{"adoption": {"forks": 870, "observed_at": "2026-08-28T04:09:11.053799+00:00", "stars": 5133}, "canonical_url": "https://ross.abutalabs.com/products/augmentor", "card": {"archived": false, "artifact_type": "library", "description": "Image augmentation library in Python for machine learning.", "domain": ["machine-learning", "deep-learning", "image-processing", "data-science"], "enriched": true, "function": ["image-processing", "machine-learning", "data-generation"], "health_score": 20, "homepage": "https://augmentor.readthedocs.io/en/stable", "language": "Python", "license": "MIT", "license_family": "permissive", "maturity": "maintenance", "member_repos": ["mdbloice/Augmentor"], "name": "mdbloice/Augmentor", "platform": ["python", "cross-platform"], "pushed_at": "2024-03-21T14:27:34+00:00", "repo": "mdbloice/Augmentor", "stars": 5133, "tags": ["image-augmentation", "data-augmentation", "pipeline", "computer-vision", "dataset-expansion"], "topics": ["augmentation", "machine-learning", "deep-learning", "neural-networks"], "urls": [], "use_cases": ["augment image datasets for training neural networks", "generate artificial training images for deep learning", "build a pipeline of image transformations like rotations and flips", "expand a small image dataset for machine learning", "apply stochastic image augmentations framework-independently"], "what_it_is": "Augmentor is a standalone Python library for image augmentation in machine learning, providing a pipeline of stochastic operations like rotations and transforms to artificially expand image datasets. It is platform and framework independent, allowing fine-grained control over augmentation techniques.", "when_to_avoid": ["you need GPU-accelerated or real-time augmentation integrated into a deep learning framework", "you need augmentation for non-image data types", "you require very recent features or active development"], "when_to_choose": ["you need a simple, framework-independent image augmentation library in Python", "you want fine-grained control over augmentation operations via a pipeline", "you need to expand image datasets for deep learning models"]}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/products/augmentor", "repo": "mdbloice/Augmentor", "role": "main", "score": 32}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-08-28T04:09:11.053799+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-29T18:02:02.023755+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "9a9278a16c98d9f34f97b2f69fd7ebf9cdc02f50166d25353576d46f8227d5c5", "fetched_at": "2026-08-28T04:09:11.053799+00:00", "kind": "readme", "missing": false, "url": "https://github.com/mdbloice/Augmentor"}, {"content_hash": "cbb8662d4b49d8175858c88432ee973d1fecbf4c1cbd422f2b7bc9822a6f8fbb", "fetched_at": "2026-08-29T08:57:01.835502+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/augmentor/json"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-08-28T04:09:11.053799+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-29T18:02:02.023755+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "9a9278a16c98d9f34f97b2f69fd7ebf9cdc02f50166d25353576d46f8227d5c5", "fetched_at": "2026-08-28T04:09:11.053799+00:00", "kind": "readme", "missing": false, "url": "https://github.com/mdbloice/Augmentor"}, {"content_hash": "cbb8662d4b49d8175858c88432ee973d1fecbf4c1cbd422f2b7bc9822a6f8fbb", "fetched_at": "2026-08-29T08:57:01.835502+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/augmentor/json"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-29T18:02:02.023755+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "9a9278a16c98d9f34f97b2f69fd7ebf9cdc02f50166d25353576d46f8227d5c5", "fetched_at": "2026-08-28T04:09:11.053799+00:00", "kind": "readme", "missing": false, "url": "https://github.com/mdbloice/Augmentor"}, {"content_hash": "cbb8662d4b49d8175858c88432ee973d1fecbf4c1cbd422f2b7bc9822a6f8fbb", "fetched_at": "2026-08-29T08:57:01.835502+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/augmentor/json"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-08-28T04:09:11.053799+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-08-28T04:09:11.053799+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-08-28T04:09:11.053799+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-29T18:02:02.023755+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "9a9278a16c98d9f34f97b2f69fd7ebf9cdc02f50166