{"adoption": {"forks": 33, "observed_at": "2026-08-28T04:03:41.558880+00:00", "stars": 1127}, "canonical_url": "https://ross.abutalabs.com/products/reloading", "card": {"archived": false, "artifact_type": "library", "description": "Change Python code while it's running without losing state", "domain": ["developer-tools", "deep-learning", "machine-learning"], "enriched": true, "function": ["developer-tools", "workflow-automation"], "health_score": 20, "homepage": null, "language": "Python", "license": "MIT", "license_family": "permissive", "maturity": "maintenance", "member_repos": ["julvo/reloading"], "name": "julvo/reloading", "platform": ["python", "cross-platform"], "pushed_at": "2024-06-15T18:50:01+00:00", "repo": "julvo/reloading", "stars": 1127, "tags": ["hot-reload", "live-coding", "training-loops", "decorator", "pytorch", "keras"], "topics": ["python", "pytorch", "utility", "interactive", "deep-learning", "hot-reloading", "hot-reload", "machine-learning", "keras"], "urls": [], "use_cases": ["edit training loop code without restarting a pytorch training run", "hot reload a python function while a long job is running", "add logging or statistics to a running training loop", "keep training state while changing model saving code", "create an endless loop whose body can be edited live"], "what_it_is": "A small Python library that reloads the source code of loops or functions on each iteration or invocation without losing runtime state. It is primarily used to edit code while long-running deep learning training jobs are in progress.", "when_to_avoid": ["you need full module or web app hot reloading", "your loop is extremely tight and reload overhead matters", "you need to reload code outside loop bodies or decorated functions"], "when_to_choose": ["you run long deep learning training loops and want to tweak code mid-run", "you want live-editable loop bodies or functions with state preserved"]}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/products/reloading", "repo": "julvo/reloading", "role": "main", "score": 23}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-08-28T04:03:41.558880+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-30T06:38:48.027619+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "f7d4b384495a7619dec0352c5e0b5df8741ebe9a200c33f7bfeed63a0109f302", "fetched_at": "2026-08-28T04:03:41.558880+00:00", "kind": "readme", "missing": false, "url": "https://github.com/julvo/reloading"}, {"content_hash": "a1328ea84a8ac7c5aa4cf07a193c26492c0a83da1f5b7fde5b37a7c880e3a9e2", "fetched_at": "2026-08-29T12:43:25.701229+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/reloading/json"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-08-28T04:03:41.558880+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-30T06:38:48.027619+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "f7d4b384495a7619dec0352c5e0b5df8741ebe9a200c33f7bfeed63a0109f302", "fetched_at": "2026-08-28T04:03:41.558880+00:00", "kind": "readme", "missing": false, "url": "https://github.com/julvo/reloading"}, {"content_hash": "a1328ea84a8ac7c5aa4cf07a193c26492c0a83da1f5b7fde5b37a7c880e3a9e2", "fetched_at": "2026-08-29T12:43:25.701229+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/reloading/json"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-30T06:38:48.027619+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "f7d4b384495a7619dec0352c5e0b5df8741ebe9a200c33f7bfeed63a0109f302", "fetched_at": "2026-08-28T04:03:41.558880+00:00", "kind": "readme", "missing": false, "url": "https://github.com/julvo/reloading"}, {"content_hash": "a1328ea84a8ac7c5aa4cf07a193c26492c0a83da1f5b7fde5b37a7c880e3a9e2", "fetched_at": "2026-08-29T12:43:25.701229+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/reloading/json"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-08-28T04:03:41.558880+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-08-28T04:03:41.558880+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-08-28T04:03:41.558880+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-30T06:38:48.027619+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "f7d4b384495a7619dec0352c5e0b5df8741ebe9a200c33f7bfeed63a0109f302", "fetched_at": "2026-08-28T04:03:41.558880+00:00", "kind": "readme", "missing": false