Refresh transformers dataset snapshot 20260616T180029Z

README.md

@@ -75,7 +75,7 @@ Use:
 - eval set creation
 
 Notes:
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+- latest snapshot: `20260616T180029Z`
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             "url": "https://github.com/huggingface/transformers/pull/46633",
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@@ -10877,6 +10789,94 @@
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+          },
+          {
+            "kind": "pull_request",
+            "number": 45495,
+            "title": "revert sha commit pointing to main for transformers_amd_ci_  workflows",
+            "url": "https://github.com/huggingface/transformers/pull/45495",
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+            "created_at": "2026-04-17T14:18:37Z"
+          },
+          {
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+            "title": "Update workflow references to new commit hash",
+            "url": "https://github.com/huggingface/transformers/pull/45442",
+            "state": "closed",
+            "merged": true,
+            "draft": false,
+            "created_at": "2026-04-14T18:49:49Z"
+          }
+        ],
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+          {
+            "kind": "issue",
+            "number": 45182,
+            "title": "\ud83d\udd12 Track: Pin GitHub Actions to commit SHAs",
+            "url": "https://github.com/huggingface/transformers/issues/45182",
+            "state": "closed",
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@@ -15442,7 +15442,7 @@
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@@ -15474,7 +15474,7 @@
             "number": 46672,
             "title": "fix: reorder cache for all cache key names during beam search",
             "url": "https://github.com/huggingface/transformers/pull/46672",
-            "state": "open",
+            "state": "closed",
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@@ -16128,7 +16128,7 @@
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@@ -16160,7 +16160,7 @@
             "number": 46671,
             "title": "fix: define TransformersCompletionCreateParamsStreaming inside conditional to avoid NameError when serve is unavailable (closes #46657)",
             "url": "https://github.com/huggingface/transformers/pull/46671",
-            "state": "open",
+            "state": "closed",
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             "created_at": "2026-06-15T15:18:04Z"
@@ -19545,63 +19545,6 @@
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@@ -20017,12 +19960,12 @@
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       "young_account": false,
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@@ -20293,21 +20236,21 @@
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       "repo_first_seen_at": "2026-06-16T08:24:44Z",
-      "repo_last_seen_at": "2026-06-16T10:58:19Z",
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       "account_age_days": 5482,
       "young_account": false,
       "follow_through_score": "weak",

new-contributors-report.md

@@ -1,9 +1,9 @@
 # New Contributor Report: huggingface/transformers
 
-- Snapshot: `20260616T120046Z`
-- Generated: `2026-06-16T12:02:40Z`
+- Snapshot: `20260616T180029Z`
+- Generated: `2026-06-16T18:03:40Z`
 - Activity window: `60d`
-- Contributors: `351`
+- Contributors: `350`
 
 ## Summary
 
@@ -16,16 +16,16 @@
