Refresh transformers dataset snapshot 20260423T120024Z

README.md

@@ -75,7 +75,7 @@ Use:
 - eval set creation
 
 Notes:
-- latest snapshot: `20260423T060036Z`
+- latest snapshot: `20260423T120024Z`
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@@ -13049,7 +13272,7 @@
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             "url": "https://github.com/huggingface/transformers/issues/45588",
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@@ -13401,74 +13624,6 @@
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@@ -15533,7 +15745,7 @@
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@@ -17141,6 +17353,63 @@
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@@ -19657,63 +19926,6 @@
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new-contributors-report.md

@@ -1,25 +1,25 @@
 # New Contributor Report: huggingface/transformers
 
-- Snapshot: `20260423T060036Z`
-- Generated: `2026-04-23T06:01:33Z`
+- Snapshot: `20260423T120024Z`
+- Generated: `2026-04-23T12:02:00Z`
 - Activity window: `60d`
-- Contributors: `362`
+- Contributors: `365`
 
 ## Summary
 
 | Author | Profile | First seen? | Association | Account age | Repo first seen | Snapshot PRs | Snapshot issues | Follow-through | Breadth | Automation risk | Notes |
 | --- | --- | --- | --- | ---: | --- | ---: | ---: | --- | --- | --- | --- |
-| `tarekziade` | [profile](https://github.com/tarekziade) | no | MEMBER | 5839d | `2026-01-21T16:52:29Z` | 79 | 6 | strong | high | low | extremely high recent PR volume; broad repo spread; targets high-star repos |
-| `Cyrilvallez` | [profile](https://github.com/Cyrilvallez) | no | MEMBER | 2036d | `2025-03-19T10:58:02Z` | 79 | 0 | strong | low | low | high recent PR volume; targets high-star repos |
+| `tarekziade` | [profile](https://github.com/tarekziade) | no | MEMBER | 5839d | `2026-01-21T16:52:29Z` | 80 | 6 | strong | high | low | extremely high recent PR volume; broad repo spread; targets high-star repos |
+| `Cyrilvallez` | [profile](https://github.com/Cyrilvallez) | no | MEMBER | 2036d | `2025-03-19T10:58:02Z` | 80 | 0 | strong | low | low | high recent PR volume; targets high-star repos |
 | `ydshieh` | [profile](https://github.com/ydshieh) | no | MEMBER | 4938d | `2025-03-31T13:54:54Z` | 72 | 0 | strong | low | low | high recent PR volume; targets high-star repos |
 | `zucchini-nlp` | [profile](https://github.com/zucchini-nlp) | no | MEMBER | 1508d | `2024-09-26T09:23:39Z` | 67 | 0 | mixed | moderate | low | high recent PR volume; targets high-star repos |
-| `kaixuanliu` | [profile](https://github.com/kaixuanliu) | no | CONTRIBUTOR | 3934d | `2025-06-20T09:58:55Z` | 61 | 4 | mixed | moderate | low | high recent PR volume; targets high-star repos |
+| `kaixuanliu` | [profile](https://github.com/kaixuanliu) | no | CONTRIBUTOR | 3934d | `2025-06-20T09:58:55Z` | 62 | 4 | mixed | moderate | low | high recent PR volume; targets high-star repos |
 | `ArthurZucker` | [profile](https://github.com/ArthurZucker) | no | MEMBER | 2590d | `2023-02-24T14:13:29Z` | 45 | 2 | mixed | moderate | low | high recent PR volume; targets high-star repos |
 | `SunMarc` | [profile](https://github.com/SunMarc) | no | MEMBER | 2360d | `2024-09-02T13:41:47Z` | 40 | 2 | strong | moderate | low | high recent PR volume; targets high-star repos |
 | `vasqu` | [profile](https://github.com/vasqu) | no | MEMBER | 1991d | `2025-08-26T12:13:50Z` | 39 | 1 | mixed | low | low | targets high-star repos |
 | `stevhliu` | [profile](https://github.com/stevhliu) | no | MEMBER | 2296d | `2025-01-06T17:52:26Z` | 37 | 1 | strong | low | low | high recent PR volume; no visible non-self stars; targets high-star repos |
 | `Rocketknight1` | [profile](https://github.com/Rocketknight1) | no | MEMBER | 3961d | `2023-02-27T14:00:41Z` | 37 | 0 | strong | low | low | targets high-star repos |
-| `harshaljanjani` | [profile](https://github.com/harshaljanjani) | no | CONTRIBUTOR | 1961d | `2025-09-17T20:29:13Z` | 31 | 20 | strong | low | low | targets high-star repos |
+| `harshaljanjani` | [profile](https://github.com/harshaljanjani) | no | CONTRIBUTOR | 1961d | `2025-09-17T20:29:13Z` | 32 | 20 | strong | low | low | targets high-star repos |
 | `itazap` | [profile](https://github.com/itazap) | no | MEMBER | 3139d | `2024-10-21T07:08:47Z` | 27 | 0 | mixed | low | low | no visible non-self stars; targets high-star repos |
 | `yonigozlan` | [profile](https://github.com/yonigozlan) | no | MEMBER | 1978d | `2025-10-03T15:26:01Z` | 24 | 0 | strong | low | low | targets high-star repos |
 | `ManasVardhan` | [profile](https://github.com/ManasVardhan) | no | NONE | 2488d | `2026-02-15T11:10:48Z` | 22 | 0 | weak | high | medium | high recent PR volume; broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
@@ -34,11 +34,11 @@
 | `IlyasMoutawwakil` | [profile](https://github.com/IlyasMoutawwakil) | no | MEMBER | 2354d | `2025-07-04T08:41:29Z` | 15 | 3 | strong | low | low | — |
 | `NielsRogge` | [profile](https://github.com/NielsRogge) | no | MEMBER | 2598d | `2022-02-21T10:02:38Z` | 15 | 3 | mixed | moderate | low | high recent PR volume |
 | `hmellor` | [profile](https://github.com/hmellor) | no | MEMBER | 3592d | `2025-08-14T10:03:14Z` | 14 | 2 | strong | low | low | high recent PR volume; targets high-star repos |
+| `Abdennacer-Badaoui` | [profile](https://github.com/Abdennacer-Badaoui) | no | MEMBER | 1414d | `2026-01-08T18:13:10Z` | 14 | 0 | strong | moderate | low | — |
 | `kashif` | [profile](https://github.com/kashif) | no | MEMBER | 6569d | `2025-09-08T13:05:54Z` | 14 | 0 | mixed | high | low | high recent PR volume; broad repo spread; targets high-star repos |
 | `michaelbenayoun` | [profile](https://github.com/michaelbenayoun) | no | MEMBER | 3365d | `2024-10-24T15:39:49Z` | 14 | 0 | strong | moderate | low | targets high-star repos |
 | `Sai-Suraj-27` | [profile](https://github.com/Sai-Suraj-27) | no | CONTRIBUTOR | 1745d | `2026-01-23T17:10:04Z` | 14 | 0 | strong | low | low | targets high-star repos |
 | `3outeille` | [profile](https://github.com/3outeille) | no | MEMBER | 2625d | `2025-11-26T16:58:10Z` | 13 | 0 | mixed | low | low | high open PR share; targets high-star repos |
-| `Abdennacer-Badaoui` | [profile](https://github.com/Abdennacer-Badaoui) | no | MEMBER | 1414d | `2026-01-08T18:13:10Z` | 13 | 0 | strong | moderate | low | — |
 | `LincolnBurrows2017` | [profile](https://github.com/LincolnBurrows2017) | no | FIRST_TIME_CONTRIBUTOR | 3349d | `2026-03-13T04:48:06Z` | 13 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
 | `casinca` | [profile](https://github.com/casinca) | no | CONTRIBUTOR | 2626d | `2025-12-10T12:31:18Z` | 8 | 2 | strong | moderate | low | targets high-star repos |
 | `gambletan` | [profile](https://github.com/gambletan) | no | NONE | 40d | `2026-03-13T05:22:03Z` | 8 | 0 | weak | very high | high | very new account; extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
@@ -117,6 +117,7 @@
 | `knQzx` | [profile](https://github.com/knQzx) | no | FIRST_TIME_CONTRIBUTOR | 1956d | `2026-03-28T16:37:49Z` | 2 | 0 | weak | very high | medium | high recent PR volume; very broad repo spread; high open PR share |
 | `Kokonico` | [profile](https://github.com/Kokonico) | no | NONE | 1566d | `2026-02-27T19:30:30Z` | 2 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
 | `kushalkkb` | [profile](https://github.com/kushalkkb) | no | NONE | 1041d | `2026-03-06T17:24:10Z` | 2 | 0 | weak | low | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
+| `louzongzhi` | [profile](https://github.com/louzongzhi) | no | CONTRIBUTOR | 1325d | `2026-04-14T05:14:08Z` | 2 | 0 | weak | moderate | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
 | `mario-sanz` | [profile](https://github.com/mario-sanz) | no | CONTRIBUTOR | 2022d | `2026-02-24T13:54:30Z` | 2 | 0 | weak | low | low | targets high-star repos |
 | `matdou` | [profile](https://github.com/matdou) | no | FIRST_TIME_CONTRIBUTOR | 1502d | `2026-03-26T23:00:35Z` | 2 | 0 | weak | moderate | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `maxsloef-goodfire` | [profile](https://github.com/maxsloef-goodfire) | no | CONTRIBUTOR | 315d | `2026-03-21T20:25:51Z` | 2 | 0 | mixed | low | low | young account; high open PR share; no visible non-self stars; targets high-star repos |
@@ -125,7 +126,7 @@
 | `osman-akkawi` | [profile](https://github.com/osman-akkawi) | no | NONE | 825d | `2026-03-27T17:04:14Z` | 2 | 0 | weak | low | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
 | `philippguevorguian` | [profile](https://github.com/philippguevorguian) | no | NONE | 1996d | `2025-10-10T14:52:07Z` | 2 | 0 | mixed | low | low | — |
 | `r266-tech` | [profile](https://github.com/r266-tech) | no | CONTRIBUTOR | 206d | `2026-03-22T17:28:57Z` | 2 | 0 | weak | very high | high | young account; extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
-| `saiganesh47` | [profile](https://github.com/saiganesh47) | no | FIRST_TIME_CONTRIBUTOR | 633d | `2026-04-22T15:13:44Z` | 2 | 0 | weak | very high | medium | high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
+| `saiganesh47` | [profile](https://github.com/saiganesh47) | no | NONE | 633d | `2026-04-22T15:13:44Z` | 2 | 0 | weak | very high | medium | high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
 | `saslifat-gif` | [profile](https://github.com/saslifat-gif) | no | CONTRIBUTOR | 229d | `2026-04-02T14:08:15Z` | 2 | 0 | weak | low | low | young account; high open PR share; targets high-star repos |
 | `sdharani91` | [profile](https://github.com/sdharani91) | no | FIRST_TIME_CONTRIBUTOR | 3365d | `2026-03-18T05:45:40Z` | 2 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `sergiopaniego` | [profile](https://github.com/sergiopaniego) | no | MEMBER | 3718d | `2026-03-19T10:22:40Z` | 2 | 0 | mixed | moderate | low | high recent PR volume; targets high-star repos |
@@ -155,9 +156,11 @@
 | `tysoncung` | [profile](https://github.com/tysoncung) | no | CONTRIBUTOR | 2698d | `2026-02-17T02:03:30Z` | 2 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
 | `vasanthrpjan1-boop` | [profile](https://github.com/vasanthrpjan1-boop) | no | CONTRIBUTOR | 254d | `2026-02-08T14:25:35Z` | 2 | 0 | weak | low | low | young account; high open PR share; no visible non-self stars; targets high-star repos |
 | `vkuzo` | [profile](https://github.com/vkuzo) | no | CONTRIBUTOR | 5127d | `2026-01-28T15:04:44Z` | 2 | 0 | strong | moderate | low | high recent PR volume |
+| `artem-spector` | [profile](https://github.com/artem-spector) | no | FIRST_TIME_CONTRIBUTOR | 4093d | `2026-04-13T13:31:01Z` | 1 | 2 | mixed | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `baonudesifeizhai` | [profile](https://github.com/baonudesifeizhai) | no | FIRST_TIME_CONTRIBUTOR | 1781d | `2026-02-10T01:32:32Z` | 1 | 2 | weak | moderate | low | high open PR share; targets high-star repos |
 | `bigshanedogg` | [profile](https://github.com/bigshanedogg) | no | FIRST_TIME_CONTRIBUTOR | 3673d | `2026-03-23T19:34:30Z` | 1 | 2 | weak | low | low | high open PR share; targets high-star repos |