, "url": "https://github.com/julvo/reloading"}, {"content_hash": "a1328ea84a8ac7c5aa4cf07a193c26492c0a83da1f5b7fde5b37a7c880e3a9e2", "fetched_at": "2026-08-29T12:43:25.701229+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/reloading/json"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-08-28T04:03:41.558880+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-08-28T04:03:41.558880+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-30T06:38:48.027619+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "f7d4b384495a7619dec0352c5e0b5df8741ebe9a200c33f7bfeed63a0109f302", "fetched_at": "2026-08-28T04:03:41.558880+00:00", "kind": "readme", "missing": false, "url": "https://github.com/julvo/reloading"}, {"content_hash": "a1328ea84a8ac7c5aa4cf07a193c26492c0a83da1f5b7fde5b37a7c880e3a9e2", "fetched_at": "2026-08-29T12:43:25.701229+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/reloading/json"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-08-28T04:03:41.558880+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-08-28T04:03:41.558880+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-08-28T04:03:41.558880+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-30T06:38:48.027619+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "f7d4b384495a7619dec0352c5e0b5df8741ebe9a200c33f7bfeed63a0109f302", "fetched_at": "2026-08-28T04:03:41.558880+00:00", "kind": "readme", "missing": false, "url": "https://github.com/julvo/reloading"}, {"content_hash": "a1328ea84a8ac7c5aa4cf07a193c26492c0a83da1f5b7fde5b37a7c880e3a9e2", "fetched_at": "2026-08-29T12:43:25.701229+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/reloading/json"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-08-28T04:03:41.558880+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-08-28T04:03:41.558880+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-30T06:38:48.027619+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "f7d4b384495a7619dec0352c5e0b5df8741ebe9a200c33f7bfeed63a0109f302", "fetched_at": "2026-08-28T04:03:41.558880+00:00", "kind": "readme", "missing": false, "url": "https://github.com/julvo/reloading"}, {"content_hash": "a1328ea84a8ac7c5aa4cf07a193c26492c0a83da1f5b7fde5b37a7c880e3a9e2", "fetched_at": "2026-08-29T12:43:25.701229+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/reloading/json"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-30T06:38:48.027619+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "f7d4b384495a7619dec0352c5e0b5df8741ebe9a200c33f7bfeed63a0109f302", "fetched_at": "2026-08-28T04:03:41.558880+00:00", "kind": "readme", "missing": false, "url": "https://github.com/julvo/reloading"}, {"content_hash": "a1328ea84a8ac7c5aa4cf07a193c26492c0a83da1f5b7fde5b37a7c880e3a9e2", "fetched_at": "2026-08-29T12:43:25.701229+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/reloading/json"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-30T06:38:48.027619+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "f7d4b384495a7619dec0352c5e0b5df8741ebe9a200c33f7bfeed63a0109f302", "fetched_at": "2026-08-28T04:03:41.558880+00:00", "kind": "readme", "missing": false, "url": "https://github.com/julvo/reloading"}, {"content_hash": "a1328ea84a8ac7c5aa4cf07a193c26492c0a83da1f5b7fde5b37a7c880e3a9e2", "fetched_at": "2026-08-29T12:43:25.701229+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/reloading/json"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-30T06:38:48.027619+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "f7d4b384495a7619dec0352c5e0b5df8741ebe9a200c33f7bfeed63a0109f302", "fetched_at": "2026-08-28T04:03:41.558880+00:00", "kind": "readme", "missing": false, "url": "https://github.com/julvo/reloading"}, {"content_hash": "a1328ea84a8ac7c5aa4cf07a193c26492c0a83da1f5b7fde5b37a7c880e3a9e2", "fetched_at": "2026-08-29T12:43:25.701229+00:00", "kind": "registry_pypi", "missing": false, "url": "https://pypi.org/pypi/reloading/json"}], "taxonomy_version": 1}}, "score": {"components": {"activity": 0, "longevity": 100, "rhythm": 8}, "computed_at": "2026-09-03T02:20:16.233290+00:00", "flags": [], "formula": "round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10)", "inputs": {"age_days": 2609, "days_push": 809, "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}}