 | `zucchini-nlp` | [profile](https://github.com/zucchini-nlp) | no | MEMBER | 1508d | `2024-09-26T09:23:39Z` | 91 | 0 | 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` | 66 | 3 | mixed | moderate | low | high recent PR volume; targets high-star repos |
 | `stevhliu` | [profile](https://github.com/stevhliu) | no | MEMBER | 2296d | `2024-02-08T22:19:09Z` | 66 | 2 | strong | low | low | high recent PR volume; no visible non-self stars; targets high-star repos |
+| `vasqu` | [profile](https://github.com/vasqu) | no | MEMBER | 1991d | `2025-08-26T12:13:50Z` | 50 | 2 | mixed | low | low | targets high-star repos |
 | `SunMarc` | [profile](https://github.com/SunMarc) | no | MEMBER | 2360d | `2024-09-02T13:41:47Z` | 49 | 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` | 49 | 2 | mixed | low | low | targets high-star repos |
 | `Rocketknight1` | [profile](https://github.com/Rocketknight1) | no | MEMBER | 3961d | `2023-02-27T14:00:41Z` | 46 | 0 | strong | low | low | targets high-star repos |
 | `remi-or` | [profile](https://github.com/remi-or) | no | MEMBER | 1813d | `2025-09-11T21:27:59Z` | 42 | 1 | strong | low | low | targets high-star repos |
 | `sywangyi` | [profile](https://github.com/sywangyi) | no | CONTRIBUTOR | 2996d | `2025-10-14T03:02:06Z` | 40 | 1 | strong | moderate | low | targets high-star repos |
 | `itazap` | [profile](https://github.com/itazap) | no | MEMBER | 3139d | `2024-10-21T07:08:47Z` | 36 | 0 | mixed | low | low | no visible non-self stars; targets high-star repos |
 | `harshaljanjani` | [profile](https://github.com/harshaljanjani) | no | CONTRIBUTOR | 1961d | `2025-09-17T20:29:13Z` | 34 | 20 | strong | low | low | targets high-star repos |
 | `yonigozlan` | [profile](https://github.com/yonigozlan) | no | MEMBER | 1978d | `2025-04-02T00:38:09Z` | 32 | 0 | strong | low | low | targets high-star repos |
+| `eustlb` | [profile](https://github.com/eustlb) | no | MEMBER | 1607d | `2025-01-20T12:27:19Z` | 27 | 0 | strong | low | low | targets high-star repos |
 | `jiqing-feng` | [profile](https://github.com/jiqing-feng) | no | CONTRIBUTOR | 1396d | `2024-03-21T04:37:45Z` | 26 | 4 | strong | moderate | low | high recent PR volume |
-| `eustlb` | [profile](https://github.com/eustlb) | no | MEMBER | 1607d | `2025-01-20T12:27:19Z` | 26 | 0 | strong | low | low | targets high-star repos |
 | `hf-security-analysis[bot]` | [profile](https://github.com/hf-security-analysis[bot]) | no | CONTRIBUTOR | ?d | `2026-03-11T15:39:30Z` | 26 | 0 | n/a | n/a | n/a | summary unavailable |
 | `qgallouedec` | [profile](https://github.com/qgallouedec) | no | MEMBER | 2692d | `2024-12-13T13:39:10Z` | 25 | 14 | strong | moderate | low | extremely high recent PR volume; targets high-star repos |
 | `hmellor` | [profile](https://github.com/hmellor) | no | MEMBER | 3592d | `2025-08-14T10:03:14Z` | 22 | 2 | strong | low | low | high recent PR volume; targets high-star repos |
@@ -40,10 +40,10 @@
 | `Rohan5commit` | [profile](https://github.com/Rohan5commit) | no | FIRST_TIME_CONTRIBUTOR | 636d | `2026-06-12T06:11:19Z` | 13 | 0 | mixed | very high | medium | extremely high recent PR volume; very broad repo spread; no visible non-self stars |
 | `he-yufeng` | [profile](https://github.com/he-yufeng) | no | CONTRIBUTOR | 2909d | `2026-03-14T18:33:53Z` | 11 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
 | `Anai-Guo` | [profile](https://github.com/Anai-Guo) | no | CONTRIBUTOR | 9d | `2026-04-22T13:14:19Z` | 10 | 0 | weak | high | medium | very new account; high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
+| `molbap` | [profile](https://github.com/molbap) | no | MEMBER | 2914d | `2024-06-13T14:13:17Z` | 9 | 1 | weak | low | low | high open PR share; targets high-star repos |
