{"source":"https://contributable.vercel.app","licence":"CC BY 4.0","methodology":"https://contributable.vercel.app/methodology","v":2,"owner":"sktime","name":"pytorch-forecasting","updatedAt":"2026-10-11T05:44:32.153Z","coveredSince":"2025-10-04T17:44:20.356Z","facts":{"owner":"sktime","name":"pytorch-forecasting","description":"Time series forecasting with PyTorch","stars":5000,"forks":924,"archived":false,"isFork":false,"license":"MIT","defaultBranch":"main","pushedAt":"2026-10-09T11:35:14Z","createdAt":"2020-07-03T13:05:24Z","topics":["pytorch","forecasting","gpu","uncertainty","timeseries-forecasting","pytorch-lightning","deep-learning","neural-networks","timeseries","machine-learning","pandas","python","ai","data-science","temporal","artificial-intelligence","hacktoberfest"],"languages":{"Python":1733186,"Shell":311},"frameworks":["Matplotlib","NumPy","pandas","pytest","PyTorch","scikit-learn","SciPy"],"commits90d":35,"releases365d":4,"lastReleaseAt":"2026-06-24T16:42:23Z","gettingStarted":{"contributing":true,"codeOfConduct":true,"issueTemplates":true,"devcontainer":false,"cla":"none","channels":[{"kind":"discord","url":"https://discord.com/invite/54ACzaFsn7"}],"policy":null}},"metrics":{"computedAt":"2026-10-11T05:44:32.153Z","outsidePulls":{"cohort":{"n":52,"merged":6,"closedUnmerged":4,"open":42,"mergeRate":0.6,"openShare":0.8076923076923077,"evidence":{"merged":[2418,2412,2387,2386,2355,2352],"closedUnmerged":[2416,2411,2344,2334],"open":[2422,2419,2415,2414,2413,2408,2405,2404,2402,2401,2397,2396,2393,2392,2391,2385,2383,2382,2381,2379]}},"firstTimers":{"n":28,"merged":4,"closedUnmerged":3,"open":21,"mergeRate":0.5714285714285714,"openShare":0.75,"evidence":{"merged":[2412,2387,2386,2352],"closedUnmerged":[2411,2344,2334],"open":[2422,2419,2415,2408,2404,2401,2397,2396,2393,2391,2385,2381,2379,2378,2362,2361,2342,2341,2337,2326]}},"year":{"n":211,"merged":48,"closedUnmerged":26,"open":137,"mergeRate":0.6486486486486487,"openShare":0.6492890995260664,"evidence":{"merged":[2418,2412,2387,2386,2355,2352,2300,2285,2276,2275,2257,2249,2248,2243,2239,2236,2228,2205,2202,2199],"closedUnmerged":[2416,2411,2344,2334,2247,2240,2226,2225,2222,2219,2203,2201,2173,2163,2144,2106,2095,2094,2086,2085],"open":[2422,2419,2415,2414,2413,2408,2405,2404,2402,2401,2397,2396,2393,2392,2391,2385,2383,2382,2381,2379]}}},"pullFirstResponse":{"n":52,"answered":32,"waiting":20,"medianHours":85.88083333333333,"p75Hours":null,"within48h":0.3846153846153849,"within7d":0.5384615384615385,"curve":[{"hours":0.46444444444444444,"waiting":0.9807692307692307},{"hours":1.6497222222222223,"waiting":0.9615384615384615},{"hours":5.486944444444444,"waiting":0.9423076923076922},{"hours":7.664166666666667,"waiting":0.9230769230769229},{"hours":10.148888888888889,"waiting":0.9038461538461536},{"hours":13.36138888888889,"waiting":0.8846153846153844},{"hours":14.069722222222222,"waiting":0.8653846153846152},{"hours":21.47833333333333,"waiting":0.8461538461538459},{"hours":23.0075,"waiting":0.8269230769230768},{"hours":23.029722222222222,"waiting":0.8076923076923075},{"hours":25.479166666666668,"waiting":0.7884615384615382},{"hours":26.39138888888889,"waiting":0.7692307692307689},{"hours":30.017222222222223,"waiting":0.7499999999999997},{"hours":30.38888888888889,"waiting":0.7307692307692304},{"hours":31.69972222222222,"waiting":0.7115384615384612},{"hours":37.386944444444445,"waiting":0.6923076923076921},{"hours":40.22527777777778,"waiting