373de863a7053d91cacf9f95725618e11610209ae", "fetched_at": "2026-08-29T09:38:59.731284+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/about/ourmembers.html"}, {"content_hash": "a1f16f915a9ad89ee57c3e929a1b6577d481f52c05f8015fc720b16ee8014f19", "fetched_at": "2026-08-29T09:38:59.733065+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/about"}, {"content_hash": "b14a8d05a0ec337409ab63bffd91306b5317b16fac358aa6d1fe6afbaf3c8628", "fetched_at": "2026-08-29T09:38:59.729600+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/labs/index.html"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-08-28T04:07:48.015598+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-29T18:45:00.884758+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "d27f059573e18bf8bd9acb4d35527b7f21e20b1a70ee54c8a217cec2b72764c3", "fetched_at": "2026-08-28T04:07:48.015598+00:00", "kind": "readme", "missing": false, "url": "https://github.com/openai/glow"}, {"content_hash": "738d8707048bd8b128743e254d2631c50d90195c9d3e498f12d5ad590a265cc1", "fetched_at": "2026-08-29T09:38:59.724838+00:00", "kind": "homepage", "missing": false, "url": "https://arxiv.org/abs/1807.03039"}, {"content_hash": "cca9c3a11c56b1212864e03fb8a5511a3bdb6df53398ba4dd2ed778f931607dd", "fetched_at": "2026-08-29T09:38:59.727556+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/about/donate.html"}, {"content_hash": "47cbc55ff1deaca3f36b463373de863a7053d91cacf9f95725618e11610209ae", "fetched_at": "2026-08-29T09:38:59.731284+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/about/ourmembers.html"}, {"content_hash": "a1f16f915a9ad89ee57c3e929a1b6577d481f52c05f8015fc720b16ee8014f19", "fetched_at": "2026-08-29T09:38:59.733065+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/about"}, {"content_hash": "b14a8d05a0ec337409ab63bffd91306b5317b16fac358aa6d1fe6afbaf3c8628", "fetched_at": "2026-08-29T09:38:59.729600+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/labs/index.html"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-29T18:45:00.884758+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "d27f059573e18bf8bd9acb4d35527b7f21e20b1a70ee54c8a217cec2b72764c3", "fetched_at": "2026-08-28T04:07:48.015598+00:00", "kind": "readme", "missing": false, "url": "https://github.com/openai/glow"}, {"content_hash": "738d8707048bd8b128743e254d2631c50d90195c9d3e498f12d5ad590a265cc1", "fetched_at": "2026-08-29T09:38:59.724838+00:00", "kind": "homepage", "missing": false, "url": "https://arxiv.org/abs/1807.03039"}, {"content_hash": "cca9c3a11c56b1212864e03fb8a5511a3bdb6df53398ba4dd2ed778f931607dd", "fetched_at": "2026-08-29T09:38:59.727556+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/about/donate.html"}, {"content_hash": "47cbc55ff1deaca3f36b463373de863a7053d91cacf9f95725618e11610209ae", "fetched_at": "2026-08-29T09:38:59.731284+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/about/ourmembers.html"}, {"content_hash": "a1f16f915a9ad89ee57c3e929a1b6577d481f52c05f8015fc720b16ee8014f19", "fetched_at": "2026-08-29T09:38:59.733065+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/about"}, {"content_hash": "b14a8d05a0ec337409ab63bffd91306b5317b16fac358aa6d1fe6afbaf3c8628", "fetched_at": "2026-08-29T09:38:59.729600+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/labs/index.html"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-08-28T04:07:48.015598+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-08-28T04:07:48.015598+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-08-28T04:07:48.015598+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-29T18:45:00.884758+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "d27f059573e18bf8bd9acb4d35527b7f21e20b1a70ee54c8a217cec2b72764c3", "fetched_at": "2026-08-28T04:07:48.015598+00:00", "kind": "readme", "missing": false, "url": "https://github.com/openai/glow"}, {"content_hash": "738d8707048bd8b128743e254d2631c50d90195c9d3e498f12d5ad590a265cc1", "fetched_at": "2026-08-29T09:38:59.724838+00:00", "kind": "homepage", "missing": false, "url": "https://arxiv.org/abs/1807.03039"}, {"content_hash": "cca9c3a11c56b1212864e03fb8a5511a3bdb6df53398ba4dd2ed778f931607dd", "fetched_at": "2026-08-29T09:38:59.727556+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/about/donate.html"}, {"content_hash": "47cbc55ff1deaca3f36b463373de863a7053d91cacf9f95725618e11610209ae", "fetched_at": "2026-08-29T09:38:59.731284+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/about/ourmembers.html"}, {"content_hash": "a1f16f915a9ad89ee57c3e929a1b6577d481f52c05f8015fc720b16ee8014f19", "fetched_at": "2026-08-29T09:38:59.733065+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