 | `AmineDiro` | [profile](https://github.com/AmineDiro) | no | MEMBER | 3865d | `2026-04-14T15:35:56Z` | 9 | 0 | mixed | moderate | low | high open PR share; targets high-star repos |
 | `nightcityblade` | [profile](https://github.com/nightcityblade) | no | CONTRIBUTOR | 97d | `2026-02-18T23:07:23Z` | 9 | 0 | weak | very high | high | young account; extremely high recent PR volume; very broad repo spread |
 | `zhang-prog` | [profile](https://github.com/zhang-prog) | no | CONTRIBUTOR | 2074d | `2025-12-23T11:18:14Z` | 9 | 0 | mixed | moderate | low | targets high-star repos |
-| `molbap` | [profile](https://github.com/molbap) | no | MEMBER | 2914d | `2024-06-13T14:13:17Z` | 8 | 1 | weak | low | low | high open PR share; targets high-star repos |
 | `Charly21r` | [profile](https://github.com/Charly21r) | no | CONTRIBUTOR | 359d | `2026-03-13T09:00:25Z` | 7 | 1 | weak | low | low | young account; high open PR share; targets high-star repos |
 | `juliendenize` | [profile](https://github.com/juliendenize) | no | CONTRIBUTOR | 2852d | `2026-03-13T10:24:11Z` | 7 | 0 | mixed | moderate | low | high recent PR volume; targets high-star repos |
 | `kpal002` | [profile](https://github.com/kpal002) | no | CONTRIBUTOR | 2595d | `2026-05-30T07:56:05Z` | 7 | 0 | strong | moderate | low | high recent PR volume |
@@ -70,7 +70,7 @@
 | `Abineshabee` | [profile](https://github.com/Abineshabee) | no | CONTRIBUTOR | 1453d | `2026-04-13T08:59:27Z` | 3 | 2 | mixed | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
 | `ldkhang1201` | [profile](https://github.com/ldkhang1201) | no | FIRST_TIME_CONTRIBUTOR | 1377d | `2026-06-12T19:30:35Z` | 3 | 1 | weak | moderate | low | high open PR share; targets high-star repos |
 | `Chao1Han` | [profile](https://github.com/Chao1Han) | no | FIRST_TIME_CONTRIBUTOR | 1422d | `2026-05-14T09:13:18Z` | 3 | 0 | mixed | moderate | low | high open PR share |
-| `kamran-nizamani` | [profile](https://github.com/kamran-nizamani) | no | FIRST_TIME_CONTRIBUTOR | 622d | `2026-06-11T21:16:42Z` | 3 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
+| `kamran-nizamani` | [profile](https://github.com/kamran-nizamani) | no | CONTRIBUTOR | 622d | `2026-06-11T21:16:42Z` | 3 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
 | `Prachi-kushwaha` | [profile](https://github.com/Prachi-kushwaha) | no | FIRST_TIME_CONTRIBUTOR | 1556d | `2026-03-07T22:12:58Z` | 3 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `rasmi` | [profile](https://github.com/rasmi) | no | CONTRIBUTOR | 4994d | `2026-05-07T01:29:32Z` | 3 | 0 | mixed | low | low | — |
 | `winglian` | [profile](https://github.com/winglian) | no | COLLABORATOR | 5708d | `2024-10-17T15:17:05Z` | 9 | 0 | strong | high | low | extremely high recent PR volume; broad repo spread; targets high-star repos |
@@ -80,7 +80,6 @@
 | `dacorvo` | [profile](https://github.com/dacorvo) | no | MEMBER | 5087d | `2026-03-13T14:45:22Z` | 6 | 10 | weak | moderate | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `SangbumChoi` | [profile](https://github.com/SangbumChoi) | no | CONTRIBUTOR | 3079d | `2024-06-07T00:26:26Z` | 6 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `merveenoyan` | [profile](https://github.com/merveenoyan) | no | MEMBER | 2500d | `2025-10-30T12:45:06Z` | 4 | 1 | mixed | moderate | low | — |
-| `paulinebm` | [profile](https://github.com/paulinebm) | no | MEMBER | 830d | `2026-03-25T14:55:10Z` | 4 | 1 | strong | very high | medium | extremely high recent PR volume; very broad repo spread; no visible non-self stars |
