{"adoption": {"forks": 311, "observed_at": "2026-08-28T04:09:09.626958+00:00", "stars": 5089}, "canonical_url": "https://ross.abutalabs.com/products/augly", "card": {"archived": false, "artifact_type": "library", "description": "A data augmentations library for audio, image, text, and video.", "domain": ["machine-learning", "deep-learning", "computer-vision", "data-science"], "enriched": true, "function": ["machine-learning", "image-processing", "audio-processing", "video-processing", "nlp", "data-generation"], "health_score": 80, "homepage": "https://ai.facebook.com/blog/augly-a-new-data-augmentation-library-to-help-build-more-robust-ai-models/", "language": "Python", "license": "NOASSERTION", "license_family": "other", "maturity": "stable", "member_repos": ["facebookresearch/AugLy"], "name": "facebookresearch/AugLy", "platform": ["python", "cross-platform"], "pushed_at": "2026-08-24T22:44:10+00:00", "repo": "facebookresearch/AugLy", "stars": 5089, "tags": ["data-augmentation", "multimodal", "robustness-evaluation", "meta-ai", "meme-transforms", "copy-detection", "natural-language-processing", "audio", "video"], "topics": [], "urls": [], "use_cases": ["augment training data for image classification models", "evaluate model robustness against real-world content modifications", "generate meme-like and screenshot transforms for copy detection research", "augment text data for hate speech detection models", "apply multimodal augmentations combining text, image, audio, and video", "simulate social media reposting effects on media"], "what_it_is": "AugLy is a Python data augmentation library from Meta AI supporting audio, image, text, and video with over 100 augmentations. It focuses on real-world 'internet user' transforms like memes, emoji overlays, and screenshots, useful for training robust models and evaluating robustness gaps.", "when_to_avoid": ["you only need basic standard augmentations available in your deep learning framework", "you work outside Python", "you need GPU-accelerated batch augmentation pipelines at scale", "you need a GUI-based augmentation tool"], "when_to_choose": ["you need augmentations across multiple modalities in one unified API", "you want internet-platform-style transforms like emoji overlays and screenshots", "you are researching copy detection, copyright infringement, or content moderation robustness", "you need metadata about applied transforms including intensity"]}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/products/augly", "repo": "facebookresearch/AugLy", "role": "main", "score": 67}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-08-28T04:09:09.626958+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-29T18:02:32.365167+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "4cb8e1b32d7989d3126af6ab7bcf939e5ed11f684bb2e1b46c8563f0320a1b87", "fetched_at": "2026-08-28T04:09:09.626958+00:00", "kind": "readme", "missing": false, "url": "https://github.com/facebookresearch/AugLy"}, {"content_hash": "0f2384d143147c68dcecec8cb664343cc527944d6923cde7e056efe255b20186", "fetched_at": "2026-08-29T08:57:22.667392+00:00", "kind": "homepage", "missing": false, "url": "https://ai.facebook.com/blog/augly-a-new-data-augmentation-library-to-help-build-more-robust-ai-models/"}, {"content_hash": "57bc8d6b3c64ec635487258b8d26bfc8699dea1e5e78f7c12200620f161b7d4e", "fetched_at": "2026-08-29T08:57:22.699605+00:00", "kind": "site_page", "missing": false, "url": "https://ai.meta.com/about"}, {"content_hash": "44593767a4489ad833ea1ec120fccd7269ad51cf4abf86c6782f137baadfef34", "fetched_at": "2026-08-29T08:57:22.752615+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/augly/json"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-08-28T04:09:09.626958+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-29T18:02:32.365167+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "4cb8e1b32d7989d3126af6ab7bcf939e5ed11f684bb2e1b46c8563f0320a1b87", "fetched_at": "2026-08-28T04:09:09.626958+00:00", "kind": "readme", "missing": false, "url": "https://github.com/facebookresearch/AugLy"}, {"content_hash": "0f2384d143147c68dcecec8cb664343cc527944d6923cde7e056efe255b20186", "fetched_at": "2026-08-29T08:57:22.667392+00:00", "kind": "homepage", "missing": false, "url": "https://ai.facebook.com/blog/augly-a-new-data-augmentation-library-to-help-build-more-robust-ai-models/"}, {"content_hash": "57bc8d6b3c64ec635487258b8d26bfc8699dea1e5e78f7c12200620f161b7d4e", "fetched_at": "2026-08-29T08:57:22.699605+00:00", "kind": "site_page", "missing": false, "url": "https://ai.meta.com/about"}, {"content_hash": "44593767a4489ad833ea1ec120fccd7269ad51cf4abf86c6782f137baadfef34", "fetched_at": "2026-08-29T08:57:22.752615+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