/about"}, {"content_hash": "b14a8d05a0ec337409ab63bffd91306b5317b16fac358aa6d1fe6afbaf3c8628", "fetched_at": "2026-08-29T09:38:59.729600+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/labs/index.html"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-08-28T04:07:48.015598+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-08-28T04:07:48.015598+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-29T18:45:00.884758+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "d27f059573e18bf8bd9acb4d35527b7f21e20b1a70ee54c8a217cec2b72764c3", "fetched_at": "2026-08-28T04:07:48.015598+00:00", "kind": "readme", "missing": false, "url": "https://github.com/openai/glow"}, {"content_hash": "738d8707048bd8b128743e254d2631c50d90195c9d3e498f12d5ad590a265cc1", "fetched_at": "2026-08-29T09:38:59.724838+00:00", "kind": "homepage", "missing": false, "url": "https://arxiv.org/abs/1807.03039"}, {"content_hash": "cca9c3a11c56b1212864e03fb8a5511a3bdb6df53398ba4dd2ed778f931607dd", "fetched_at": "2026-08-29T09:38:59.727556+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/about/donate.html"}, {"content_hash": "47cbc55ff1deaca3f36b463373de863a7053d91cacf9f95725618e11610209ae", "fetched_at": "2026-08-29T09:38:59.731284+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/about/ourmembers.html"}, {"content_hash": "a1f16f915a9ad89ee57c3e929a1b6577d481f52c05f8015fc720b16ee8014f19", "fetched_at": "2026-08-29T09:38:59.733065+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/about"}, {"content_hash": "b14a8d05a0ec337409ab63bffd91306b5317b16fac358aa6d1fe6afbaf3c8628", "fetched_at": "2026-08-29T09:38:59.729600+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/labs/index.html"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-08-28T04:07:48.015598+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-08-28T04:07:48.015598+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-08-28T04:07:48.015598+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-29T18:45:00.884758+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "d27f059573e18bf8bd9acb4d35527b7f21e20b1a70ee54c8a217cec2b72764c3", "fetched_at": "2026-08-28T04:07:48.015598+00:00", "kind": "readme", "missing": false, "url": "https://github.com/openai/glow"}, {"content_hash": "738d8707048bd8b128743e254d2631c50d90195c9d3e498f12d5ad590a265cc1", "fetched_at": "2026-08-29T09:38:59.724838+00:00", "kind": "homepage", "missing": false, "url": "https://arxiv.org/abs/1807.03039"}, {"content_hash": "cca9c3a11c56b1212864e03fb8a5511a3bdb6df53398ba4dd2ed778f931607dd", "fetched_at": "2026-08-29T09:38:59.727556+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/about/donate.html"}, {"content_hash": "47cbc55ff1deaca3f36b463373de863a7053d91cacf9f95725618e11610209ae", "fetched_at": "2026-08-29T09:38:59.731284+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/about/ourmembers.html"}, {"content_hash": "a1f16f915a9ad89ee57c3e929a1b6577d481f52c05f8015fc720b16ee8014f19", "fetched_at": "2026-08-29T09:38:59.733065+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/about"}, {"content_hash": "b14a8d05a0ec337409ab63bffd91306b5317b16fac358aa6d1fe6afbaf3c8628", "fetched_at": "2026-08-29T09:38:59.729600+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/labs/index.html"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-08-28T04:07:48.015598+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-08-28T04:07:48.015598+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-29T18:45:00.884758+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "d27f059573e18bf8bd9acb4d35527b7f21e20b1a70ee54c8a217cec2b72764c3", "fetched_at": "2026-08-28T04:07:48.015598+00:00", "kind": "readme", "missing": false, "url": "https://github.com/openai/glow"}, {"content_hash": "738d8707048bd8b128743e254d2631c50d90195c9d3e498f12d5ad590a265cc1", "fetched_at": "2026-08-29T09:38:59.724838+00:00", "kind": "homepage", "missing": false, "url": "https://arxiv.org/abs/1807.03039"}, {"content_hash": "cca9c3a11c56b1212864e03fb8a5511a3bdb6df53398ba4dd2ed778f931607dd", "fetched_at": "2026-08-29T09:38:59.727556+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/about/donate.html"}, {"content_hash": "47cbc55ff1deaca3f36b463373de863a7053d91cacf9f95725618e11610209ae", "fetched_at": "2026-08-29T09:38:59.731284+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/about/ourmembers.html"}, {"content_hash": "a1f16f915a9ad89ee57c3e929a1b6577d481f52c05f8015fc720b16ee8014f19", "fetched_at": "2026-08-29T09:38:59.733065+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/about"}, {"content_hash": "b14a8d05a0ec337409ab63bffd91306b5317b16fac358aa6d1fe6afbaf3c8628", "fetched_at": "2026-08-29T09:38:59.729600+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/labs/index.html"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-29T18:45:00.884758+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "d27f059573e18bf8bd9acb4d35527b7f21e20b1a70ee54c8a217cec2b72764c3", "fetched_at": "2026-08-28T04:07:48.015598+00:00", "kind": "readme", "missing": false, "url": "https://github.com/openai/glow"}, {"content_hash": "738d8707048bd8b128743e254d2631c50d90195c9d3e498f12d5ad590a265cc1", "fetched_at": "2026-08-29T09:38:59.724838+00:00", "kind": "homepage", "missing": false, "url": "https://arxiv.org/abs/1807.03039"}, {"content_hash": "cca9c3a11c56b1212864e03fb8a5511a3bdb6df53398ba4dd2ed778f931607dd", "fetched_at": "2026-08-29T09:38:59.727556+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/about/donate.html"}, {"content_hash": "47cbc55ff1deaca3f36b463373de863a7053d91cacf9f95725618e11610209ae", "fetched_at": "2026-08-29T09:38:59.731284+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/about/ourmembers.html"}, {"content_hash": "a1f16f915a9ad89ee57c3e929a1b6577d481f52c05f8015fc720b16ee8014f19", "fetched_at": "2026-08-29T09:38:59.733065+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/about"}, {"content_hash": "b14a8d05a0ec337409ab63bffd91306b5317b16fac358aa6d1fe6afbaf3c8628", "fetched_at": "2026-08-29T09:38:59.729600+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/labs/index.html"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-29T18:45:00.884758+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "d27f059573e18bf8bd9acb4d35527b7f21e20b1a70ee54c8a217cec2b72764c3", "fetched_at": "2026-08-28T04:07:48.015598+00:00", "kind": "readme", "missing": false, "url": "https://github.com/openai/glow"}, {"content_hash": "738d8707048bd8b128743e254d2631c50d90195c9d3e498f12d5ad590a265cc1", "fetched_at": "2026-08-29T09:38:59.724838+00:00", "kind": "homepage", "missing": false, "url": "https://arxiv.org/abs/1807.03039"}, {"content_hash": "cca9c3a11c56b1212864e03fb8a5511a3bdb6df53398ba4dd2ed778f931607dd", "fetched_at": "2026-08-29T09:38:59.727556+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/about/donate.html"}, {"content_hash": "47cbc55ff1deaca3f36b463373de863a7053d91cacf9f95725618e11610209ae", "fetched_at": "2026-08-29T09:38:59.731284+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/about/ourmembers.html"}, {"content_hash": "a1f16f915a9ad89ee57c3e929a1b6577d481f52c05f8015fc720b16ee8014f19", "fetched_at": "2026-08-29T09:38:59.733065+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/about"}, {"content_hash": "b14a8d05a0ec337409ab63bffd91306b5317b16fac358aa6d1fe6afbaf3c8628", "fetched_at": "2026-08-29T09:38:59.729600+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/labs/index.html"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-29T18:45:00.884758+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "d27f059573e18bf8bd9acb4d35527b7f21e20b1a70ee54c8a217cec2b72764c3", "fetched_at": "2026-08-28T04:07:48.015598+00:00", "kind": "readme", "missing": false, "url": "https://github.com/openai/glow"}, {"content_hash": "738d8707048bd8b128743e254d2631c50d90195c9d3e498f12d5ad590a265cc1", "fetched_at": "2026-08-29T09:38:59.724838+00:00", "kind": "homepage", "missing": false, "url": "https://arxiv.org/abs/1807.03039"}, {"content_hash": "cca9c3a11c56b1212864e03fb8a5511a3bdb6df53398ba4dd2ed778f931607dd", "fetched_at": "2026-08-29T09:38:59.727556+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/about/donate.html"}, {"content_hash": "47cbc55ff1deaca3f36b463373de863a7053d91cacf9f95725618e11610209ae", "fetched_at": "2026-08-29T09:38:59.731284+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/about/ourmembers.html"}, {"content_hash": "a1f16f915a9ad89ee57c3e929a1b6577d481f52c05f8015fc720b16ee8014f19", "fetched_at": "2026-08-29T09:38:59.733065+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/about"}, {"content_hash": "b14a8d05a0ec337409ab63bffd91306b5317b16fac358aa6d1fe6afbaf3c8628", "fetched_at": "2026-08-29T09:38:59.729600+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/labs/index.html"}], "taxonomy_version": 1}}, "score": {"components": {"activity": 0, "longevity": 100, "rhythm": 35}, "computed_at": "2026-09-03T02:20:16.233290+00:00", "flags": ["no_releases", "archived"], "formula": "round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10)", "inputs": {"age_days": 2997, "days_push": 771, "days_rel": null, "gap_med": null, "n_releases_24m": 0}, "score": 10, "version": 2}, "staleness": {"enrichment_outdated": false, "low_confidence": false, "scrape_days": 9, "stale_scrape": false}}