 | `ghost` | [profile](https://github.com/ghost) | no | NONE | 6553d | `2024-05-09T10:45:25Z` | 1 | 2 | weak | low | low | high open PR share; no visible non-self stars |
+| `m-matthias` | [profile](https://github.com/m-matthias) | no | CONTRIBUTOR | 3768d | `2026-03-19T12:56:22Z` | 1 | 2 | strong | low | low | no visible non-self stars; targets high-star repos |
 | `ouroborosscr` | [profile](https://github.com/ouroborosscr) | no | FIRST_TIMER | 1967d | `2026-03-21T15:38:54Z` | 1 | 2 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
 | `abhijeet-dhumal` | [profile](https://github.com/abhijeet-dhumal) | no | CONTRIBUTOR | 1789d | `2026-03-06T07:07:19Z` | 1 | 1 | mixed | high | low | high recent PR volume; broad repo spread; no visible non-self stars |
 | `ambroiseodt` | [profile](https://github.com/ambroiseodt) | no | CONTRIBUTOR | 2181d | `2026-04-14T13:45:51Z` | 1 | 1 | strong | low | low | targets high-star repos |
@@ -178,13 +181,12 @@
 | `HanFa` | [profile](https://github.com/HanFa) | no | CONTRIBUTOR | 3537d | `2026-03-29T04:06:21Z` | 1 | 1 | mixed | low | low | targets high-star repos |
 | `inisis` | [profile](https://github.com/inisis) | no | CONTRIBUTOR | 2670d | `2026-03-24T02:42:32Z` | 1 | 1 | strong | low | low | — |
 | `IvanFan-Van` | [profile](https://github.com/IvanFan-Van) | no | FIRST_TIME_CONTRIBUTOR | 1546d | `2026-03-20T04:29:57Z` | 1 | 1 | strong | low | low | — |
-| `jamesbraza` | [profile](https://github.com/jamesbraza) | yes | CONTRIBUTOR | 4221d | `2026-04-23T00:37:54Z` | 1 | 1 | strong | moderate | low | high recent PR volume |
+| `jamesbraza` | [profile](https://github.com/jamesbraza) | no | CONTRIBUTOR | 4221d | `2026-04-23T00:37:54Z` | 1 | 1 | strong | moderate | low | high recent PR volume |
 | `jesperschlegel` | [profile](https://github.com/jesperschlegel) | no | FIRST_TIME_CONTRIBUTOR | 3705d | `2026-04-07T17:51:38Z` | 1 | 1 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `jmriosal` | [profile](https://github.com/jmriosal) | no | FIRST_TIMER | 358d | `2026-02-22T20:14:10Z` | 1 | 1 | weak | low | low | young account; high open PR share; no visible non-self stars; targets high-star repos |
 | `josh-kean` | [profile](https://github.com/josh-kean) | no | FIRST_TIME_CONTRIBUTOR | 2847d | `2026-03-22T17:57:33Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
 | `KeitaW` | [profile](https://github.com/KeitaW) | no | CONTRIBUTOR | 4241d | `2026-04-20T02:00:45Z` | 1 | 1 | mixed | moderate | low | high open PR share |
 | `linfeng-du` | [profile](https://github.com/linfeng-du) | no | CONTRIBUTOR | 3031d | `2026-02-27T02:57:03Z` | 1 | 1 | strong | low | low | targets high-star repos |
-| `m-matthias` | [profile](https://github.com/m-matthias) | no | CONTRIBUTOR | 3768d | `2026-03-19T12:56:22Z` | 1 | 1 | strong | low | low | no visible non-self stars; targets high-star repos |
 | `mango766` | [profile](https://github.com/mango766) | no | CONTRIBUTOR | 1772d | `2026-03-16T04:08:09Z` | 1 | 1 | weak | very high | high | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
 | `masoudpz` | [profile](https://github.com/masoudpz) | no | FIRST_TIME_CONTRIBUTOR | 4678d | `2026-04-02T00:31:07Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
 | `medhakimbedhief` | [profile](https://github.com/medhakimbedhief) | no | CONTRIBUTOR | 2241d | `2026-03-03T03:19:25Z` | 1 | 1 | strong | low | low | targets high-star repos |
@@ -209,6 +211,7 @@
 | `aayushbaluni` | [profile](https://github.com/aayushbaluni) | no | NONE | 1999d | `2026-03-17T17:20:35Z` | 1 | 0 | weak | very high | medium | high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
 | `Abdeltoto` | [profile](https://github.com/Abdeltoto) | no | NONE | 265d | `2026-04-22T02:56:43Z` | 1 | 0 | weak | very high | medium | young account; high recent PR volume; very broad repo spread; high open PR share |
 | `abidlabs` | [profile](https://github.com/abidlabs) | no | MEMBER | 5075d | `2026-04-08T22:36:08Z` | 1 | 0 | mixed | moderate | low | high recent PR volume |
+| `Abineshabee` | [profile](https://github.com/Abineshabee) | yes | FIRST_TIME_CONTRIBUTOR | 1453d | `2026-04-13T08:59:27Z` | 1 | 0 | mixed | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
 | `adil-a` | [profile](https://github.com/adil-a) | no | CONTRIBUTOR | 2637d | `2026-02-26T17:57:16Z` | 1 | 0 | strong | low | low | high recent PR volume |
 | `agentspan` | [profile](https://github.com/agentspan) | no | NONE | 15d | `2026-04-08T08:40:08Z` | 1 | 0 | weak | low | high | very new account; many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
 | `ai-man-codes` | [profile](https://github.com/ai-man-codes) | no | FIRST_TIME_CONTRIBUTOR | 560d | `2026-03-20T17:48:23Z` | 1 | 0 | mixed | moderate | low | targets high-star repos |
@@ -217,7 +220,7 @@
 | `Akshay404error` | [profile](https://github.com/Akshay404error) | no | FIRST_TIMER | 592d | `2026-03-27T08:33:01Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
 | `alexandercarruthers` | [profile](https://github.com/alexandercarruthers) | no | CONTRIBUTOR | 2601d | `2026-02-22T18:02:43Z` | 1 | 0 | n/a | low | low | no visible non-self stars |
 | `alvarobartt` | [profile](https://github.com/alvarobartt) | no | MEMBER | 2975d | `2026-02-23T15:25:47Z` | 1 | 0 | strong | moderate | low | high recent PR volume |
-| `Anai-Guo` | [profile](https://github.com/Anai-Guo) | no | FIRST_TIME_CONTRIBUTOR | 9d | `2026-04-22T13:14:19Z` | 1 | 0 | weak | high | medium | very new account; high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
+| `Anai-Guo` | [profile](https://github.com/Anai-Guo) | no | NONE | 9d | `2026-04-22T13:14:19Z` | 1 | 0 | weak | high | medium | very new account; high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
 | `andrewor14` | [profile](https://github.com/andrewor14) | no | CONTRIBUTOR | 4996d | `2026-04-08T15:42:16Z` | 1 | 0 | strong | moderate | low | — |
 | `anshuS1310` | [profile](https://github.com/anshuS1310) | no | CONTRIBUTOR | 149d | `2026-03-21T09:59:07Z` | 1 | 0 | mixed | low | low | young account; no visible non-self stars |
 | `ansley` | [profile](https://github.com/ansley) | no | NONE | 2296d | `2026-04-09T14:31:40Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
@@ -246,6 +249,7 @@
 | `echarlaix` | [profile](https://github.com/echarlaix) | no | MEMBER | 1863d | `2026-03-09T18:15:17Z` | 1 | 0 | mixed | moderate | low | — |
 | `EhteshamSid` | [profile](https://github.com/EhteshamSid) | no | NONE | 1668d | `2026-04-07T18:40:05Z` | 1 | 0 | weak | very high | medium | high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; no visible non-self stars |
 | `ENg-122` | [profile](https://github.com/ENg-122) | no | NONE | 1764d | `2026-04-03T09:08:28Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
+| `evalstate` | [profile](https://github.com/evalstate) | yes | MEMBER | ?d | `2026-04-23T11:41:51Z` | 1 | 0 | n/a | n/a | n/a | summary unavailable |
 | `frogNotToad` | [profile](https://github.com/frogNotToad) | no | CONTRIBUTOR | 588d | `2026-03-06T16:58:14Z` | 1 | 0 | mixed | low | low | — |
 | `gagandhakrey` | [profile](https://github.com/gagandhakrey) | no | NONE | 2285d | `2026-04-05T03:45:23Z` | 1 | 0 | weak | high | low | broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
 | `garybadwal` | [profile](https://github.com/garybadwal) | no | FIRST_TIME_CONTRIBUTOR | 1178d | `2026-04-21T04:38:14Z` | 1 | 0 | weak | low | low | targets high-star repos |
@@ -290,7 +294,6 @@
 | `leaderofARS` | [profile](https://github.com/leaderofARS) | no | CONTRIBUTOR | 610d | `2026-03-01T07:34:43Z` | 1 | 0 | strong | moderate | low | high recent PR volume |
 | `liding-nv` | [profile](https://github.com/liding-nv) | no | CONTRIBUTOR | 227d | `2026-03-02T13:22:21Z` | 1 | 0 | mixed | low | low | young account; no visible non-self stars |
 | `likejazz` | [profile](https://github.com/likejazz) | no | CONTRIBUTOR | 5243d | `2026-02-26T14:30:24Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
-| `louzongzhi` | [profile](https://github.com/louzongzhi) | no | CONTRIBUTOR | 1325d | `2026-04-14T05:14:08Z` | 1 | 0 | weak | moderate | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
 | `lowzhao` | [profile](https://github.com/lowzhao) | no | CONTRIBUTOR | 3244d | `2026-04-06T08:41:40Z` | 1 | 0 | strong | low | low | targets high-star repos |
 | `LucasMa2025` | [profile](https://github.com/LucasMa2025) | no | FIRST_TIMER | 79d | `2026-03-14T17:13:34Z` | 1 | 0 | weak | low | medium | very new account; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
 | `lucianommartins` | [profile](https://github.com/lucianommartins) | no | CONTRIBUTOR | 3503d | `2026-04-05T22:07:53Z` | 1 | 0 | weak | low | low | no visible non-self stars; targets high-star repos |
@@ -353,7 +356,7 @@
 | `Talhax55z` | [profile](https://github.com/Talhax55z) | no | NONE | 79d | `2026-04-03T16:36:25Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars |
 | `tejasae-afk` | [profile](https://github.com/tejasae-afk) | no | NONE | 408d | `2026-03-13T21:22:07Z` | 1 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs |
 | `tianhaocui` | [profile](https://github.com/tianhaocui) | no | FIRST_TIME_CONTRIBUTOR | 2442d | `2026-04-19T10:27:36Z` | 1 | 0 | mixed | high | low | high recent PR volume; broad repo spread |
-| `vai-minzhou` | [profile](https://github.com/vai-minzhou) | yes | FIRST_TIME_CONTRIBUTOR | 723d | `2026-04-23T01:47:23Z` | 1 | 0 | mixed | low | low | high open PR share |
+| `vai-minzhou` | [profile](https://github.com/vai-minzhou) | no | FIRST_TIME_CONTRIBUTOR | 723d | `2026-04-23T01:47:23Z` | 1 | 0 | mixed | low | low | high open PR share |
 | `VanshikaSohal` | [profile](https://github.com/VanshikaSohal) | no | CONTRIBUTOR | 564d | `2026-03-22T18:45:01Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
 | `vimal-crypto` | [profile](https://github.com/vimal-crypto) | no | FIRST_TIME_CONTRIBUTOR | 981d | `2026-03-11T12:37:46Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `vishalpatil-45` | [profile](https://github.com/vishalpatil-45) | no | NONE | 430d | `2026-02-25T08:27:32Z` | 1 | 0 | weak | moderate | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
@@ -380,12 +383,12 @@
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Atarekziade)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Atarekziade)
 - repo first seen: `2026-01-21T16:52:29Z`
-- repo last seen: `2026-04-23T05:50:44Z`
+- repo last seen: `2026-04-23T11:55:54Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
-- repo primary artifacts: **85**
-- snapshot authored PRs/issues: **79 PRs / 6 issues**
-- snapshot discussion activity: **145 comments / 164 reviews / 154 review comments**
+- repo primary artifacts: **86**
+- snapshot authored PRs/issues: **80 PRs / 6 issues**
+- snapshot discussion activity: **150 comments / 166 reviews / 156 review comments**
 - account age: **5839 days**
 - recent public PR activity: **108 PRs** (92 merged / 3 closed-unmerged / 13 open; merged rate **85%**, closed-unmerged rate **3%**, open rate **12%**)
 - public orgs: `AFPy`, `faitmain`, `circus-tent`
@@ -393,9 +396,9 @@
 - heuristic read: **extremely high recent PR volume; broad repo spread; targets high-star repos**
 