/augly/json"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-29T18:02:32.365167+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "4cb8e1b32d7989d3126af6ab7bcf939e5ed11f684bb2e1b46c8563f0320a1b87", "fetched_at": "2026-08-28T04:09:09.626958+00:00", "kind": "readme", "missing": false, "url": "https://github.com/facebookresearch/AugLy"}, {"content_hash": "0f2384d143147c68dcecec8cb664343cc527944d6923cde7e056efe255b20186", "fetched_at": "2026-08-29T08:57:22.667392+00:00", "kind": "homepage", "missing": false, "url": "https://ai.facebook.com/blog/augly-a-new-data-augmentation-library-to-help-build-more-robust-ai-models/"}, {"content_hash": "57bc8d6b3c64ec635487258b8d26bfc8699dea1e5e78f7c12200620f161b7d4e", "fetched_at": "2026-08-29T08:57:22.699605+00:00", "kind": "site_page", "missing": false, "url": "https://ai.meta.com/about"}, {"content_hash": "44593767a4489ad833ea1ec120fccd7269ad51cf4abf86c6782f137baadfef34", "fetched_at": "2026-08-29T08:57:22.752615+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/augly/json"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-08-28T04:09:09.626958+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-08-28T04:09:09.626958+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-08-28T04:09:09.626958+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-29T18:02:32.365167+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "4cb8e1b32d7989d3126af6ab7bcf939e5ed11f684bb2e1b46c8563f0320a1b87", "fetched_at": "2026-08-28T04:09:09.626958+00:00", "kind": "readme", "missing": false, "url": "https://github.com/facebookresearch/AugLy"}, {"content_hash": "0f2384d143147c68dcecec8cb664343cc527944d6923cde7e056efe255b20186", "fetched_at": "2026-08-29T08:57:22.667392+00:00", "kind": "homepage", "missing": false, "url": "https://ai.facebook.com/blog/augly-a-new-data-augmentation-library-to-help-build-more-robust-ai-models/"}, {"content_hash": "57bc8d6b3c64ec635487258b8d26bfc8699dea1e5e78f7c12200620f161b7d4e", "fetched_at": "2026-08-29T08:57:22.699605+00:00", "kind": "site_page", "missing": false, "url": "https://ai.meta.com/about"}, {"content_hash": "44593767a4489ad833ea1ec120fccd7269ad51cf4abf86c6782f137baadfef34", "fetched_at": "2026-08-29T08:57:22.752615+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/augly/json"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-08-28T04:09:09.626958+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-08-28T04:09:09.626958+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-29T18:02:32.365167+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "4cb8e1b32d7989d3126af6ab7bcf939e5ed11f684bb2e1b46c8563f0320a1b87", "fetched_at": "2026-08-28T04:09:09.626958+00:00", "kind": "readme", "missing": false, "url": "https://github.com/facebookresearch/AugLy"}, {"content_hash": "0f2384d143147c68dcecec8cb664343cc527944d6923cde7e056efe255b20186", "fetched_at": "2026-08-29T08:57:22.667392+00:00", "kind": "homepage", "missing": false, "url": "https://ai.facebook.com/blog/augly-a-new-data-augmentation-library-to-help-build-more-robust-ai-models/"}, {"content_hash": "57bc8d6b3c64ec635487258b8d26bfc8699dea1e5e78f7c12200620f161b7d4e", "fetched_at": "2026-08-29T08:57:22.699605+00:00", "kind": "site_page", "missing": false, "url": "https://ai.meta.com/about"}, {"content_hash": "44593767a4489ad833ea1ec120fccd7269ad51cf4abf86c6782f137baadfef34", "fetched_at": "2026-08-29T08:57:22.752615+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/augly/json"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-08-28T04:09:09.626958+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-08-28T04:09:09.626958+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-08-28T04:09:09.626958+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-29T18:02:32.365167+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "4cb8e1b32d7989d3126af6ab7bcf939e5ed11f684bb2e1b46c8563f0320a1b87", "fetched_at": "2026-08-28T04:09:09.626958+00:00", "kind": "readme", "missing": false, "url": "https://github.com/facebookresearch/AugLy"}, {"content_hash": "0f2384d143147c68dcecec8cb664343cc527944d6923cde7e056efe255b20186", "fetched_at": "2026-08-29T08:57:22.667392+00:00", "kind": "homepage", "missing": false, "url": "https://ai.facebook.com/blog/augly-a-new-data-augmentation-library-to-help-build-more-robust-ai-models/"}, {"content_hash": "57bc8d6b3c64ec635487258b8d26bfc8699dea1e5e78f7c12200620f161b7d4e", "fetched_at": "2026-08-29T08:57:22.699605+00:00", "kind": "site_page", "missing": false, "url": "https://ai.meta.com/about"}, {"content_hash": "44593767a4489ad833ea1ec120fccd7269ad51cf4abf86c6782f137baadfef34", "fetched_at": "2026-08-29T08:57:22.752615+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/augly/json"