":0.6730769230769228},{"hours":42.11472222222222,"waiting":0.6538461538461535},{"hours":45.36666666666667,"waiting":0.6346153846153842},{"hours":46.07222222222222,"waiting":0.6153846153846151},{"hours":48.295,"waiting":0.5961538461538458},{"hours":53.452777777777776,"waiting":0.5769230769230766},{"hours":71.76666666666667,"waiting":0.5576923076923075},{"hours":71.9563888888889,"waiting":0.5384615384615383},{"hours":75.25777777777778,"waiting":0.5192307692307692},{"hours":85.88083333333333,"waiting":0.49999999999999994},{"hours":95.42888888888889,"waiting":0.4807692307692307},{"hours":106.16277777777778,"waiting":0.46153846153846145},{"hours":316.32472222222225,"waiting":0.44230769230769224},{"hours":617.4575,"waiting":0.423076923076923},{"hours":638.5813888888889,"waiting":0.4038461538461538},{"hours":1225.4563888888888,"waiting":0.36346153846153845}],"evidence":{"answered":[2418,2415,2413,2412,2408,2397,2393,2391,2387,2386,2385,2383,2382,2379,2378,2375,2371,2368,2366,2365],"waiting":[2422,2419,2416,2414,2411,2405,2404,2402,2401,2396,2392,2381,2362,2361,2344,2342,2341,2326,2321,2311]}},"timeToMerge":{"n":52,"merged":6,"medianHours":null,"evidence":[2418,2412,2387,2386,2355,2352]},"issueFirstResponse":{"n":28,"answered":18,"waiting":10,"medianHours":436.1661111111111,"p75Hours":null,"within48h":0.3214285714285714,"within7d":0.4285714285714285,"curve":[{"hours":0.2025,"waiting":0.9642857142857143},{"hours":1.9630555555555556,"waiting":0.9285714285714286},{"hours":2.448888888888889,"waiting":0.8928571428571429},{"hours":5.4325,"waiting":0.8571428571428572},{"hours":14.32611111111111,"waiting":0.8214285714285715},{"hours":21.11138888888889,"waiting":0.7857142857142858},{"hours":25.593888888888888,"waiting":0.7500000000000001},{"hours":25.952222222222222,"waiting":0.7142857142857143},{"hours":41.94611111111111,"waiting":0.6785714285714286},{"hours":104.38083333333333,"waiting":0.6428571428571429},{"hours":124.9225,"waiting":0.6071428571428572},{"hours":131.91833333333332,"waiting":0.5714285714285715},{"hours":326.09194444444444,"waiting":0.5357142857142858},{"hours":436.1661111111111,"waiting":0.5000000000000001},{"hours":460.87166666666667,"waiting":0.4642857142857144},{"hours":504.30333333333334,"waiting":0.4285714285714287},{"hours":524.3380555555556,"waiting":0.39285714285714296},{"hours":1138.3547222222223,"waiting":0.3492063492063493}],"evidence":{"answered":[2417,2407,2403,2389,2384,2380,2377,2372,2364,2360,2354,2353,2347,2338,2333,2330,2328,2314],"waiting":[2406,2399,2390,2388,2367,2359,2358,2339,2336,2332]}},"starter":{"counts":{"available":1,"claimed":0,"in-progress":15,"stale":0},"helpWantedAvailable":0,"issues":[{"n":2377,"title":"[DOC] Add usage examples to all models in v1 and v2","state":"in-progress","label":"beginner","createdAt":"2026-08-09T10:00:39Z","updatedAt":"2026-09-06T13:26:04Z"},{"n":2364,"title":"[DOC] replace `conda` as recommended env manager with `uv` and/or `venv`","state":"in-progress","label":"beginner","createdAt":"2026-08-01T07:32:44Z","updatedAt":"2026-08-01T16:29:50Z"},{"n":2360,"title":"[BUG] `y` not being normalized when using `EncoderNormalizer` in `EncoderDecoderDataModule`","state":"in-progress","label":"beginner","createdAt":"2026-07-29T19:27:17Z","updatedAt":"2026-10-09T00:50:05Z"},{"n":2354,"title":"[DOC] Add more tutorials for v2","state":"available","label":"beginner","createdAt":"2026-07-25T19:54:29Z","updatedAt":"2026-08-12T19:58:19Z"},{"n":2353,"title":"[DOC] Update `tslib` tutorial for v2","state":"in-progress","label":"beginner","createdAt":"2026-07-25T19:52:28Z","updatedAt":"2026-07-30T15:04:49Z"},{"n":2305,"title":"[ENH] Add FAQ's section for v2","state":"in-progress","label":"beginner","createdAt":"2026-06-08T11:00:48Z","updatedAt":"2026-08-04T16:44:02Z"},{"n":2301,"title":"[ENH] Add a developer's Guide","state":"in-progress","label":"beginner","createdAt":"2026-06-02T08:31:31Z","updatedAt":"2026-06-08T14:12:25Z"},{"n":2067,"title":"[ENH] Add v2 interface support for PatchTST","state":"in-progress","label":"beginner","createdAt":"2026-02-20T13:01:49Z","updatedAt":"2026-04-01T07:08:00Z"},{"n":2066,"title":"[DOC] Migrate the documentation to numpydocstyle","state":"in-progress","label":"beginner","createdAt":"2026-02-20T13:00:08Z","updatedAt":"2026-03-31T17:35:37Z"},{"n":2059,"title":"[ENH] Add v2 interface support for N-HiTS","state":"in-progress","label":"beginner","createdAt":"2026-02-20T06:20:09Z","updatedAt":"2026-03-16T10:46:48Z"},{"n":2004,"title":"[ENH] Add Autoformer model","state":"in-progress","label":"beginner","createdAt":"2025-12-04T15:01:39Z","updatedAt":"2026-06-03T07:53:20Z"},{"n":1992,"title":"[ENH] Wishlist of forecasters and integrations","state":"in-progress","label":"beginner","createdAt":"2025-11-27T14:25:58Z","updatedAt":"2026-10-01T06:46:16Z"},{"n":1938,"title":"[ENH] Implementation of DUET","state":"in-progress","label":"beginner","createdAt":"2025-08-06T15:51:12Z","updatedAt":"2026-06-25T13:18:03Z"},{"n":1935,"title":"[ENH] cleaner API reference","state":"in-progress","label":"beginner","createdAt":"2025-07-31T15:02:30Z","updatedAt":"2026-02-22T11:26:09Z"},{"n":1582,"title":"[ENH] implement LSTM model, and migrate `LSTMmodel` from notebook to main code base","state":"in-progress","label":"beginner","createdAt":"2024-06-18T16:36:26Z","updatedAt":"2026-01-13T18:33:00Z"},{"n":1548,"title":"[DOC] How does one initialise a network without `from_dataset`?","state":"in-progress","label":"beginner","createdAt":"2024-03-21T18:50:41Z","updatedAt":"2025-05-19T05:47:41Z"},{"n":571,"title":"[QUESTION] Custom Loss flow on Nbeats","state":"in-progress","label":"help-wanted","createdAt":"2021-06-18T12:13:04Z","updatedAt":"2021-09-29T02:19:39Z"},{"n":340,"title":"Iterating through DataLoaders prior to training affects results","state":"in-progress","label":"help-wanted","createdAt":"2021-02-13T16:36:05Z","updatedAt":"2021-03-01T07:23:40Z"}]},"responseWindow":{"hours":[0,0,0,0,0,3,3,2,2,1,13,7,1,6,1,4,0,1,2,6,1,0,3,0,0,0,3,0,0,0,7,1,6,0,1,3,1,0,6,1,1,1,0,0,0,0,0,0,0,0,1,0,0,0,0,1,0,4,2,1,0,0,1,10,1,0,6,0,1,0,0,0,0,0,4,0,0,0,1,5,1,0,5,2,0,3,6,0,0,1,4,0,0,0,0,0,0,0,0,0,1,1,1,0,1,0,0,2,1,0,0,3,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,3,0,1,4,5,0,0,0,2,5,0,6,7,1,0,0,0,0,0,0,0,0,0,0,3,0,1,1,1,4,8,13,0,0,0,0,5,0,0,0,0],"people":5,"replies":230},"activeMaintainers":5},"series":[{"week":"2025-10-12","opened":1,"merged":0,"answered7d":0,"activity":2},{"week":"2025-10-19","opened":0,"merged":0,"answered7d":0,"activity":7},{"week":"2025-10-26","opened":2,"merged":2,"answered7d":1,"activity":6},{"week":"2025-11-02","opened":0,"merged":0,"answered7d":0,"activity":7},{"week":"2025-11-09","opened":0,"merged":0,"answered7d":0,"activity":0},{"week":"2025-11-16","opened":0,"merged":0,"answered7d":0,"activity":2},{"week":"2025-11-23","opened":1,"merged":0,"answered7d":1,"activity":1},{"week":"2025-11-30","opened":3,"merged":1,"answered7d":1,"activity":13