 Example artifacts:
+- [PR #45599: qa: more lazy loading](https://github.com/huggingface/transformers/pull/45599) — open, draft
 - [PR #45585: qa: bumped mlinter and allow local override](https://github.com/huggingface/transformers/pull/45585) — open
 - [PR #45544: fix table update versions](https://github.com/huggingface/transformers/pull/45544) — closed, merged
-- [PR #45543: ci: OTEL support](https://github.com/huggingface/transformers/pull/45543) — open, draft
 - [Issue #45458: Add typing support incrementally (meta issue)](https://github.com/huggingface/transformers/issues/45458) — open
 - [Issue #44740: Run model linter on new models additions](https://github.com/huggingface/transformers/issues/44740) — open
 - [Issue #44619: Plug model rule in development flow and extend it](https://github.com/huggingface/transformers/issues/44619) — closed
@@ -406,12 +409,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ACyrilvallez)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ACyrilvallez)
 - repo first seen: `2025-03-19T10:58:02Z`
-- repo last seen: `2026-04-23T05:56:25Z`
+- repo last seen: `2026-04-23T08:38:32Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
-- repo primary artifacts: **79**
-- snapshot authored PRs/issues: **79 PRs / 0 issues**
-- snapshot discussion activity: **212 comments / 288 reviews / 446 review comments**
+- repo primary artifacts: **80**
+- snapshot authored PRs/issues: **80 PRs / 0 issues**
+- snapshot discussion activity: **213 comments / 289 reviews / 446 review comments**
 - account age: **2036 days**
 - recent public PR activity: **48 PRs** (42 merged / 2 closed-unmerged / 4 open; merged rate **88%**, closed-unmerged rate **4%**, open rate **8%**)
 - public orgs: `huggingface`
@@ -419,9 +422,9 @@ Example artifacts:
 - heuristic read: **high recent PR volume; targets high-star repos**
 
 Example artifacts:
+- [PR #45598: Align latest model attention function dispatch](https://github.com/huggingface/transformers/pull/45598) — closed, merged
 - [PR #45567: Move some conversion mappings to PrefixChange](https://github.com/huggingface/transformers/pull/45567) — closed, merged
 - [PR #45564: Gemma3n and Gemma4 cannot use rotary kernel](https://github.com/huggingface/transformers/pull/45564) — closed, merged
-- [PR #45539: [modular] Fix modular logic broken in #45045](https://github.com/huggingface/transformers/pull/45539) — closed, merged
 
 ### `ydshieh`
 
@@ -452,12 +455,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Azucchini-nlp)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Azucchini-nlp)
 - repo first seen: `2024-09-26T09:23:39Z`
-- repo last seen: `2026-04-22T15:54:30Z`
+- repo last seen: `2026-04-23T11:04:22Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **67**
 - snapshot authored PRs/issues: **67 PRs / 0 issues**
-- snapshot discussion activity: **451 comments / 650 reviews / 1591 review comments**
+- snapshot discussion activity: **453 comments / 650 reviews / 1591 review comments**
 - account age: **1508 days**
 - recent public PR activity: **50 PRs** (33 merged / 6 closed-unmerged / 11 open; merged rate **66%**, closed-unmerged rate **12%**, open rate **22%**)
 - public orgs: `huggingface`, `deeppavlov`
@@ -475,12 +478,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Akaixuanliu)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Akaixuanliu)
 - repo first seen: `2025-06-20T09:58:55Z`
-- repo last seen: `2026-04-23T02:33:50Z`
+- repo last seen: `2026-04-23T07:02:58Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
-- repo primary artifacts: **65**
-- snapshot authored PRs/issues: **61 PRs / 4 issues**
-- snapshot discussion activity: **55 comments / 47 reviews / 47 review comments**
+- repo primary artifacts: **66**
+- snapshot authored PRs/issues: **62 PRs / 4 issues**
+- snapshot discussion activity: **55 comments / 48 reviews / 47 review comments**
 - account age: **3934 days**
 - recent public PR activity: **35 PRs** (24 merged / 6 closed-unmerged / 5 open; merged rate **69%**, closed-unmerged rate **17%**, open rate **14%**)
 - public orgs: none visible
@@ -488,9 +491,9 @@ Example artifacts:
 - heuristic read: **high recent PR volume; targets high-star repos**
 
 Example artifacts:
+- [PR #45596: fix 2 failed test cases for blt model on XPU](https://github.com/huggingface/transformers/pull/45596) — open
 - [PR #45592: fix padding side issue for fast_vlm tests](https://github.com/huggingface/transformers/pull/45592) — open
 - [PR #45568: Gemma4: fix failed test cases](https://github.com/huggingface/transformers/pull/45568) — open
-- [PR #45487: Fix model parallel issue for altclip model and ChineseClip model](https://github.com/huggingface/transformers/pull/45487) — open
 - [Issue #44964: Cannot load `microsoft/Phi-4-multimodal-instruct` model with latest transformers.](https://github.com/huggingface/transformers/issues/44964) — open
 - [Issue #44792: Failed test case `test_model_generate_images` for janus model](https://github.com/huggingface/transformers/issues/44792) — closed
 - [Issue #43854: Unable to load `zai-org/GLM-4.7-Flash` model correctly in the unit tests](https://github.com/huggingface/transformers/issues/43854) — closed
@@ -501,12 +504,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AArthurZucker)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AArthurZucker)
 - repo first seen: `2023-02-24T14:13:29Z`
-- repo last seen: `2026-04-22T16:13:48Z`
+- repo last seen: `2026-04-23T09:09:20Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **47**
 - snapshot authored PRs/issues: **45 PRs / 2 issues**
-- snapshot discussion activity: **144 comments / 480 reviews / 954 review comments**
+- snapshot discussion activity: **144 comments / 483 reviews / 970 review comments**
 - account age: **2590 days**
 - recent public PR activity: **60 PRs** (36 merged / 5 closed-unmerged / 19 open; merged rate **60%**, closed-unmerged rate **8%**, open rate **32%**)
 - public orgs: none visible
@@ -551,12 +554,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Avasqu)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Avasqu)
 - repo first seen: `2025-08-26T12:13:50Z`
-- repo last seen: `2026-04-22T18:09:18Z`
+- repo last seen: `2026-04-23T11:59:59Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **40**
 - snapshot authored PRs/issues: **39 PRs / 1 issues**
-- snapshot discussion activity: **466 comments / 764 reviews / 3281 review comments**
+- snapshot discussion activity: **466 comments / 765 reviews / 3283 review comments**
 - account age: **1991 days**
 - recent public PR activity: **21 PRs** (12 merged / 3 closed-unmerged / 6 open; merged rate **57%**, closed-unmerged rate **14%**, open rate **29%**)
 - public orgs: none visible
@@ -599,12 +602,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ARocketknight1)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ARocketknight1)
 - repo first seen: `2023-02-27T14:00:41Z`
-- repo last seen: `2026-04-22T14:16:17Z`
+- repo last seen: `2026-04-23T11:48:43Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **37**
 - snapshot authored PRs/issues: **37 PRs / 0 issues**
-- snapshot discussion activity: **535 comments / 204 reviews / 117 review comments**
+- snapshot discussion activity: **539 comments / 204 reviews / 117 review comments**
 - account age: **3961 days**
 - recent public PR activity: **17 PRs** (16 merged / 1 closed-unmerged / 0 open; merged rate **94%**, closed-unmerged rate **6%**, open rate **0%**)
 - public orgs: `huggingface`
@@ -622,11 +625,11 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aharshaljanjani)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aharshaljanjani)
 - repo first seen: `2025-09-17T20:29:13Z`
-- repo last seen: `2026-04-22T04:33:31Z`
+- repo last seen: `2026-04-23T06:14:09Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
-- repo primary artifacts: **51**
-- snapshot authored PRs/issues: **31 PRs / 20 issues**
+- repo primary artifacts: **52**
+- snapshot authored PRs/issues: **32 PRs / 20 issues**
 - snapshot discussion activity: **101 comments / 130 reviews / 130 review comments**
 - account age: **1961 days**
 - recent public PR activity: **18 PRs** (15 merged / 0 closed-unmerged / 3 open; merged rate **83%**, closed-unmerged rate **0%**, open rate **17%**)
@@ -635,9 +638,9 @@ Example artifacts:
 - heuristic read: **targets high-star repos**
 
 Example artifacts:
+- [PR #45594: fix(utils): Resolve backbone utils test regressions](https://github.com/huggingface/transformers/pull/45594) — open
 - [PR #45326: feat[vLLM × v5]: Add vLLM compatibility for audio models](https://github.com/huggingface/transformers/pull/45326) — closed, merged
 - [PR #45199: fix(models): Resolve regressions in Wav2Vec2PhonemeCTCTokenizer (wav2vec2-lv-60-espeak-cv-ft)](https://github.com/huggingface/transformers/pull/45199) — closed, merged
-- [PR #45074: fix(models): Fix dtype mismatch in SwitchTransformers and TimmWrapperModel](https://github.com/huggingface/transformers/pull/45074) — closed, merged
 - [Issue #45198: [BUG] Wav2Vec2 wav2vec2-lv-60-espeak-cv-ft: save_pretrained and tokenization fail](https://github.com/huggingface/transformers/issues/45198) — closed
 - [Issue #45072: [BUG][CI] SwitchTransformers and TimmWrapperModel dtype mismatches in bfloat16 inference](https://github.com/huggingface/transformers/issues/45072) — closed
 - [Issue #44898: [BUG] Perceiver image classification (non-default res) fails even with interpolate_pos_encoding=True](https://github.com/huggingface/transformers/issues/44898) — closed
@@ -648,12 +651,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aitazap)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aitazap)
 - repo first seen: `2024-10-21T07:08:47Z`
-- repo last seen: `2026-04-22T17:18:13Z`
+- repo last seen: `2026-04-23T07:48:43Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **27**
 - snapshot authored PRs/issues: **27 PRs / 0 issues**
-- snapshot discussion activity: **37 comments / 43 reviews / 29 review comments**
+- snapshot discussion activity: **38 comments / 43 reviews / 29 review comments**
 - account age: **3139 days**
 - recent public PR activity: **20 PRs** (10 merged / 5 closed-unmerged / 5 open; merged rate **50%**, closed-unmerged rate **25%**, open rate **25%**)
 - public orgs: none visible
@@ -717,12 +720,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aremi-or)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aremi-or)
 - repo first seen: `2026-01-13T09:15:18Z`
-- repo last seen: `2026-04-22T01:35:54Z`
+- repo last seen: `2026-04-23T06:18:06Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **20**
 - snapshot authored PRs/issues: **20 PRs / 0 issues**
-- snapshot discussion activity: **36 comments / 106 reviews / 120 review comments**
+- snapshot discussion activity: **37 comments / 107 reviews / 120 review comments**
 - account age: **1813 days**
 - recent public PR activity: **13 PRs** (12 merged / 0 closed-unmerged / 1 open; merged rate **92%**, closed-unmerged rate **0%**, open rate **8%**)
 - public orgs: none visible
@@ -730,7 +733,7 @@ Example artifacts:
 - heuristic read: **targets high-star repos**
 
 Example artifacts:
-- [PR #45530: [CB] Changes for long generation](https://github.com/huggingface/transformers/pull/45530) — open
+- [PR #45530: [CB] Changes for long generation](https://github.com/huggingface/transformers/pull/45530) — closed, merged
 - [PR #45323: [CB] Fix capture of max_seqlen](https://github.com/huggingface/transformers/pull/45323) — closed, merged
 - [PR #45184: [CB] [Major] Add CPU request offloading](https://github.com/huggingface/transformers/pull/45184) — open
 
@@ -911,12 +914,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AIlyasMoutawwakil)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AIlyasMoutawwakil)
 - repo first seen: `2025-07-04T08:41:29Z`
-- repo last seen: `2026-04-22T16:03:49Z`
+- repo last seen: `2026-04-23T10:10:27Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **18**
 - snapshot authored PRs/issues: **15 PRs / 3 issues**
-- snapshot discussion activity: **35 comments / 157 reviews / 134 review comments**
+- snapshot discussion activity: **40 comments / 163 reviews / 140 review comments**
 - account age: **2354 days**
 - recent public PR activity: **22 PRs** (16 merged / 2 closed-unmerged / 4 open; merged rate **73%**, closed-unmerged rate **9%**, open rate **18%**)
 - public orgs: `huggingface`, `Chouafa`
@@ -982,18 +985,41 @@ Example artifacts:
 - [Issue #43522: Weights are not tied when model is loaded onto the `meta` device](https://github.com/huggingface/transformers/issues/43522) — closed
 - [Issue #42738: BERT-like models with RoPE](https://github.com/huggingface/transformers/issues/42738) — open
 
+### `Abdennacer-Badaoui`
+
+- profile: [github.com/Abdennacer-Badaoui](https://github.com/Abdennacer-Badaoui)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AAbdennacer-Badaoui)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AAbdennacer-Badaoui)
+- repo first seen: `2026-01-08T18:13:10Z`
+- repo last seen: `2026-04-23T11:51:35Z`
+- first seen in snapshot: **no**
+- repo association: **MEMBER**
+- repo primary artifacts: **14**
+- snapshot authored PRs/issues: **14 PRs / 0 issues**
+- snapshot discussion activity: **6 comments / 34 reviews / 34 review comments**
+- account age: **1414 days**
+- recent public PR activity: **17 PRs** (16 merged / 0 closed-unmerged / 1 open; merged rate **94%**, closed-unmerged rate **0%**, open rate **6%**)
+- public orgs: `huggingface`, `bitsandbytes-foundation`
+- compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
+- heuristic read: **—**
+
+Example artifacts:
+- [PR #45602: [AMD CI] Fix expectations for Gemma3n](https://github.com/huggingface/transformers/pull/45602) — open
+- [PR #45533: Fix AMD CI: rebuild torchvision with libjpeg + refresh expectations](https://github.com/huggingface/transformers/pull/45533) — closed, merged
+- [PR #45284: [AMD CI] Fix Qwen2 expectations](https://github.com/huggingface/transformers/pull/45284) — closed, merged
+
 ### `kashif`
 