d25353576d46f8227d5c5", "fetched_at": "2026-08-28T04:09:11.053799+00:00", "kind": "readme", "missing": false, "url": "https://github.com/mdbloice/Augmentor"}, {"content_hash": "cbb8662d4b49d8175858c88432ee973d1fecbf4c1cbd422f2b7bc9822a6f8fbb", "fetched_at": "2026-08-29T08:57:01.835502+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/augmentor/json"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-08-28T04:09:11.053799+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-08-28T04:09:11.053799+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-29T18:02:02.023755+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "9a9278a16c98d9f34f97b2f69fd7ebf9cdc02f50166d25353576d46f8227d5c5", "fetched_at": "2026-08-28T04:09:11.053799+00:00", "kind": "readme", "missing": false, "url": "https://github.com/mdbloice/Augmentor"}, {"content_hash": "cbb8662d4b49d8175858c88432ee973d1fecbf4c1cbd422f2b7bc9822a6f8fbb", "fetched_at": "2026-08-29T08:57:01.835502+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/augmentor/json"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-08-28T04:09:11.053799+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-08-28T04:09:11.053799+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-08-28T04:09:11.053799+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-29T18:02:02.023755+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "9a9278a16c98d9f34f97b2f69fd7ebf9cdc02f50166d25353576d46f8227d5c5", "fetched_at": "2026-08-28T04:09:11.053799+00:00", "kind": "readme", "missing": false, "url": "https://github.com/mdbloice/Augmentor"}, {"content_hash": "cbb8662d4b49d8175858c88432ee973d1fecbf4c1cbd422f2b7bc9822a6f8fbb", "fetched_at": "2026-08-29T08:57:01.835502+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/augmentor/json"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-08-28T04:09:11.053799+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-08-28T04:09:11.053799+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-29T18:02:02.023755+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "9a9278a16c98d9f34f97b2f69fd7ebf9cdc02f50166d25353576d46f8227d5c5", "fetched_at": "2026-08-28T04:09:11.053799+00:00", "kind": "readme", "missing": false, "url": "https://github.com/mdbloice/Augmentor"}, {"content_hash": "cbb8662d4b49d8175858c88432ee973d1fecbf4c1cbd422f2b7bc9822a6f8fbb", "fetched_at": "2026-08-29T08:57:01.835502+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/augmentor/json"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-29T18:02:02.023755+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "9a9278a16c98d9f34f97b2f69fd7ebf9cdc02f50166d25353576d46f8227d5c5", "fetched_at": "2026-08-28T04:09:11.053799+00:00", "kind": "readme", "missing": false, "url": "https://github.com/mdbloice/Augmentor"}, {"content_hash": "cbb8662d4b49d8175858c88432ee973d1fecbf4c1cbd422f2b7bc9822a6f8fbb", "fetched_at": "2026-08-29T08:57:01.835502+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/augmentor/json"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-29T18:02:02.023755+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "9a9278a16c98d9f34f97b2f69fd7ebf9cdc02f50166d25353576d46f8227d5c5", "fetched_at": "2026-08-28T04:09:11.053799+00:00", "kind": "readme", "missing": false, "url": "https://github.com/mdbloice/Augmentor"}, {"content_hash": "cbb8662d4b49d8175858c88432ee973d1fecbf4c1cbd422f2b7bc9822a6f8fbb", "fetched_at": "2026-08-29T08:57:01.835502+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/augmentor/json"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-29T18:02:02.023755+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "9a9278a16c98d9f34f97b2f69fd7ebf9cdc02f50166d25353576d46f8227d5c5", "fetched_at": "2026-08-28T04:09:11.053799+00:00", "kind": "readme", "missing": false, "url": "https://github.com/mdbloice/Augmentor"}, {"content_hash": "cbb8662d4b49d8175858c88432ee973d1fecbf4c1cbd422f2b7bc9822a6f8fbb", "fetched_at": "2026-08-29T08:57:01.835502+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/augmentor/json"}], "taxonomy_version": 1}}, "score": {"components": {"activity": 0, "longevity": 100, "rhythm": 35}, "computed_at": "2026-09-03T02:20:16.233290+00:00", "flags": ["no_releases"], "formula": "round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10)", "inputs": {"age_days": 3837, "days_push": 895, "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}}