 | `Jah-yee` | [profile](https://github.com/Jah-yee) | no | NONE | 736d | `2026-04-16T00:55:40Z` | 4 | 0 | weak | very high | high | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
 | `McPatate` | [profile](https://github.com/McPatate) | no | MEMBER | 4207d | `2025-09-05T15:52:11Z` | 4 | 0 | strong | moderate | low | high recent PR volume |
 | `rtrompier` | [profile](https://github.com/rtrompier) | no | MEMBER | 4939d | `2026-04-15T08:26:45Z` | 4 | 0 | mixed | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share |
@@ -144,6 +143,7 @@
 | `sbucaille` | [profile](https://github.com/sbucaille) | no | CONTRIBUTOR | 3451d | `2025-03-21T09:38:40Z` | 4 | 4 | weak | low | low | high open PR share; targets high-star repos |
 | `jw9603` | [profile](https://github.com/jw9603) | no | CONTRIBUTOR | 2050d | `2026-03-04T00:51:26Z` | 4 | 3 | weak | low | low | targets high-star repos |
 | `ghost` | [profile](https://github.com/ghost) | no | NONE | 6553d | `2024-05-09T10:45:25Z` | 4 | 2 | weak | low | low | high open PR share; no visible non-self stars |
+| `paulinebm` | [profile](https://github.com/paulinebm) | no | MEMBER | 830d | `2026-03-25T14:55:10Z` | 4 | 1 | strong | very high | medium | extremely high recent PR volume; very broad repo spread; no visible non-self stars |
 | `javierdejesusda` | [profile](https://github.com/javierdejesusda) | no | CONTRIBUTOR | 508d | `2026-03-22T17:27:20Z` | 4 | 0 | mixed | high | low | high recent PR volume; broad repo spread |
 | `bhargav-patel-29` | [profile](https://github.com/bhargav-patel-29) | no | FIRST_TIME_CONTRIBUTOR | 267d | `2026-02-05T02:43:45Z` | 3 | 0 | weak | low | low | young account; high open PR share; no visible non-self stars; targets high-star repos |
 | `khushali9` | [profile](https://github.com/khushali9) | no | CONTRIBUTOR | 4226d | `2025-11-26T16:41:09Z` | 3 | 0 | weak | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
@@ -213,7 +213,7 @@
 | `Apeksha23-hub` | [profile](https://github.com/Apeksha23-hub) | no | FIRST_TIME_CONTRIBUTOR | 79d | `2026-05-16T13:17:12Z` | 1 | 0 | mixed | low | low | very new account; no visible non-self stars; targets high-star repos |
 | `ArkaD171717` | [profile](https://github.com/ArkaD171717) | no | FIRST_TIME_CONTRIBUTOR | 1206d | `2026-05-02T09:31:22Z` | 1 | 0 | weak | moderate | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `arnav-144p` | [profile](https://github.com/arnav-144p) | no | NONE | 634d | `2026-06-02T18:52:53Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
-| `arnavkewalram` | [profile](https://github.com/arnavkewalram) | no | FIRST_TIME_CONTRIBUTOR | 904d | `2026-06-15T15:28:55Z` | 1 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
+| `arnavkewalram` | [profile](https://github.com/arnavkewalram) | no | NONE | 904d | `2026-06-15T15:28:55Z` | 1 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
 | `arnavnaik22` | [profile](https://github.com/arnavnaik22) | no | NONE | 597d | `2026-06-05T19:41:55Z` | 1 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
 | `aryanp2107` | [profile](https://github.com/aryanp2107) | no | NONE | 1390d | `2026-04-25T21:44:39Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `ash01825` | [profile](https://github.com/ash01825) | no | FIRST_TIME_CONTRIBUTOR | 930d | `2026-06-13T15:51:08Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
@@ -225,7 +225,7 @@
 | `bin123apple` | [profile](https://github.com/bin123apple) | no | NONE | 1577d | `2026-06-14T02:58:39Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `Bissmella` | [profile](https://github.com/Bissmella) | no | CONTRIBUTOR | 2186d | `2026-05-31T07:55:52Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