 - profile: [github.com/kashif](https://github.com/kashif)
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Akashif)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Akashif)
 - repo first seen: `2025-09-08T13:05:54Z`
-- repo last seen: `2026-04-19T09:40:59Z`
+- repo last seen: `2026-04-23T06:39:23Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **14**
 - snapshot authored PRs/issues: **14 PRs / 0 issues**
-- snapshot discussion activity: **27 comments / 32 reviews / 29 review comments**
+- snapshot discussion activity: **28 comments / 32 reviews / 29 review comments**
 - account age: **6569 days**
 - recent public PR activity: **32 PRs** (20 merged / 1 closed-unmerged / 11 open; merged rate **62%**, closed-unmerged rate **3%**, open rate **34%**)
 - public orgs: none visible
@@ -1074,29 +1100,6 @@ Example artifacts:
 - [PR #45408: MoE expert parallelism + sequence parallelism](https://github.com/huggingface/transformers/pull/45408) — closed, merged
 - [PR #45028: TP refactor for FSDP + TP integration](https://github.com/huggingface/transformers/pull/45028) — open, draft
 
-### `Abdennacer-Badaoui`
-
-- profile: [github.com/Abdennacer-Badaoui](https://github.com/Abdennacer-Badaoui)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AAbdennacer-Badaoui)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AAbdennacer-Badaoui)
-- repo first seen: `2026-01-08T18:13:10Z`
-- repo last seen: `2026-04-20T14:39:53Z`
-- first seen in snapshot: **no**
-- repo association: **MEMBER**
-- repo primary artifacts: **13**
-- snapshot authored PRs/issues: **13 PRs / 0 issues**
-- snapshot discussion activity: **6 comments / 33 reviews / 33 review comments**
-- account age: **1414 days**
-- recent public PR activity: **17 PRs** (16 merged / 0 closed-unmerged / 1 open; merged rate **94%**, closed-unmerged rate **0%**, open rate **6%**)
-- public orgs: `huggingface`, `bitsandbytes-foundation`
-- compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
-- heuristic read: **—**
-
-Example artifacts:
-- [PR #45533: Fix AMD CI: rebuild torchvision with libjpeg + refresh expectations](https://github.com/huggingface/transformers/pull/45533) — closed, merged
-- [PR #45284: [AMD CI] Fix Qwen2 expectations](https://github.com/huggingface/transformers/pull/45284) — closed, merged
-- [PR #45282: [AMD CI] Fix torch.compile/export failures on AMD CI due to untraceable set.__contains__ ](https://github.com/huggingface/transformers/pull/45282) — closed, merged
-
 ### `LincolnBurrows2017`
 
 - profile: [github.com/LincolnBurrows2017](https://github.com/LincolnBurrows2017)
@@ -1210,7 +1213,7 @@ Example artifacts:
 - heuristic read: **extremely high recent PR volume; broad repo spread; targets high-star repos**
 
 Example artifacts:
-- [PR #45577: Allow for registered experts from kernels hub](https://github.com/huggingface/transformers/pull/45577) — open
+- [PR #45577: Allow for registered experts from kernels hub](https://github.com/huggingface/transformers/pull/45577) — closed, merged
 - [PR #45354: fix gemma4 gradient accumulation loss and last token incorrect labels](https://github.com/huggingface/transformers/pull/45354) — closed, merged
 - [PR #44473: fix FSDP loading with meta devices](https://github.com/huggingface/transformers/pull/44473) — closed, merged
 
@@ -1358,12 +1361,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aalbertvillanova)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aalbertvillanova)
 - repo first seen: `2026-01-17T10:42:01Z`
-- repo last seen: `2026-04-23T05:25:38Z`
+- repo last seen: `2026-04-23T06:19:29Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **8**
 - snapshot authored PRs/issues: **5 PRs / 3 issues**
-- snapshot discussion activity: **16 comments / 9 reviews / 6 review comments**
+- snapshot discussion activity: **17 comments / 9 reviews / 6 review comments**
 - account age: **4257 days**
 - recent public PR activity: **157 PRs** (143 merged / 10 closed-unmerged / 4 open; merged rate **91%**, closed-unmerged rate **6%**, open rate **3%**)
 - public orgs: `huggingface`, `aiinnova`, `bigscience-workshop`
@@ -2387,12 +2390,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ABenjaminBossan)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ABenjaminBossan)
 - repo first seen: `2024-10-17T11:56:32Z`
-- repo last seen: `2026-04-22T13:41:27Z`
+- repo last seen: `2026-04-23T11:15:23Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **2 PRs / 0 issues**
-- snapshot discussion activity: **14 comments / 6 reviews / 6 review comments**
+- snapshot discussion activity: **15 comments / 6 reviews / 6 review comments**
 - account age: **4501 days**
 - recent public PR activity: **49 PRs** (45 merged / 1 closed-unmerged / 3 open; merged rate **92%**, closed-unmerged rate **2%**, open rate **6%**)
 - public orgs: `huggingface`
@@ -2541,12 +2544,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aezylopx5)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aezylopx5)
 - repo first seen: `2026-04-01T19:25:12Z`
-- repo last seen: `2026-04-20T07:27:35Z`
+- repo last seen: `2026-04-23T11:31:42Z`
 - first seen in snapshot: **no**
 - repo association: **FIRST_TIME_CONTRIBUTOR**
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **2 PRs / 0 issues**
-- snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
+- snapshot discussion activity: **3 comments / 0 reviews / 0 review comments**
 - account age: **606 days**
 - recent public PR activity: **7 PRs** (1 merged / 2 closed-unmerged / 4 open; merged rate **14%**, closed-unmerged rate **29%**, open rate **57%**)
 - public orgs: none visible
@@ -2887,6 +2890,28 @@ Example artifacts:
 - [PR #44505: Improve error handling in load_vocab for invalid vocabulary path](https://github.com/huggingface/transformers/pull/44505) — closed
 - [PR #44504: Improve error handling in load_vocab for invalid vocabulary path](https://github.com/huggingface/transformers/pull/44504) — closed
 
+### `louzongzhi`
+
+- profile: [github.com/louzongzhi](https://github.com/louzongzhi)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Alouzongzhi)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Alouzongzhi)
+- repo first seen: `2026-04-14T05:14:08Z`
+- repo last seen: `2026-04-23T06:35:39Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **2**
+- snapshot authored PRs/issues: **2 PRs / 0 issues**
+- snapshot discussion activity: **3 comments / 6 reviews / 6 review comments**
+- account age: **1325 days**
+- recent public PR activity: **4 PRs** (1 merged / 2 closed-unmerged / 1 open; merged rate **25%**, closed-unmerged rate **50%**, open rate **25%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **moderate**, automation risk **low**
+- heuristic read: **many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos**
+
+Example artifacts:
+- [PR #45595: Add unified Cache-layer management for GLM-5 DSA Indexer keys](https://github.com/huggingface/transformers/pull/45595) — open
+- [PR #45424: Add IndexCache support for GLM5 DSA](https://github.com/huggingface/transformers/pull/45424) — closed, merged
+
 ### `mario-sanz`
 
 - profile: [github.com/mario-sanz](https://github.com/mario-sanz)
@@ -3071,7 +3096,7 @@ Example artifacts:
 - repo first seen: `2026-04-22T15:13:44Z`
 - repo last seen: `2026-04-22T15:18:23Z`
 - first seen in snapshot: **no**
-- repo association: **FIRST_TIME_CONTRIBUTOR**
+- repo association: **NONE**
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **2 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
@@ -3082,8 +3107,8 @@ Example artifacts:
 - heuristic read: **high recent PR volume; very broad repo spread; high open PR share; targets high-star repos**
 
 Example artifacts:
-- [PR #45581: Add automated reviewer assignment script](https://github.com/huggingface/transformers/pull/45581) — open
-- [PR #45579: Update assign_reviewers.py](https://github.com/huggingface/transformers/pull/45579) — open
+- [PR #45581: Add automated reviewer assignment script](https://github.com/huggingface/transformers/pull/45581) — closed
+- [PR #45579: Update assign_reviewers.py](https://github.com/huggingface/transformers/pull/45579) — closed
 
 ### `saslifat-gif`
 
@@ -3517,12 +3542,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Athisisiron)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Athisisiron)
 - repo first seen: `2025-08-20T15:17:54Z`
-- repo last seen: `2026-04-23T05:30:21Z`
+- repo last seen: `2026-04-23T08:36:43Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **3**
 - snapshot authored PRs/issues: **2 PRs / 1 issues**
-- snapshot discussion activity: **4 comments / 19 reviews / 19 review comments**
+- snapshot discussion activity: **4 comments / 21 reviews / 21 review comments**
 - account age: **3447 days**
 - recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
 - public orgs: `ai-rush-2019`, `bcaitech1`, `ml-zip`
@@ -3732,6 +3757,29 @@ Example artifacts:
 - [PR #45573: fix transformers + torchao nvfp4 serialization](https://github.com/huggingface/transformers/pull/45573) — open
 - [PR #43561: remove torchao.autoquant from transformers](https://github.com/huggingface/transformers/pull/43561) — closed, merged
 
+### `artem-spector`
+
+- profile: [github.com/artem-spector](https://github.com/artem-spector)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aartem-spector)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aartem-spector)
+- repo first seen: `2026-04-13T13:31:01Z`
+- repo last seen: `2026-04-23T11:19:27Z`
+- first seen in snapshot: **no**
+- repo association: **FIRST_TIME_CONTRIBUTOR**
+- repo primary artifacts: **3**
+- snapshot authored PRs/issues: **1 PRs / 2 issues**
+- snapshot discussion activity: **5 comments / 0 reviews / 0 review comments**
+- account age: **4093 days**
+- recent public PR activity: **2 PRs** (1 merged / 0 closed-unmerged / 1 open; merged rate **50%**, closed-unmerged rate **0%**, open rate **50%**)
+- public orgs: none visible
+- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
+- heuristic read: **high open PR share; no visible non-self stars; targets high-star repos**
+
+Example artifacts:
+- [PR #45597: Add Granite 4.1 Vision (granite4_vision)](https://github.com/huggingface/transformers/pull/45597) — open
+- [Issue #45600: auto_mappings.py references removed Sam3LiteText configs, breaking CI](https://github.com/huggingface/transformers/issues/45600) — closed
+- [Issue #45405: `MIN_PEFT_VERSION` bumped to 0.18.2 which is not yet released on PyPI](https://github.com/huggingface/transformers/issues/45405) — closed
+
 ### `baonudesifeizhai`
 
 - profile: [github.com/baonudesifeizhai](https://github.com/baonudesifeizhai)
@@ -3801,6 +3849,29 @@ Example artifacts:
 - [Issue #35905: Convert RT-DETR model to coreml](https://github.com/huggingface/transformers/issues/35905) — closed
 - [Issue #30725: Support for Multiple Datasets and Domain-Specific Loss Calculation in Trainer](https://github.com/huggingface/transformers/issues/30725) — open
 
+### `m-matthias`
+
+- profile: [github.com/m-matthias](https://github.com/m-matthias)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Am-matthias)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Am-matthias)
+- repo first seen: `2026-03-19T12:56:22Z`
+- repo last seen: `2026-04-23T08:55:44Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **3**
+- snapshot authored PRs/issues: **1 PRs / 2 issues**
+- snapshot discussion activity: **3 comments / 2 reviews / 2 review comments**
+- account age: **3768 days**
+- recent public PR activity: **1 PRs** (1 merged / 0 closed-unmerged / 0 open; merged rate **100%**, closed-unmerged rate **0%**, open rate **0%**)
+- public orgs: none visible
+- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
+- heuristic read: **no visible non-self stars; targets high-star repos**
+
+Example artifacts:
+- [PR #44886: LwDetrImageLoss: Fix dtype casting to prevent crash when using amp on cuda device](https://github.com/huggingface/transformers/pull/44886) — closed, merged
+- [Issue #45593: D-FINE not using any auxiliary losses when denoising is turned off](https://github.com/huggingface/transformers/issues/45593) — open
+- [Issue #44857: LwDetrImageLoss crashes when using float16 AMP and Cuda](https://github.com/huggingface/transformers/issues/44857) — closed
+
 ### `ouroborosscr`
 
 - profile: [github.com/ouroborosscr](https://github.com/ouroborosscr)
@@ -4204,12 +4275,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ainisis)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ainisis)
 - repo first seen: `2026-03-24T02:42:32Z`
-- repo last seen: `2026-03-26T11:45:17Z`
+- repo last seen: `2026-04-23T11:31:55Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **1 PRs / 1 issues**
-- snapshot discussion activity: **4 comments / 0 reviews / 0 review comments**
+- snapshot discussion activity: **5 comments / 0 reviews / 0 review comments**
 - account age: **2670 days**
 - recent public PR activity: **14 PRs** (11 merged / 1 closed-unmerged / 2 open; merged rate **79%**, closed-unmerged rate **7%**, open rate **14%**)
 - public orgs: none visible
@@ -4218,7 +4289,7 @@ Example artifacts:
 