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-08-28T04:09:09.626958+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-08-28T04:09:09.626958+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-29T18:02:32.365167+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "4cb8e1b32d7989d3126af6ab7bcf939e5ed11f684bb2e1b46c8563f0320a1b87", "fetched_at": "2026-08-28T04:09:09.626958+00:00", "kind": "readme", "missing": false, "url": "https://github.com/facebookresearch/AugLy"}, {"content_hash": "0f2384d143147c68dcecec8cb664343cc527944d6923cde7e056efe255b20186", "fetched_at": "2026-08-29T08:57:22.667392+00:00", "kind": "homepage", "missing": false, "url": "https://ai.facebook.com/blog/augly-a-new-data-augmentation-library-to-help-build-more-robust-ai-models/"}, {"content_hash": "57bc8d6b3c64ec635487258b8d26bfc8699dea1e5e78f7c12200620f161b7d4e", "fetched_at": "2026-08-29T08:57:22.699605+00:00", "kind": "site_page", "missing": false, "url": "https://ai.meta.com/about"}, {"content_hash": "44593767a4489ad833ea1ec120fccd7269ad51cf4abf86c6782f137baadfef34", "fetched_at": "2026-08-29T08:57:22.752615+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/augly/json"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-29T18:02:32.365167+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "4cb8e1b32d7989d3126af6ab7bcf939e5ed11f684bb2e1b46c8563f0320a1b87", "fetched_at": "2026-08-28T04:09:09.626958+00:00", "kind": "readme", "missing": false, "url": "https://github.com/facebookresearch/AugLy"}, {"content_hash": "0f2384d143147c68dcecec8cb664343cc527944d6923cde7e056efe255b20186", "fetched_at": "2026-08-29T08:57:22.667392+00:00", "kind": "homepage", "missing": false, "url": "https://ai.facebook.com/blog/augly-a-new-data-augmentation-library-to-help-build-more-robust-ai-models/"}, {"content_hash": "57bc8d6b3c64ec635487258b8d26bfc8699dea1e5e78f7c12200620f161b7d4e", "fetched_at": "2026-08-29T08:57:22.699605+00:00", "kind": "site_page", "missing": false, "url": "https://ai.meta.com/about"}, {"content_hash": "44593767a4489ad833ea1ec120fccd7269ad51cf4abf86c6782f137baadfef34", "fetched_at": "2026-08-29T08:57:22.752615+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/augly/json"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-29T18:02:32.365167+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "4cb8e1b32d7989d3126af6ab7bcf939e5ed11f684bb2e1b46c8563f0320a1b87", "fetched_at": "2026-08-28T04:09:09.626958+00:00", "kind": "readme", "missing": false, "url": "https://github.com/facebookresearch/AugLy"}, {"content_hash": "0f2384d143147c68dcecec8cb664343cc527944d6923cde7e056efe255b20186", "fetched_at": "2026-08-29T08:57:22.667392+00:00", "kind": "homepage", "missing": false, "url": "https://ai.facebook.com/blog/augly-a-new-data-augmentation-library-to-help-build-more-robust-ai-models/"}, {"content_hash": "57bc8d6b3c64ec635487258b8d26bfc8699dea1e5e78f7c12200620f161b7d4e", "fetched_at": "2026-08-29T08:57:22.699605+00:00", "kind": "site_page", "missing": false, "url": "https://ai.meta.com/about"}, {"content_hash": "44593767a4489ad833ea1ec120fccd7269ad51cf4abf86c6782f137baadfef34", "fetched_at": "2026-08-29T08:57:22.752615+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/augly/json"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-29T18:02:32.365167+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "4cb8e1b32d7989d3126af6ab7bcf939e5ed11f684bb2e1b46c8563f0320a1b87", "fetched_at": "2026-08-28T04:09:09.626958+00:00", "kind": "readme", "missing": false, "url": "https://github.com/facebookresearch/AugLy"}, {"content_hash": "0f2384d143147c68dcecec8cb664343cc527944d6923cde7e056efe255b20186", "fetched_at": "2026-08-29T08:57:22.667392+00:00", "kind": "homepage", "missing": false, "url": "https://ai.facebook.com/blog/augly-a-new-data-augmentation-library-to-help-build-more-robust-ai-models/"}, {"content_hash": "57bc8d6b3c64ec635487258b8d26bfc8699dea1e5e78f7c12200620f161b7d4e", "fetched_at": "2026-08-29T08:57:22.699605+00:00", "kind": "site_page", "missing": false, "url": "https://ai.meta.com/about"}, {"content_hash": "44593767a4489ad833ea1ec120fccd7269ad51cf4abf86c6782f137baadfef34", "fetched_at": "2026-08-29T08:57:22.752615+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/augly/json"}], "taxonomy_version": 1}}, "score": {"components": {"activity": 99, "longevity": 100, "rhythm": 8}, "computed_at": "2026-09-03T02:20:16.233290+00:00", "flags": ["no_license"], "formula": "round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10)", "inputs": {"age_days": 1911, "days_push": 9, "days_rel": null, "gap_med": null, "n_releases_24m": 0}, "score": 67, "version": 2}, "staleness": {"enrichment_outdated": false, "low_confidence": false, "scrape_days": 9, "stale_scrape": false}}