 | `blut-agent` | [profile](https://github.com/blut-agent) | no | FIRST_TIME_CONTRIBUTOR | 23d | `2026-05-16T06:31:21Z` | 1 | 0 | weak | very high | high | very new account; high recent PR volume; very broad repo spread; many recent closed-unmerged PRs |
-| `botbikamordehai2-sketch` | [profile](https://github.com/botbikamordehai2-sketch) | no | FIRST_TIME_CONTRIBUTOR | 51d | `2026-06-15T15:18:04Z` | 1 | 0 | weak | very high | high | very new account; extremely high recent PR volume; very broad repo spread; high open PR share |
+| `botbikamordehai2-sketch` | [profile](https://github.com/botbikamordehai2-sketch) | no | NONE | 51d | `2026-06-15T15:18:04Z` | 1 | 0 | weak | very high | high | very new account; extremely high recent PR volume; very broad repo spread; high open PR share |
 | `butterwecksolutions` | [profile](https://github.com/butterwecksolutions) | no | NONE | 4479d | `2026-05-03T23:41:12Z` | 1 | 0 | weak | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
 | `calliec-1223` | [profile](https://github.com/calliec-1223) | no | CONTRIBUTOR | 68d | `2026-06-02T02:20:39Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
 | `Caromisc` | [profile](https://github.com/Caromisc) | no | CONTRIBUTOR | 2207d | `2026-05-07T11:04:43Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
@@ -285,7 +285,6 @@
 | `lianakoleva` | [profile](https://github.com/lianakoleva) | no | NONE | 2780d | `2026-05-13T17:04:37Z` | 1 | 0 | weak | moderate | low | high open PR share; no visible non-self stars |
 | `ltd0924` | [profile](https://github.com/ltd0924) | no | FIRST_TIME_CONTRIBUTOR | 3177d | `2026-06-11T11:21:38Z` | 1 | 0 | mixed | moderate | low | high open PR share; targets high-star repos |
 | `lucaspirola` | [profile](https://github.com/lucaspirola) | no | FIRST_TIME_CONTRIBUTOR | 4682d | `2026-04-27T23:02:07Z` | 1 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
-| `lvliang-intel` | [profile](https://github.com/lvliang-intel) | no | CONTRIBUTOR | 1455d | `2026-04-17T14:12:41Z` | 1 | 0 | mixed | low | low | — |
 | `MaciejBalaNV` | [profile](https://github.com/MaciejBalaNV) | no | CONTRIBUTOR | 717d | `2026-05-21T19:47:46Z` | 1 | 0 | weak | moderate | low | high open PR share |
 | `manavmax` | [profile](https://github.com/manavmax) | no | NONE | 1226d | `2026-06-03T07:57:11Z` | 1 | 0 | weak | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
 | `massimilianoviola` | [profile](https://github.com/massimilianoviola) | no | CONTRIBUTOR | 2120d | `2026-05-11T07:00:47Z` | 1 | 0 | mixed | low | low | high open PR share |
@@ -293,12 +292,12 @@
 | `mbknust` | [profile](https://github.com/mbknust) | no | FIRST_TIME_CONTRIBUTOR | 2645d | `2026-06-09T15:50:35Z` | 1 | 0 | n/a | low | low | no visible non-self stars |
 | `Melnuno` | [profile](https://github.com/Melnuno) | no | NONE | 2376d | `2026-05-05T17:30:41Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `Mi-Jiazhi` | [profile](https://github.com/Mi-Jiazhi) | no | FIRST_TIME_CONTRIBUTOR | 2414d | `2026-06-04T14:08:08Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
-| `Minato95-ayu` | [profile](https://github.com/Minato95-ayu) | yes | FIRST_TIME_CONTRIBUTOR | 657d | `2026-06-16T07:26:24Z` | 1 | 0 | strong | moderate | low | high recent PR volume |
+| `Minato95-ayu` | [profile](https://github.com/Minato95-ayu) | no | FIRST_TIME_CONTRIBUTOR | 657d | `2026-06-16T07:26:24Z` | 1 | 0 | strong | moderate | low | high recent PR volume |