 Example artifacts:
 - [PR #45016: fix: glm5 inference bug](https://github.com/huggingface/transformers/pull/45016) — closed
-- [Issue #44960: GLM5](https://github.com/huggingface/transformers/issues/44960) — open
+- [Issue #44960: GLM5](https://github.com/huggingface/transformers/issues/44960) — closed
 
 ### `IvanFan-Van`
 
@@ -4248,12 +4319,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ajamesbraza)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ajamesbraza)
 - repo first seen: `2026-04-23T00:37:54Z`
-- repo last seen: `2026-04-23T00:57:13Z`
-- first seen in snapshot: **yes**
+- repo last seen: `2026-04-23T08:42:54Z`
+- first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **1 PRs / 1 issues**
-- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
+- snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
 - account age: **4221 days**
 - recent public PR activity: **36 PRs** (32 merged / 2 closed-unmerged / 2 open; merged rate **89%**, closed-unmerged rate **6%**, open rate **6%**)
 - public orgs: none visible
@@ -4261,8 +4332,8 @@ Example artifacts:
 - heuristic read: **high recent PR volume**
 
 Example artifacts:
-- [PR #45589: Fix `AttributeError` on `s_aux=None` in `flash_attention_forward`](https://github.com/huggingface/transformers/pull/45589) — open
-- [Issue #45588: `integrations/flash_attention.py` crashes with `AttributeError` on `s_aux=None` for sink-less models](https://github.com/huggingface/transformers/issues/45588) — open
+- [PR #45589: Fix `AttributeError` on `s_aux=None` in `flash_attention_forward`](https://github.com/huggingface/transformers/pull/45589) — closed, merged
+- [Issue #45588: `integrations/flash_attention.py` crashes with `AttributeError` on `s_aux=None` for sink-less models](https://github.com/huggingface/transformers/issues/45588) — closed
 
 ### `jesperschlegel`
 
@@ -4374,28 +4445,6 @@ Example artifacts:
 - [PR #44329: Enable Liger Kernel when doing hyperparameter search.](https://github.com/huggingface/transformers/pull/44329) — closed, merged
 - [Issue #44315: Liger Kernel is not applied when creating the model with `model_init`](https://github.com/huggingface/transformers/issues/44315) — closed
 
-### `m-matthias`
-
-- profile: [github.com/m-matthias](https://github.com/m-matthias)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Am-matthias)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Am-matthias)
-- repo first seen: `2026-03-19T12:56:22Z`
-- repo last seen: `2026-03-22T15:09:38Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **2**
-- snapshot authored PRs/issues: **1 PRs / 1 issues**
-- snapshot discussion activity: **2 comments / 2 reviews / 2 review comments**
-- account age: **3768 days**
-- recent public PR activity: **1 PRs** (1 merged / 0 closed-unmerged / 0 open; merged rate **100%**, closed-unmerged rate **0%**, open rate **0%**)
-- public orgs: none visible
-- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
-- heuristic read: **no visible non-self stars; targets high-star repos**
-
-Example artifacts:
-- [PR #44886: LwDetrImageLoss: Fix dtype casting to prevent crash when using amp on cuda device](https://github.com/huggingface/transformers/pull/44886) — closed, merged
-- [Issue #44857: LwDetrImageLoss crashes when using float16 AMP and Cuda](https://github.com/huggingface/transformers/issues/44857) — closed
-
 ### `mango766`
 
 - profile: [github.com/mango766](https://github.com/mango766)
@@ -4916,6 +4965,27 @@ Example artifacts:
 Example artifacts:
 - [PR #45329: Update `trackio` integration to use Buckets and "freeze" Space after training](https://github.com/huggingface/transformers/pull/45329) — closed, merged
 
+### `Abineshabee`
+
+- profile: [github.com/Abineshabee](https://github.com/Abineshabee)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AAbineshabee)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AAbineshabee)
+- repo first seen: `2026-04-13T08:59:27Z`
+- repo last seen: `2026-04-23T09:56:08Z`
+- first seen in snapshot: **yes**
+- repo association: **FIRST_TIME_CONTRIBUTOR**
+- repo primary artifacts: **1**
+- snapshot authored PRs/issues: **1 PRs / 0 issues**
+- snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
+- account age: **1453 days**
+- recent public PR activity: **7 PRs** (3 merged / 3 closed-unmerged / 1 open; merged rate **43%**, closed-unmerged rate **43%**, open rate **14%**)
+- public orgs: none visible
+- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
+- heuristic read: **many recent closed-unmerged PRs; targets high-star repos**
+
+Example artifacts:
+- [PR #45601: fix: compute auxiliary losses when denoising is disabled in D-FINE](https://github.com/huggingface/transformers/pull/45601) — open
+
 ### `adil-a`
 
 - profile: [github.com/adil-a](https://github.com/adil-a)
@@ -5092,7 +5162,7 @@ Example artifacts:
 - repo first seen: `2026-04-22T13:14:19Z`
 - repo last seen: `2026-04-22T13:14:19Z`
 - first seen in snapshot: **no**
-- repo association: **FIRST_TIME_CONTRIBUTOR**
+- repo association: **NONE**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
@@ -5103,7 +5173,7 @@ Example artifacts:
 - heuristic read: **very new account; high recent PR volume; broad repo spread; high open PR share; targets high-star repos**
 
 Example artifacts:
-- [PR #45576: docs(pipeline): fix num_workers docstring default from 8 to 0](https://github.com/huggingface/transformers/pull/45576) — open
+- [PR #45576: docs(pipeline): fix num_workers docstring default from 8 to 0](https://github.com/huggingface/transformers/pull/45576) — closed
 
 ### `andrewor14`
 
@@ -5694,6 +5764,28 @@ Example artifacts:
 Example artifacts:
 - [PR #45215: [Qwen3_5]Remove unnecessary masked_fill_ in torch_chunk_gated_delta_rule attention computation: "attn = (q_i @ k_i.transpose(-1, -2) * decay_mask[:, :, i]).masked_fill_(mask, 0)"](https://github.com/huggingface/transformers/pull/45215) — closed, merged
 
+### `evalstate`
+
+- profile: [github.com/evalstate](https://github.com/evalstate)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aevalstate)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aevalstate)
+- repo first seen: `2026-04-23T11:41:51Z`
+- repo last seen: `2026-04-23T11:43:15Z`
+- first seen in snapshot: **yes**
+- repo association: **MEMBER**
+- repo primary artifacts: **1**
+- snapshot authored PRs/issues: **1 PRs / 0 issues**
+- snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
+- account age: **? days**
+- recent public PR activity: **? PRs** (? merged / ? closed-unmerged / ? open; merged rate **n/a**, closed-unmerged rate **n/a**, open rate **n/a**)
+- public orgs: none visible
+- compact scores: follow-through **n/a**, breadth **n/a**, automation risk **n/a**
+- heuristic read: **summary unavailable**
+- enrichment fetch error: `[{"type": "NOT_FOUND", "path": ["org1"], "locations": [{"line": 3, "column": 1}], "message": "Could not resolve to an Organization with the login of 'broven'."}, {"type": "NOT_FOUND", "path": ["org6"], "locations": [{"line": 8, "column": 1}], "message": "Could not resolve to an Organization with the login of 'kurtisvg'."}]`
+
+Example artifacts:
+- [PR #45603: [Auto] Pass kwargs to fixed_cross_entropy (cluster-43240-3): merged 2 of 2 PRs](https://github.com/huggingface/transformers/pull/45603) — closed
+
 ### `frogNotToad`
 
 - profile: [github.com/frogNotToad](https://github.com/frogNotToad)
@@ -6619,27 +6711,6 @@ Example artifacts:
 Example artifacts:
 - [PR #44301: Fix: Qwen3 `<think>` blocks not written during fine-tuning (TRL)](https://github.com/huggingface/transformers/pull/44301) — closed
 
-### `louzongzhi`
-
-- profile: [github.com/louzongzhi](https://github.com/louzongzhi)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Alouzongzhi)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Alouzongzhi)
-- repo first seen: `2026-04-14T05:14:08Z`
-- repo last seen: `2026-04-22T13:42:22Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **1**
-- snapshot authored PRs/issues: **1 PRs / 0 issues**
-- snapshot discussion activity: **3 comments / 6 reviews / 6 review comments**
-- account age: **1325 days**
-- recent public PR activity: **4 PRs** (1 merged / 2 closed-unmerged / 1 open; merged rate **25%**, closed-unmerged rate **50%**, open rate **25%**)
-- public orgs: none visible
-- compact scores: follow-through **weak**, breadth **moderate**, automation risk **low**
-- heuristic read: **many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos**
-
-Example artifacts:
-- [PR #45424: Add IndexCache support for GLM5 DSA](https://github.com/huggingface/transformers/pull/45424) — closed, merged
-
 ### `lowzhao`
 
 - profile: [github.com/lowzhao](https://github.com/lowzhao)
@@ -7949,7 +8020,7 @@ Example artifacts:
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Avai-minzhou)
 - repo first seen: `2026-04-23T01:47:23Z`
 - repo last seen: `2026-04-23T01:47:23Z`
-- first seen in snapshot: **yes**
+- first seen in snapshot: **no**
 - repo association: **FIRST_TIME_CONTRIBUTOR**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**

new_contributors.parquet

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+oid sha256:fd00d147b22a86dea9a85fa5ed68f26dfa627d96398e14f358ca056a746893db
+size 65208

