{"adoption": {"forks": 185, "observed_at": "2026-08-28T04:06:02.719277+00:00", "stars": 1986}, "canonical_url": "https://ross.abutalabs.com/products/make-a-video-pytorch", "card": {"archived": false, "artifact_type": "library", "description": "Implementation of Make-A-Video, new SOTA text to video generator from Meta AI, in Pytorch", "domain": ["deep-learning", "machine-learning", "artificial-intelligence"], "enriched": true, "function": ["deep-learning", "machine-learning", "image-processing", "video-processing"], "health_score": 26, "homepage": null, "language": "Python", "license": "MIT", "license_family": "permissive", "maturity": "experimental", "member_repos": ["lucidrains/make-a-video-pytorch"], "name": "lucidrains/make-a-video-pytorch", "platform": ["python"], "pushed_at": "2024-05-03T17:34:14+00:00", "repo": "lucidrains/make-a-video-pytorch", "stars": 1986, "tags": ["text-to-video", "diffusion", "pytorch", "pseudo-3d-convolutions", "spatiotemporal-attention", "research-implementation", "generative-ai", "video"], "topics": ["artificial-intelligence", "attention-mechanisms", "deep-learning", "text-to-video", "axial-convolutions"], "urls": [], "use_cases": ["generate videos from text prompts", "implement text-to-video diffusion models in pytorch", "add temporal attention to a 2d unet", "pretrain on images then fine-tune for video generation", "use pseudo-3d convolutions for spatiotemporal modeling", "research frame interpolation for video synthesis"], "what_it_is": "A PyTorch library implementing Make-A-Video, Meta AI's text-to-video generation approach, built around pseudo-3d (axial) convolutions and spatiotemporal attention modules. It provides reusable building blocks (PseudoConv3d, SpatioTemporalAttention) that work on both video and image tensors so models can be pretrained on images and ported to video.", "when_to_avoid": ["you need a ready-to-use, fully trained text-to-video model", "you want a production video generation pipeline with inference tooling", "you need a maintained, stable implementation - the repo is marked work-in-progress"], "when_to_choose": ["you need the Make-A-Video architecture components in PyTorch", "you want to extend a text-to-image model to video generation", "you are doing research on spatiotemporal attention and axial convolutions"]}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/products/make-a-video-pytorch", "repo": "lucidrains/make-a-video-pytorch", "role": "main", "score": 23}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-08-28T04:06:02.719277+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-30T03:03:06.695124+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "b25a59e4b68299696ab469eb9e60961c8e6a7adb2f81c30a727bfeb6bf5ccac6", "fetched_at": "2026-08-28T04:06:02.719277+00:00", "kind": "readme", "missing": false, "url": "https://github.com/lucidrains/make-a-video-pytorch"}, {"content_hash": "571949cf91d163ca85215ea8fa3f2e8c971115065ffb8cae931ed376a461721b", "fetched_at": "2026-08-29T10:42:53.049598+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/make-a-video-pytorch/json"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-08-28T04:06:02.719277+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-30T03:03:06.695124+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "b25a59e4b68299696ab469eb9e60961c8e6a7adb2f81c30a727bfeb6bf5ccac6", "fetched_at": "2026-08-28T04:06:02.719277+00:00", "kind": "readme", "missing": false, "url": "https://github.com/lucidrains/make-a-video-pytorch"}, {"content_hash": "571949cf91d163ca85215ea8fa3f2e8c971115065ffb8cae931ed376a461721b", "fetched_at": "2026-08-29T10:42:53.049598+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/make-a-video-pytorch/json"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-30T03:03:06.695124+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "b25a59e4b68299696ab469eb9e60961c8e6a7adb2f81c30a727bfeb6bf5ccac6", "fetched_at": "2026-08-28T04:06:02.719277+00:00", "kind": "readme", "missing": false, "url": "https://github.com/lucidrains/make-a-video-pytorch"}, {"content_hash": "571949cf91d163ca85215ea8fa3f2e8c971115065ffb8cae931ed376a461721b", "fetched_at": "2026-08-29T10:42:53.049598+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/make-a-video-pytorch/json"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-08-28T04:06:02.719277+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-08-28T04:06:02.719277+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-08-28T04:06:02.719277+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-30T03:03:06.695124+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "b25a59e4b68299696ab469eb9e60961c8e6a7adb2f81c30a727bfeb6bf5ccac6", "fetched_at": "2026-08-28T04:06:02.719277+00:00", "kind": "readme", "missing": false, "url": "https://github.com/lucidrains/make-a-video-pytorch"}, {"content_hash": "571949cf91d163ca85215ea8fa3f2e8c971115065ffb8cae931ed376a461721b", "fetched_at": "2026-08-29T10:42:53.049598+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/make-a-video-pytorch/json"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-08-28T04:06:02.719277+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-08-28T04:06:02.719277+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-30T03:03:06.695124+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "b25a59e4b68299696ab469eb9e60961c8e6a7adb2f81c30a727bfeb6bf5ccac6", "fetched_at": "2026-08-28T04:06:02.719277+00:00", "kind": "readme", "missing": false, "url": "https://github.com/lucidrains/make-a-video-pytorch"}, {"content_hash": "571949cf91d163ca85215ea8fa3f2e8c971115065ffb8cae931ed376a461721b", "fetched_at": "2026-08-29T10:42:53.049598+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/make-a-video-pytorch/json"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-08-28T04:06:02.719277+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-08-28T04:06:02.719277+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-08-28T04:06:02.719277+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-30T03:03:06.695124+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "b25a59e4b68299696ab469eb9e60961c8e6a7adb2f81c30a727bfeb6bf5ccac6", "fetched_at": "2026-08-28T04:06:02.719277+00:00", "kind": "readme", "missing": false, "url": "https://github.com/lucidrains/make-a-video-pytorch"}, {"content_hash": "571949cf91d163ca85215ea8fa3f2e8c971115065ffb8cae931ed376a461721b", "fetched_at": "2026-08-29T10:42:53.049598+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/make-a-video-pytorch/json"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-08-28T04:06:02.719277+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-08-28T04:06:02.719277+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-30T03:03:06.695124+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "b25a59e4b68299696ab469eb9e60961c8e6a7adb2f81c30a727bfeb6bf5ccac6", "fetched_at": "2026-08-28T04:06:02.719277+00:00", "kind": "readme", "missing": false, "url": "https://github.com/lucidrains/make-a-video-pytorch"}, {"content_hash": "571949cf91d163ca85215ea8fa3f2e8c971115065ffb8cae931ed376a461721b", "fetched_at": "2026-08-29T10:42:53.049598+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/make-a-video-pytorch/json"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-30T03:03:06.695124+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "b25a59e4b68299696ab469eb9e60961c8e6a7adb2f81c30a727bfeb6bf5ccac6", "fetched_at": "2026-08-28T04:06:02.719277+00:00", "kind": "readme", "missing": false, "url": "https://github.com/lucidrains/make-a-video-pytorch"}, {"content_hash": "571949cf91d163ca85215ea8fa3f2e8c971115065ffb8cae931ed376a461721b", "fetched_at": "2026-08-29T10:42:53.049598+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/make-a-video-pytorch/json"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-30T03:03:06.695124+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "b25a59e4b68299696ab469eb9e60961c8e6a7adb2f81c30a727bfeb6bf5ccac6", "fetched_at": "2026-08-28T04:06:02.719277+00:00", "kind": "readme", "missing": false, "url": "https://github.com/lucidrains/make-a-video-pytorch"}, {"content_hash": "571949cf91d163ca85215ea8fa3f2e8c971115065ffb8cae931ed376a461721b", "fetched_at": "2026-08-29T10:42:53.049598+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/make-a-video-pytorch/json"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-30T03:03:06.695124+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "b25a59e4b68299696ab469eb9e60961c8e6a7adb2f81c30a727bfeb6bf5ccac6", "fetched_at": "2026-08-28T04:06:02.719277+00:00", "kind": "readme", "missing": false, "url": "https://github.com/lucidrains/make-a-video-pytorch"}, {"content_hash": "571949cf91d163ca85215ea8fa3f2e8c971115065ffb8cae931ed376a461721b", "fetched_at": "2026-08-29T10:42:53.049598+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/make-a-video-pytorch/json"}], "taxonomy_version": 1}}, "score": {"components": {"activity": 0, "longevity": 100, "rhythm": 8}, "computed_at": "2026-09-02T17:46:02.011165+00:00", "flags": [], "formula": "round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10)", "inputs": {"age_days": 1434, "days_push": 852, "days_rel": null, "gap_med": null, "n_releases_24m": 0}, "score": 23, "version": 2}, "staleness": {"enrichment_outdated": false, "low_confidence": false, "scrape_days": 9, "stale_scrape": false}}