},{"week":"2025-12-07","opened":0,"merged":0,"answered7d":0,"activity":10},{"week":"2025-12-14","opened":3,"merged":2,"answered7d":3,"activity":21},{"week":"2025-12-21","opened":0,"merged":0,"answered7d":0,"activity":0},{"week":"2025-12-28","opened":0,"merged":0,"answered7d":0,"activity":5},{"week":"2026-01-04","opened":0,"merged":0,"answered7d":0,"activity":6},{"week":"2026-01-11","opened":4,"merged":0,"answered7d":0,"activity":14},{"week":"2026-01-18","opened":2,"merged":1,"answered7d":2,"activity":15},{"week":"2026-01-25","opened":4,"merged":1,"answered7d":4,"activity":10},{"week":"2026-02-01","opened":2,"merged":1,"answered7d":1,"activity":29},{"week":"2026-02-08","opened":1,"merged":0,"answered7d":0,"activity":8},{"week":"2026-02-15","opened":13,"merged":3,"answered7d":6,"activity":39},{"week":"2026-02-22","opened":20,"merged":5,"answered7d":13,"activity":36},{"week":"2026-03-01","opened":25,"merged":3,"answered7d":14,"activity":59},{"week":"2026-03-08","opened":24,"merged":8,"answered7d":13,"activity":45},{"week":"2026-03-15","opened":18,"merged":4,"answered7d":7,"activity":47},{"week":"2026-03-22","opened":11,"merged":3,"answered7d":7,"activity":43},{"week":"2026-03-29","opened":7,"merged":3,"answered7d":2,"activity":28},{"week":"2026-04-05","opened":0,"merged":0,"answered7d":0,"activity":8},{"week":"2026-04-12","opened":5,"merged":1,"answered7d":2,"activity":10},{"week":"2026-04-19","opened":3,"merged":2,"answered7d":0,"activity":15},{"week":"2026-04-26","opened":0,"merged":0,"answered7d":0,"activity":1},{"week":"2026-05-03","opened":0,"merged":0,"answered7d":0,"activity":8},{"week":"2026-05-10","opened":2,"merged":0,"answered7d":1,"activity":10},{"week":"2026-05-17","opened":4,"merged":1,"answered7d":4,"activity":25},{"week":"2026-05-24","opened":0,"merged":0,"answered7d":0,"activity":15},{"week":"2026-05-31","opened":2,"merged":1,"answered7d":2,"activity":30},{"week":"2026-06-07","opened":3,"merged":0,"answered7d":1,"activity":11},{"week":"2026-06-14","opened":4,"merged":0,"answered7d":2,"activity":34},{"week":"2026-06-21","opened":1,"merged":0,"answered7d":0,"activity":28},{"week":"2026-06-28","opened":1,"merged":0,"answered7d":1,"activity":30},{"week":"2026-07-05","opened":2,"merged":0,"answered7d":1,"activity":12},{"week":"2026-07-12","opened":5,"merged":0,"answered7d":1,"activity":18},{"week":"2026-07-19","opened":4,"merged":2,"answered7d":4,"activity":24},{"week":"2026-07-26","opened":4,"merged":0,"answered7d":2,"activity":44},{"week":"2026-08-02","opened":3,"merged":0,"answered7d":3,"activity":24},{"week":"2026-08-09","opened":2,"merged":0,"answered7d":2,"activity":30},{"week":"2026-08-16","opened":9,"merged":2,"answered7d":7,"activity":38},{"week":"2026-08-23","opened":2,"merged":0,"answered7d":1,"activity":12},{"week":"2026-08-30","opened":5,"merged":0,"answered7d":1,"activity":20},{"week":"2026-09-06","opened":10,"merged":3,"answered7d":4,"activity":26},{"week":"2026-09-13","opened":8,"merged":3,"answered7d":5,"activity":30},{"week":"2026-09-20","opened":0,"merged":0,"answered7d":0,"activity":3},{"week":"2026-09-27","opened":6,"merged":2,"answered7d":3,"activity":16},{"week":"2026-10-04","opened":7,"merged":1,"answered7d":5,"activity":26}],"trend":{"flag":"steady","recentMedianHours":90.82138888888889,"previousMedianHours":75.25777777777778,"recentN":21,"previousN":26,"openedThisWeek":7,"openedLastWeek":6},"programs":[{"program":"gsoc","slug":"sktime","name":"sktime","years":[2024]}]}