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@@ -19,18 +19,21 @@
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         {
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-          "content_similarity": 0.329,
+          "similarity": 0.405,
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@@ -461,8 +464,8 @@
         {
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-          "similarity": 0.393,
-          "content_similarity": 0.269,
+          "similarity": 0.4,
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@@ -477,8 +480,8 @@
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@@ -493,8 +496,8 @@
         {
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@@ -509,8 +512,8 @@
         {
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@@ -525,8 +528,8 @@
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@@ -541,8 +544,8 @@
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@@ -557,8 +560,8 @@
         {
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@@ -573,8 +576,8 @@
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@@ -589,8 +592,8 @@
         {
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@@ -605,8 +608,8 @@
         {
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+          "similarity": 0.377,
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@@ -621,8 +624,8 @@
         {
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@@ -637,8 +640,8 @@
         {
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           "right_pr_number": 45273,
-          "similarity": 0.355,
-          "content_similarity": 0.276,
+          "similarity": 0.362,
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@@ -653,8 +656,8 @@
         {
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           "right_pr_number": 45055,
-          "similarity": 0.354,
-          "content_similarity": 0.233,
+          "similarity": 0.361,
+          "content_similarity": 0.243,
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@@ -669,8 +672,8 @@
         {
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-          "similarity": 0.351,
-          "content_similarity": 0.276,
+          "similarity": 0.359,
+          "content_similarity": 0.286,
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           "breadth_similarity": 1.0,
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@@ -685,8 +688,8 @@
         {
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-          "similarity": 0.346,
-          "content_similarity": 0.209,
+          "similarity": 0.352,
+          "content_similarity": 0.217,
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           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -701,8 +704,8 @@
         {
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-          "similarity": 0.34,
-          "content_similarity": 0.248,
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           "breadth_similarity": 1.0,
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@@ -717,8 +720,8 @@
         {
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@@ -733,8 +736,8 @@
         {
           "left_pr_number": 43636,
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-          "similarity": 0.323,
-          "content_similarity": 0.208,
+          "similarity": 0.329,
+          "content_similarity": 0.217,
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@@ -758,21 +761,23 @@
         45582
       ],
       "representative_pr_number": 34667,
-      "average_similarity": 0.436,
+      "average_similarity": 0.457,
       "summary": "5 open PRs share weighted file overlap around `src/transformers/generation/utils.py`; representative PR #34667.",
       "shared_filenames": [
         "src/transformers/generation/utils.py"
       ],
       "shared_directories": [
-        "src/transformers/generation"
+        "src/transformers/generation",
+        "src/transformers",
+        "src"
       ],
       "pairwise": [
         {
           "left_pr_number": 34667,
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-          "similarity": 0.542,
-          "content_similarity": 0.458,
-          "size_similarity": 0.478,
+          "right_pr_number": 45582,
+          "similarity": 0.601,
+          "content_similarity": 0.489,
+          "size_similarity": 0.727,
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@@ -786,10 +791,10 @@
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         {
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-          "right_pr_number": 45582,
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-          "content_similarity": 0.429,
-          "size_similarity": 0.545,
+          "right_pr_number": 39683,
+          "similarity": 0.55,
+          "content_similarity": 0.469,
+          "size_similarity": 0.478,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
           "shared_filenames": [
@@ -802,13 +807,13 @@
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         },
         {
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-          "breadth_similarity": 0.5,
-          "concentration_similarity": 0.562,
+          "left_pr_number": 39683,
+          "right_pr_number": 45582,
+          "similarity": 0.544,
+          "content_similarity": 0.488,
+          "size_similarity": 0.348,
+          "breadth_similarity": 1.0,
+          "concentration_similarity": 1.0,
           "shared_filenames": [
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@@ -819,13 +824,13 @@
           ]
         },
         {
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-          "size_similarity": 0.261,
-          "breadth_similarity": 1.0,
-          "concentration_similarity": 1.0,
+          "left_pr_number": 34667,
+          "right_pr_number": 45389,
+          "similarity": 0.524,
+          "content_similarity": 0.564,
+          "size_similarity": 0.344,
+          "breadth_similarity": 0.5,
+          "concentration_similarity": 0.562,
           "shared_filenames": [
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@@ -838,9 +843,9 @@
         {
           "left_pr_number": 44872,
           "right_pr_number": 45582,
-          "similarity": 0.467,
-          "content_similarity": 0.346,
-          "size_similarity": 0.5,
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@@ -855,8 +860,8 @@
         {
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           "right_pr_number": 44872,
-          "similarity": 0.45,
-          "content_similarity": 0.37,
+          "similarity": 0.457,
+          "content_similarity": 0.38,
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           "breadth_similarity": 1.0,
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@@ -872,8 +877,8 @@
         {
           "left_pr_number": 39683,
           "right_pr_number": 44872,
-          "similarity": 0.428,
-          "content_similarity": 0.369,
+          "similarity": 0.435,
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           "concentration_similarity": 1.0,
@@ -889,8 +894,8 @@
         {
           "left_pr_number": 39683,
           "right_pr_number": 45389,
-          "similarity": 0.384,
-          "content_similarity": 0.283,
+          "similarity": 0.39,
+          "content_similarity": 0.291,
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           "breadth_similarity": 0.5,
           "concentration_similarity": 0.562,
@@ -906,9 +911,9 @@
         {
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-          "content_similarity": 0.265,
-          "size_similarity": 0.188,
+          "similarity": 0.328,
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           "concentration_similarity": 0.562,
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@@ -923,8 +928,8 @@
         {
           "left_pr_number": 44872,
           "right_pr_number": 45389,
-          "similarity": 0.252,
-          "content_similarity": 0.229,
+          "similarity": 0.257,
+          "content_similarity": 0.236,
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@@ -948,7 +953,7 @@
         45546
       ],
       "representative_pr_number": 45546,
-      "average_similarity": 0.739,
+      "average_similarity": 0.741,
       "summary": "4 open PRs share weighted file overlap around `src/transformers/integrations/ggml.py`, `src/transformers/modeling_gguf_pytorch_utils.py`, `tests/quantization/ggml/test_ggml.py`; representative PR #45546.",
       "shared_filenames": [
         "src/transformers/integrations/ggml.py",
@@ -957,6 +962,8 @@
       ],
       "shared_directories": [
         "src/transformers/integrations",
+        "src/transformers",
+        "src",
         "tests/quantization/ggml",
         "tests/quantization",
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@@ -987,8 +994,8 @@
         {
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-          "similarity": 0.878,
-          "content_similarity": 0.895,
+          "similarity": 0.879,
+          "content_similarity": 0.896,
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           "breadth_similarity": 1.0,
           "concentration_similarity": 0.932,
@@ -1009,8 +1016,8 @@
         {
           "left_pr_number": 44070,
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-          "similarity": 0.86,
-          "content_similarity": 0.908,
+          "similarity": 0.861,
+          "content_similarity": 0.909,
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           "breadth_similarity": 1.0,
           "concentration_similarity": 0.946,
@@ -1031,8 +1038,8 @@
         {
           "left_pr_number": 44070,
           "right_pr_number": 45283,
-          "similarity": 0.635,
-          "content_similarity": 0.675,
+          "similarity": 0.637,
+          "content_similarity": 0.679,
           "size_similarity": 0.393,
           "breadth_similarity": 0.667,
           "concentration_similarity": 0.733,
@@ -1049,8 +1056,8 @@
         {
           "left_pr_number": 45283,
           "right_pr_number": 45546,
-          "similarity": 0.592,
-          "content_similarity": 0.538,
+          "similarity": 0.595,
+          "content_similarity": 0.543,
           "size_similarity": 0.764,
           "breadth_similarity": 0.667,
           "concentration_similarity": 0.679,
@@ -1067,8 +1074,8 @@
         {
           "left_pr_number": 45283,
           "right_pr_number": 45296,
-          "similarity": 0.544,
-          "content_similarity": 0.515,
+          "similarity": 0.548,
+          "content_similarity": 0.52,
           "size_similarity": 0.56,
           "breadth_similarity": 0.667,
           "concentration_similarity": 0.665,
@@ -1093,20 +1100,22 @@
         44682
       ],
       "representative_pr_number": 43836,
-      "average_similarity": 0.566,
+      "average_similarity": 0.569,
       "summary": "4 open PRs share weighted file overlap around `src/transformers/cli/serve.py`; representative PR #43836.",
       "shared_filenames": [
         "src/transformers/cli/serve.py"
       ],
       "shared_directories": [
-        "src/transformers/cli"
+        "src/transformers/cli",
+        "src/transformers",
+        "src"
       ],
       "pairwise": [
         {
           "left_pr_number": 43656,
           "right_pr_number": 43836,
-          "similarity": 0.692,
-          "content_similarity": 0.748,
+          "similarity": 0.694,
+          "content_similarity": 0.751,
           "size_similarity": 0.121,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -1122,8 +1131,8 @@
         {
           "left_pr_number": 43836,
           "right_pr_number": 43842,
-          "similarity": 0.617,
-          "content_similarity": 0.662,
+          "similarity": 0.62,
+          "content_similarity": 0.665,
           "size_similarity": 0.027,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -1139,8 +1148,8 @@
         {
           "left_pr_number": 43836,
           "right_pr_number": 44682,
-          "similarity": 0.615,
-          "content_similarity": 0.664,
+          "similarity": 0.618,
+          "content_similarity": 0.669,
           "size_similarity": 0.398,
           "breadth_similarity": 0.5,
           "concentration_similarity": 0.802,
@@ -1156,8 +1165,8 @@
         {
           "left_pr_number": 43656,
           "right_pr_number": 43842,
-          "similarity": 0.601,
-          "content_similarity": 0.596,
+          "similarity": 0.603,
+          "content_similarity": 0.6,
           "size_similarity": 0.222,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -1173,8 +1182,8 @@
         {
           "left_pr_number": 43656,
           "right_pr_number": 44682,
-          "similarity": 0.452,
-          "content_similarity": 0.507,
+          "similarity": 0.456,
+          "content_similarity": 0.512,
           "size_similarity": 0.048,
           "breadth_similarity": 0.5,
           "concentration_similarity": 0.802,
@@ -1190,8 +1199,8 @@
         {
           "left_pr_number": 43842,
           "right_pr_number": 44682,
-          "similarity": 0.421,
-          "content_similarity": 0.471,
+          "similarity": 0.425,
+          "content_similarity": 0.476,
           "size_similarity": 0.011,
           "breadth_similarity": 0.5,
           "concentration_similarity": 0.802,
@@ -1214,7 +1223,7 @@
         44722
       ],
       "representative_pr_number": 44722,
-      "average_similarity": 0.941,
+      "average_similarity": 0.942,
       "summary": "3 open PRs share weighted file overlap around `src/transformers/models/gptj/modeling_gptj.py`, `src/transformers/models/codegen/modeling_codegen.py`; representative PR #44722.",
       "shared_filenames": [
         "src/transformers/models/gptj/modeling_gptj.py",
@@ -1223,6 +1232,8 @@
       "shared_directories": [
         "src/transformers/models/gptj",
         "src/transformers/models",
+        "src/transformers",
+        "src",
         "src/transformers/models/codegen"
       ],
       "pairwise": [
@@ -1230,7 +1241,7 @@
           "left_pr_number": 44066,
           "right_pr_number": 44722,
           "similarity": 0.969,
-          "content_similarity": 0.967,
+          "content_similarity": 0.968,
           "size_similarity": 0.959,
           "breadth_similarity": 1.0,
           "concentration_similarity": 0.957,
@@ -1292,21 +1303,23 @@
         44676
       ],
       "representative_pr_number": 44059,
-      "average_similarity": 0.569,
+      "average_similarity": 0.572,
       "summary": "3 open PRs share weighted file overlap around `src/transformers/models/gpt2/modeling_gpt2.py`; representative PR #44059.",
       "shared_filenames": [
         "src/transformers/models/gpt2/modeling_gpt2.py"
       ],
       "shared_directories": [
         "src/transformers/models/gpt2",
-        "src/transformers/models"
+        "src/transformers/models",
+        "src/transformers",
+        "src"
       ],
       "pairwise": [
         {
           "left_pr_number": 44059,
           "right_pr_number": 44676,
-          "similarity": 0.681,
-          "content_similarity": 0.745,
+          "similarity": 0.683,
+          "content_similarity": 0.748,
           "size_similarity": 0.062,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -1323,8 +1336,8 @@
         {
           "left_pr_number": 44015,
           "right_pr_number": 44059,
-          "similarity": 0.612,
-          "content_similarity": 0.675,
+          "similarity": 0.615,
+          "content_similarity": 0.679,
           "size_similarity": 0.543,
           "breadth_similarity": 0.333,
           "concentration_similarity": 0.488,
@@ -1341,8 +1354,8 @@
         {
           "left_pr_number": 44015,
           "right_pr_number": 44676,
-          "similarity": 0.414,
-          "content_similarity": 0.501,
+          "similarity": 0.418,
+          "content_similarity": 0.507,
           "size_similarity": 0.034,
           "breadth_similarity": 0.333,
           "concentration_similarity": 0.488,
@@ -1358,6 +1371,81 @@
         }
       ]
     },
+    {
+      "cluster_id": "pr-scope-43997-3",
+      "pr_numbers": [
+        43997,
+        44007,
+        44019
+      ],
+      "representative_pr_number": 44007,
+      "average_similarity": 0.53,
+      "summary": "3 open PRs share weighted file overlap around `src/transformers/models/regnet/modeling_regnet.py`, `src/transformers/models/resnet/modeling_resnet.py`; representative PR #44007.",
+      "shared_filenames": [
+        "src/transformers/models/regnet/modeling_regnet.py",
+        "src/transformers/models/resnet/modeling_resnet.py"
+      ],
+      "shared_directories": [
+        "src/transformers/models",
+        "src/transformers",
+        "src",
+        "src/transformers/models/regnet",
+        "src/transformers/models/resnet"
+      ],
+      "pairwise": [
+        {
+          "left_pr_number": 44007,
+          "right_pr_number": 44019,
+          "similarity": 0.691,
+          "content_similarity": 0.699,
+          "size_similarity": 0.94,
+          "breadth_similarity": 0.333,
+          "concentration_similarity": 0.548,
+          "shared_filenames": [
+            "src/transformers/models/resnet/modeling_resnet.py"
+          ],
+          "shared_directories": [
+            "src/transformers/models/resnet",
+            "src/transformers/models",
+            "src/transformers",
+            "src"
+          ]
+        },
+        {
+          "left_pr_number": 43997,
+          "right_pr_number": 44007,
+          "similarity": 0.622,
+          "content_similarity": 0.657,
+          "size_similarity": 0.679,
+          "breadth_similarity": 0.333,
+          "concentration_similarity": 0.548,
+          "shared_filenames": [
+            "src/transformers/models/regnet/modeling_regnet.py"
+          ],
+          "shared_directories": [
+            "src/transformers/models/regnet",
+            "src/transformers/models",
+            "src/transformers",
+            "src"
+          ]
+        },
+        {
+          "left_pr_number": 43997,
+          "right_pr_number": 44019,
+          "similarity": 0.276,
+          "content_similarity": 0.025,
+          "size_similarity": 0.722,
+          "breadth_similarity": 1.0,
+          "concentration_similarity": 1.0,
+          "shared_filenames": [],
+          "shared_directories": [
+            "src/transformers/models",
+            "src/transformers",
+            "src"
+          ]
+        }
+      ]
+    },
     {
       "cluster_id": "pr-scope-42975-3",
       "pr_numbers": [
@@ -1366,7 +1454,7 @@
         45077
       ],
       "representative_pr_number": 45077,
-      "average_similarity": 0.528,
+      "average_similarity": 0.529,
       "summary": "3 open PRs share weighted file overlap around `.github/workflows/build-ci-docker-images.yml`, `.github/workflows/build-docker-images.yml`, `.github/workflows/build-nightly-ci-docker-images.yml`; representative PR #45077.",
       "shared_filenames": [
         ".github/workflows/build-ci-docker-images.yml",
@@ -1386,8 +1474,8 @@
         {
           "left_pr_number": 42975,
           "right_pr_number": 45077,
-          "similarity": 0.68,
-          "content_similarity": 0.624,
+          "similarity": 0.681,
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@@ -1411,8 +1499,8 @@
         {
           "left_pr_number": 42976,
           "right_pr_number": 45077,
-          "similarity": 0.491,
-          "content_similarity": 0.52,
+          "similarity": 0.492,
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           "breadth_similarity": 0.659,
           "concentration_similarity": 1.0,
@@ -1431,8 +1519,8 @@
         {
           "left_pr_number": 42975,
           "right_pr_number": 42976,
-          "similarity": 0.413,
-          "content_similarity": 0.41,
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           "size_similarity": 0.101,
           "breadth_similarity": 0.606,
           "concentration_similarity": 1.0,
@@ -1452,79 +1540,6 @@
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       ]
     },
-    {
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-      "pr_numbers": [
-        43997,
-        44007,
-        44019
-      ],
-      "representative_pr_number": 44007,
-      "average_similarity": 0.525,
-      "summary": "3 open PRs share weighted file overlap around `src/transformers/models/regnet/modeling_regnet.py`, `src/transformers/models/resnet/modeling_resnet.py`; representative PR #44007.",
-      "shared_filenames": [
-        "src/transformers/models/regnet/modeling_regnet.py",
-        "src/transformers/models/resnet/modeling_resnet.py"
-      ],
-      "shared_directories": [
-        "src/transformers/models",
-        "src/transformers/models/regnet",
-        "src/transformers/models/resnet"
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-      "pairwise": [
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-          "shared_filenames": [
-            "src/transformers/models/resnet/modeling_resnet.py"
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-          "shared_directories": [
-            "src/transformers/models/resnet",
-            "src/transformers/models",
-            "src/transformers",
-            "src"
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-        {
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-          "right_pr_number": 44007,
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-            "src/transformers/models/regnet/modeling_regnet.py"
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-          "shared_directories": [
-            "src/transformers/models/regnet",
-            "src/transformers/models",
-            "src/transformers",
-            "src"
-          ]
-        },
-        {
-          "left_pr_number": 43997,
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-          "similarity": 0.267,
-          "content_similarity": 0.013,
-          "size_similarity": 0.722,
-          "breadth_similarity": 1.0,
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-          "shared_directories": [
-            "src/transformers/models",
-            "src/transformers",
-            "src"
-          ]
-        }
-      ]
-    },
     {
       "cluster_id": "pr-scope-45202-3",
       "pr_numbers": [
@@ -1533,7 +1548,7 @@
         45438
       ],
       "representative_pr_number": 45438,
-      "average_similarity": 0.502,
+      "average_similarity": 0.505,
       "summary": "3 open PRs share weighted file overlap around `src/transformers/models/gemma4/modeling_gemma4.py`, `src/transformers/models/gemma4/modular_gemma4.py`, `docs/source/en/model_doc/gemma4.md`; representative PR #45438.",
       "shared_filenames": [
         "src/transformers/models/gemma4/modeling_gemma4.py",
@@ -1545,19 +1560,19 @@
       "shared_directories": [
         "src/transformers/models/gemma4",
         "src/transformers/models",
+        "src/transformers",
+        "src",
         "docs/source/en/model_doc",
         "src/transformers/models/auto",
         "tests/models/gemma4",
-        "docs/source/en",
-        "docs/source",
-        "tests/models"
+        "docs/source/en"
       ],
       "pairwise": [
         {
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-          "similarity": 0.764,
-          "content_similarity": 0.788,
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+          "content_similarity": 0.791,
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@@ -1584,8 +1599,8 @@
         {
           "left_pr_number": 45202,
           "right_pr_number": 45438,
-          "similarity": 0.412,
-          "content_similarity": 0.474,
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           "breadth_similarity": 0.325,
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@@ -1603,8 +1618,8 @@
         {
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-          "similarity": 0.331,
-          "content_similarity": 0.356,
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           "breadth_similarity": 0.325,
           "concentration_similarity": 0.908,
@@ -1622,123 +1637,28 @@
       ]
     },
     {
-      "cluster_id": "pr-scope-45184-3",
+      "cluster_id": "pr-scope-41097-3",
       "pr_numbers": [
-        45184,
-        45274,
-        45530
-      ],
-      "representative_pr_number": 45530,
-      "average_similarity": 0.489,
-      "summary": "3 open PRs share weighted file overlap around `src/transformers/generation/continuous_batching/continuous_api.py`, `tests/generation/test_continuous_batching.py`, `src/transformers/generation/continuous_batching/cache.py`; representative PR #45530.",
-      "shared_filenames": [
-        "src/transformers/generation/continuous_batching/continuous_api.py",
-        "tests/generation/test_continuous_batching.py",
-        "src/transformers/generation/continuous_batching/cache.py",
-        "src/transformers/generation/continuous_batching/cb_logits_processors.py",
-        "src/transformers/generation/continuous_batching/input_outputs.py",
-        "src/transformers/generation/continuous_batching/requests.py",
-        "src/transformers/generation/continuous_batching/scheduler.py",
-        "src/transformers/generation/configuration_utils.py"
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-            "src/transformers/generation/continuous_batching/continuous_api.py",
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-            "src/transformers/generation/continuous_batching",
-            "src/transformers/generation",
-            "src/transformers",
-            "tests/generation",
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-            "src/transformers/generation/continuous_batching/cb_logits_processors.py",
-            "src/transformers/generation/continuous_batching/continuous_api.py",
-            "src/transformers/generation/continuous_batching/requests.py",
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-            "src/transformers/generation",
-            "src/transformers",
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-          "shared_directories": [
-            "src/transformers/generation/continuous_batching",
-            "src/transformers/generation",
-            "src/transformers",
-            "tests/generation",
-            "src",
-            "tests"
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-    },
-    {
-      "cluster_id": "pr-scope-41097-3",
-      "pr_numbers": [
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-        43549,
-        44547
+        41097,
+        43549,
+        44547
       ],
       "representative_pr_number": 43549,
-      "average_similarity": 0.467,
+      "average_similarity": 0.472,
       "summary": "3 open PRs share weighted file overlap around `src/transformers/modeling_flash_attention_utils.py`; representative PR #43549.",
       "shared_filenames": [
         "src/transformers/modeling_flash_attention_utils.py"
       ],
-      "shared_directories": [],
+      "shared_directories": [
+        "src/transformers",
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@@ -1753,8 +1673,8 @@
         {
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@@ -1769,8 +1689,8 @@
         {
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-          "content_similarity": 0.334,
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@@ -1792,18 +1712,21 @@
         45317
       ],
       "representative_pr_number": 45086,
-      "average_similarity": 0.408,
+      "average_similarity": 0.412,
       "summary": "3 open PRs share weighted file overlap around `src/transformers/tokenization_utils_tokenizers.py`; representative PR #45086.",
       "shared_filenames": [
         "src/transformers/tokenization_utils_tokenizers.py"
       ],
-      "shared_directories": [],
+      "shared_directories": [
+        "src/transformers",
+        "src"
+      ],
       "pairwise": [
         {
           "left_pr_number": 45086,
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@@ -1818,8 +1741,8 @@
         {
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           "breadth_similarity": 1.0,
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@@ -1834,8 +1757,8 @@
         {
           "left_pr_number": 44606,
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-          "similarity": 0.35,
-          "content_similarity": 0.158,
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@@ -1857,20 +1780,22 @@
         45524
       ],
       "representative_pr_number": 44615,
-      "average_similarity": 0.401,
+      "average_similarity": 0.406,
       "summary": "3 open PRs share weighted file overlap around `src/transformers/utils/import_utils.py`; representative PR #44615.",
       "shared_filenames": [
         "src/transformers/utils/import_utils.py"
       ],
       "shared_directories": [
-        "src/transformers/utils"
+        "src/transformers/utils",
+        "src/transformers",
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-          "similarity": 0.418,
-          "content_similarity": 0.333,
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@@ -1886,8 +1811,8 @@
         {
           "left_pr_number": 44385,
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-          "similarity": 0.404,
-          "content_similarity": 0.331,
+          "similarity": 0.41,
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           "breadth_similarity": 0.667,
           "concentration_similarity": 1.0,
@@ -1903,8 +1828,8 @@
         {
           "left_pr_number": 44385,
           "right_pr_number": 45524,
-          "similarity": 0.38,
-          "content_similarity": 0.244,
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           "breadth_similarity": 0.667,
           "concentration_similarity": 1.0,
@@ -1919,72 +1844,6 @@
         }
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-    {
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-        33686,
-        44407,
-        44550
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-      "representative_pr_number": 44550,
-      "average_similarity": 0.372,
-      "summary": "3 open PRs cluster in `docs/source/en`, `docs/source`, `docs` with similar change breadth; representative PR #44550.",
-      "shared_filenames": [],
-      "shared_directories": [
-        "docs/source/en",
-        "docs/source",
-        "docs",
-        "docs/source/en/model_doc"
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-            "docs/source/en/model_doc",
-            "docs/source/en",
-            "docs/source",
-            "docs"
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-        {
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-            "docs/source",
-            "docs"
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-        {
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-            "docs/source",
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     {
       "cluster_id": "pr-scope-43488-3",
       "pr_numbers": [
@@ -2001,7 +1860,9 @@
       "shared_directories": [
         "tests/models/vit",
         "tests/models",
-        "tests"
+        "tests",
+        "src/transformers",
+        "src"
       ],
       "pairwise": [
         {
@@ -2024,7 +1885,7 @@
         {
           "left_pr_number": 43488,
           "right_pr_number": 43665,
-          "similarity": 0.38,
+          "similarity": 0.379,
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           "size_similarity": 0.818,
           "breadth_similarity": 0.667,
@@ -2041,7 +1902,7 @@
         {
           "left_pr_number": 43488,
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-          "similarity": 0.335,
+          "similarity": 0.336,
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           "size_similarity": 0.786,
           "breadth_similarity": 0.75,
@@ -2059,6 +1920,72 @@
         }
       ]
     },
+    {
+      "cluster_id": "pr-scope-33686-3",
+      "pr_numbers": [
+        33686,
+        44407,
+        44550
+      ],
+      "representative_pr_number": 44550,
+      "average_similarity": 0.371,
+      "summary": "3 open PRs cluster in `docs/source/en`, `docs/source`, `docs` with similar change breadth; representative PR #44550.",
+      "shared_filenames": [],
+      "shared_directories": [
+        "docs/source/en",
+        "docs/source",
+        "docs",
+        "docs/source/en/model_doc"
+      ],
+      "pairwise": [
+        {
+          "left_pr_number": 33686,
+          "right_pr_number": 44550,
+          "similarity": 0.395,
+          "content_similarity": 0.135,
+          "size_similarity": 1.0,
+          "breadth_similarity": 1.0,
+          "concentration_similarity": 1.0,
+          "shared_filenames": [],
+          "shared_directories": [
+            "docs/source/en/model_doc",
+            "docs/source/en",
+            "docs/source",
+            "docs"
+          ]
+        },
+        {
+          "left_pr_number": 44407,
+          "right_pr_number": 44550,
+          "similarity": 0.366,
+          "content_similarity": 0.103,
+          "size_similarity": 0.957,
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+          "concentration_similarity": 1.0,
+          "shared_filenames": [],
+          "shared_directories": [
+            "docs/source/en",
+            "docs/source",
+            "docs"
+          ]
+        },
+        {
+          "left_pr_number": 33686,
+          "right_pr_number": 44407,
+          "similarity": 0.353,
+          "content_similarity": 0.086,
+          "size_similarity": 0.957,
+          "breadth_similarity": 1.0,
+          "concentration_similarity": 1.0,
+          "shared_filenames": [],
+          "shared_directories": [
+            "docs/source/en",
+            "docs/source",
+            "docs"
+          ]
+        }
+      ]
+    },
     {
       "cluster_id": "pr-scope-44018-2",
       "pr_numbers": [
@@ -2077,7 +2004,9 @@
         "tests/models/gpt_neo",
         "src/transformers/models",
         "tests/models",
-        "tests"
+        "src/transformers",
+        "tests",
+        "src"
       ],
       "pairwise": [
         {
@@ -2138,7 +2067,7 @@
           "left_pr_number": 40962,
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           "similarity": 0.925,
-          "content_similarity": 0.943,
+          "content_similarity": 0.944,
           "size_similarity": 0.818,
           "breadth_similarity": 1.0,
           "concentration_similarity": 0.832,
@@ -2182,7 +2111,9 @@
         "src/transformers/loss/loss_utils.py"
       ],
       "shared_directories": [
-        "src/transformers/loss"
+        "src/transformers/loss",
+        "src/transformers",
+        "src"
       ],
       "pairwise": [
         {
@@ -2211,7 +2142,7 @@
         43775
       ],
       "representative_pr_number": 43543,
-      "average_similarity": 0.819,
+      "average_similarity": 0.82,
       "summary": "2 open PRs share weighted file overlap around `src/transformers/models/dbrx/modeling_dbrx.py`, `src/transformers/models/ernie4_5_moe/modeling_ernie4_5_moe.py`, `src/transformers/models/jamba/modeling_jamba.py`; representative PR #43543.",
       "shared_filenames": [
         "src/transformers/models/dbrx/modeling_dbrx.py",
@@ -2237,8 +2168,8 @@
         {
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@@ -2276,7 +2207,7 @@
         44375
       ],
       "representative_pr_number": 36895,
-      "average_similarity": 0.758,
+      "average_similarity": 0.76,
       "summary": "2 open PRs share weighted file overlap around `docs/source/en/model_doc/rf_detr.md`, `src/transformers/loss/loss_lw_detr.py`, `src/transformers/models/rf_detr/__init__.py`; representative PR #36895.",
       "shared_filenames": [
         "docs/source/en/model_doc/rf_detr.md",
@@ -2302,8 +2233,8 @@
         {
           "left_pr_number": 36895,
           "right_pr_number": 44375,
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@@ -2341,20 +2272,22 @@
         45523
       ],
       "representative_pr_number": 41901,
-      "average_similarity": 0.716,
+      "average_similarity": 0.719,
       "summary": "2 open PRs share weighted file overlap around `src/transformers/integrations/executorch.py`; representative PR #41901.",
       "shared_filenames": [
         "src/transformers/integrations/executorch.py"
       ],
       "shared_directories": [
-        "src/transformers/integrations"
+        "src/transformers/integrations",
+        "src/transformers",
+        "src"
       ],
       "pairwise": [
         {
           "left_pr_number": 41901,
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@@ -2376,7 +2309,7 @@
         45144
       ],
       "representative_pr_number": 43020,
-      "average_similarity": 0.716,
+      "average_similarity": 0.718,
       "summary": "2 open PRs share weighted file overlap around `src/transformers/models/mimo_v2_flash/__init__.py`, `src/transformers/models/mimo_v2_flash/configuration_mimo_v2_flash.py`, `src/transformers/models/mimo_v2_flash/convert_mimo_v2_flash_weights_to_hf.py`; representative PR #43020.",
       "shared_filenames": [
         "src/transformers/models/mimo_v2_flash/__init__.py",
@@ -2394,14 +2327,16 @@
         "tests/models/mimo_v2_flash",
         "src/transformers/models",
         "tests/models",
-        "tests"
+        "src/transformers",
+        "tests",
+        "src"
       ],
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         {
           "left_pr_number": 43020,
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@@ -2435,18 +2370,21 @@
         43469
       ],
       "representative_pr_number": 41441,
-      "average_similarity": 0.681,
+      "average_similarity": 0.683,
       "summary": "2 open PRs share weighted file overlap around `src/transformers/hf_argparser.py`; representative PR #41441.",
       "shared_filenames": [
         "src/transformers/hf_argparser.py"
       ],
-      "shared_directories": [],
+      "shared_directories": [
+        "src/transformers",
+        "src"
+      ],
       "pairwise": [
         {
           "left_pr_number": 41441,
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@@ -2467,7 +2405,7 @@
         45480
       ],
       "representative_pr_number": 43747,
-      "average_similarity": 0.672,
+      "average_similarity": 0.671,
       "summary": "2 open PRs share weighted file overlap around `tests/quantization/compressed_tensors_integration/test_compressed_models.py`; representative PR #43747.",
       "shared_filenames": [
         "tests/quantization/compressed_tensors_integration/test_compressed_models.py"
@@ -2481,8 +2419,8 @@
         {
           "left_pr_number": 43747,
           "right_pr_number": 45480,
-          "similarity": 0.672,
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+          "similarity": 0.671,
+          "content_similarity": 0.62,
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           "concentration_similarity": 0.751,
@@ -2504,20 +2442,22 @@
         43816
       ],
       "representative_pr_number": 43779,
-      "average_similarity": 0.666,
+      "average_similarity": 0.667,
       "summary": "2 open PRs share weighted file overlap around `src/transformers/integrations/integration_utils.py`; representative PR #43779.",
       "shared_filenames": [
         "src/transformers/integrations/integration_utils.py"
       ],
       "shared_directories": [
-        "src/transformers/integrations"
+        "src/transformers/integrations",
+        "src/transformers",
+        "src"
       ],
       "pairwise": [
         {
           "left_pr_number": 43779,
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@@ -2539,7 +2479,7 @@
         45513
       ],
       "representative_pr_number": 45034,
-      "average_similarity": 0.633,
+      "average_similarity": 0.635,
       "summary": "2 open PRs share weighted file overlap around `tests/models/qwen3_5/test_modeling_qwen3_5.py`, `src/transformers/models/qwen3_5/modular_qwen3_5.py`, `src/transformers/models/qwen3_5/modeling_qwen3_5.py`; representative PR #45034.",
       "shared_filenames": [
         "tests/models/qwen3_5/test_modeling_qwen3_5.py",
@@ -2551,14 +2491,16 @@
         "tests/models/qwen3_5",
         "src/transformers/models",
         "tests/models",
-        "tests"
+        "src/transformers",
+        "tests",
+        "src"
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           "concentration_similarity": 0.999,
@@ -2594,7 +2536,9 @@
       "shared_directories": [
         "tests/quantization/torchao_integration",
         "tests/quantization",
-        "tests"
+        "src/transformers",
+        "tests",
+        "src"
       ],
       "pairwise": [
         {
@@ -2625,21 +2569,23 @@
         44116
       ],
       "representative_pr_number": 44101,
-      "average_similarity": 0.55,
+      "average_similarity": 0.553,
       "summary": "2 open PRs share weighted file overlap around `src/transformers/models/flaubert/modeling_flaubert.py`; representative PR #44101.",
       "shared_filenames": [
         "src/transformers/models/flaubert/modeling_flaubert.py"
       ],
       "shared_directories": [
         "src/transformers/models/flaubert",
-        "src/transformers/models"
+        "src/transformers/models",
+        "src/transformers",
+        "src"
       ],
       "pairwise": [
         {
           "left_pr_number": 44101,
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@@ -2662,7 +2608,7 @@
         45396
       ],
       "representative_pr_number": 41992,
-      "average_similarity": 0.534,
+      "average_similarity": 0.539,
       "summary": "2 open PRs share weighted file overlap around `src/transformers/models/ernie4_5_vl_moe/modular_ernie4_5_vl_moe.py`, `src/transformers/models/esm/configuration_esm.py`, `src/transformers/models/glm_ocr/modular_glm_ocr.py`; representative PR #41992.",
       "shared_filenames": [
         "src/transformers/models/ernie4_5_vl_moe/modular_ernie4_5_vl_moe.py",
@@ -2688,8 +2634,8 @@
         {
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@@ -2776,21 +2722,23 @@
         45422
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       "representative_pr_number": 44543,
-      "average_similarity": 0.502,
+      "average_similarity": 0.505,
       "summary": "2 open PRs share weighted file overlap around `tests/test_processing_common.py`, `src/transformers/processing_utils.py`; representative PR #44543.",
       "shared_filenames": [
         "tests/test_processing_common.py",
         "src/transformers/processing_utils.py"
       ],
       "shared_directories": [
-        "tests"
+        "src/transformers",
+        "tests",
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@@ -2806,41 +2754,6 @@
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-      "average_similarity": 0.497,
-      "summary": "2 open PRs share weighted file overlap around `src/transformers/utils/auto_docstring.py`; representative PR #45056.",
-      "shared_filenames": [
-        "src/transformers/utils/auto_docstring.py"
-      ],
-      "shared_directories": [
-        "src/transformers/utils"
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-            "src/transformers",
-            "src"
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@@ -2848,7 +2761,7 @@
         45333
       ],
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-      "average_similarity": 0.496,
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       "summary": "2 open PRs share weighted file overlap around `src/transformers/heterogeneity/__init__.py`, `src/transformers/heterogeneity/configuration_utils.py`, `tests/heterogeneity/__init__.py`; representative PR #45332.",
       "shared_filenames": [
         "src/transformers/heterogeneity/__init__.py",
@@ -2860,14 +2773,16 @@
       "shared_directories": [
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         "tests/heterogeneity",
-        "tests"
+        "src/transformers",
+        "tests",
+        "src"
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@@ -2889,34 +2804,36 @@
       ]
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     {
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+      "cluster_id": "pr-scope-45056-2",
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+        45056,
+        45128
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-      "average_similarity": 0.469,
-      "summary": "2 open PRs share weighted file overlap around `src/transformers/pipelines/base.py`; representative PR #43826.",
+      "representative_pr_number": 45056,
+      "average_similarity": 0.498,
+      "summary": "2 open PRs share weighted file overlap around `src/transformers/utils/auto_docstring.py`; representative PR #45056.",
       "shared_filenames": [
-        "src/transformers/pipelines/base.py"
+        "src/transformers/utils/auto_docstring.py"
       ],
       "shared_directories": [
-        "src/transformers/pipelines"
+        "src/transformers/utils",
+        "src/transformers",
+        "src"
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           "shared_filenames": [
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+            "src/transformers/utils/auto_docstring.py"
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           "shared_directories": [
-            "src/transformers/pipelines",
+            "src/transformers/utils",
             "src/transformers",
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           ]
@@ -2930,7 +2847,7 @@
         44339
       ],
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-      "average_similarity": 0.451,
+      "average_similarity": 0.455,
       "summary": "2 open PRs share weighted file overlap around `docs/source/en/model_doc/deimv2.md`, `src/transformers/models/deimv2/__init__.py`, `src/transformers/models/deimv2/configuration_deimv2.py`; representative PR #41356.",
       "shared_filenames": [
         "docs/source/en/model_doc/deimv2.md",
@@ -2948,14 +2865,14 @@
         "src/transformers/models",
         "docs/source",
         "tests/models",
-        "docs"
+        "src/transformers"
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           "concentration_similarity": 0.974,
@@ -2983,40 +2900,36 @@
       ]
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+      "cluster_id": "pr-scope-44974-2",
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+        44974,
+        45421
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-      "average_similarity": 0.434,
-      "summary": "2 open PRs share weighted file overlap around `src/transformers/generation/logits_process.py`, `tests/generation/test_logits_process.py`; representative PR #42112.",
+      "representative_pr_number": 44974,
+      "average_similarity": 0.437,
+      "summary": "2 open PRs share weighted file overlap around `src/transformers/core_model_loading.py`; representative PR #44974.",
       "shared_filenames": [
-        "src/transformers/generation/logits_process.py",
-        "tests/generation/test_logits_process.py"
+        "src/transformers/core_model_loading.py"
       ],
       "shared_directories": [
-        "src/transformers/generation",
-        "tests/generation",
-        "tests"
+        "src/transformers",
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           "shared_filenames": [
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           "shared_directories": [
-            "src/transformers/generation",
             "src/transformers",
-            "tests/generation",
             "src",
             "tests"
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@@ -3024,73 +2937,79 @@
       ]
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-      "cluster_id": "pr-scope-44940-2",
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+        45548
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-      "summary": "2 open PRs share weighted file overlap around `tests/utils/test_modeling_utils.py`, `src/transformers/modeling_utils.py`; representative PR #44940.",
+      "representative_pr_number": 44228,
+      "average_similarity": 0.436,
+      "summary": "2 open PRs share weighted file overlap around `src/transformers/modeling_utils.py`; representative PR #44228.",
       "shared_filenames": [
-        "tests/utils/test_modeling_utils.py",
         "src/transformers/modeling_utils.py"
       ],
       "shared_directories": [
-        "tests/utils",
-        "tests"
+        "src/transformers",
+        "src"
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           "shared_filenames": [
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+            "src/transformers/modeling_utils.py"
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           "shared_directories": [
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-            "src",
-            "tests"
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-      "cluster_id": "pr-scope-44974-2",
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       "pr_numbers": [
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-      "average_similarity": 0.433,
-      "summary": "2 open PRs share weighted file overlap around `src/transformers/core_model_loading.py`; representative PR #44974.",
+      "representative_pr_number": 45184,
+      "average_similarity": 0.434,
+      "summary": "2 open PRs share weighted file overlap around `src/transformers/generation/continuous_batching/continuous_api.py`, `tests/generation/test_continuous_batching.py`; representative PR #45184.",
       "shared_filenames": [
-        "src/transformers/core_model_loading.py"
+        "src/transformers/generation/continuous_batching/continuous_api.py",
+        "tests/generation/test_continuous_batching.py"
       ],
       "shared_directories": [
-        "tests"
+        "src/transformers/generation/continuous_batching",
+        "src/transformers/generation",
+        "tests/generation",
+        "src/transformers",
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+        "src"
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           "shared_filenames": [
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+            "src/transformers/generation/continuous_batching/continuous_api.py",
+            "tests/generation/test_continuous_batching.py"
           ],
           "shared_directories": [
+            "src/transformers/generation/continuous_batching",
+            "src/transformers/generation",
             "src/transformers",
+            "tests/generation",
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             "tests"
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@@ -3098,33 +3017,44 @@
       ]
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     {
-      "cluster_id": "pr-scope-44228-2",
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       "pr_numbers": [
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+        45559
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-      "average_similarity": 0.426,
-      "summary": "2 open PRs share weighted file overlap around `src/transformers/modeling_utils.py`; representative PR #44228.",
+      "representative_pr_number": 42112,
+      "average_similarity": 0.429,
+      "summary": "2 open PRs share weighted file overlap around `tests/generation/test_configuration_utils.py`, `src/transformers/generation/configuration_utils.py`; representative PR #42112.",
       "shared_filenames": [
-        "src/transformers/modeling_utils.py"
+        "tests/generation/test_configuration_utils.py",
+        "src/transformers/generation/configuration_utils.py"
+      ],
+      "shared_directories": [
+        "src/transformers/generation",
+        "tests/generation",
+        "src/transformers",
+        "tests",
+        "src"
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