 | `MinuriRajapakse` | [profile](https://github.com/MinuriRajapakse) | no | FIRST_TIME_CONTRIBUTOR | 1037d | `2026-04-29T06:12:46Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `msdsm` | [profile](https://github.com/msdsm) | no | FIRST_TIME_CONTRIBUTOR | 2197d | `2026-06-06T10:53:47Z` | 1 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
 | `n0gu-furiosa` | [profile](https://github.com/n0gu-furiosa) | no | CONTRIBUTOR | 863d | `2026-06-04T05:04:15Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `NanoCode012` | [profile](https://github.com/NanoCode012) | no | CONTRIBUTOR | 4220d | `2026-06-13T06:09:47Z` | 1 | 0 | n/a | low | low | no visible non-self stars |
-| `ndvbd` | [profile](https://github.com/ndvbd) | yes | FIRST_TIME_CONTRIBUTOR | 5482d | `2026-06-16T08:24:44Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
+| `ndvbd` | [profile](https://github.com/ndvbd) | no | FIRST_TIME_CONTRIBUTOR | 5482d | `2026-06-16T08:24:44Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `NicolasHug` | [profile](https://github.com/NicolasHug) | no | CONTRIBUTOR | 5321d | `2026-06-08T11:13:46Z` | 1 | 0 | strong | moderate | low | extremely high recent PR volume |
 | `Oneirag` | [profile](https://github.com/Oneirag) | no | FIRST_TIME_CONTRIBUTOR | 4233d | `2026-04-24T04:00:01Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
 | `onuralpszr` | [profile](https://github.com/onuralpszr) | no | CONTRIBUTOR | 5146d | `2026-05-31T20:25:01Z` | 1 | 0 | strong | high | low | extremely high recent PR volume; broad repo spread |
@@ -467,12 +466,12 @@ 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: `2026-06-16T11:11:32Z`
+- repo last seen: `2026-06-16T18:01:17Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **91**
 - snapshot authored PRs/issues: **91 PRs / 0 issues**
-- snapshot discussion activity: **632 comments / 972 reviews / 2117 review comments**
+- snapshot discussion activity: **634 comments / 976 reviews / 2120 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`
@@ -530,23 +529,48 @@ Example artifacts:
 
 Example artifacts:
 - [PR #46677: [docs] require trust_remote_code for custom_generate](https://github.com/huggingface/transformers/pull/46677) — open
-- [PR #46676: [docs] compile level and batch/scheduling limits](https://github.com/huggingface/transformers/pull/46676) — open
+- [PR #46676: [docs] compile level and batch/scheduling limits](https://github.com/huggingface/transformers/pull/46676) — closed, merged
 - [PR #46675: [docs] keep generation tensors on cpu](https://github.com/huggingface/transformers/pull/46675) — closed, merged
 - [Issue #36979: [Community contributions] Model cards](https://github.com/huggingface/transformers/issues/36979) — closed
 - [Issue #28936: [i18n-es] Translating docs to Spanish](https://github.com/huggingface/transformers/issues/28936) — open
 
+### `vasqu`
+
+- profile: [github.com/vasqu](https://github.com/vasqu)
+- 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: `2026-06-16T17:59:24Z`
+- first seen in snapshot: **no**
+- repo association: **MEMBER**
+- repo primary artifacts: **52**
+- snapshot authored PRs/issues: **50 PRs / 2 issues**
+- snapshot discussion activity: **661 comments / 1204 reviews / 4829 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
+- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
+- heuristic read: **targets high-star repos**
+
+Example artifacts:
+- [PR #46695: [`Blip2`] Fix cross attention reshape](https://github.com/huggingface/transformers/pull/46695) — open
+- [PR #46608: Update post release](https://github.com/huggingface/transformers/pull/46608) — closed, merged
+- [PR #46575: [`Kernels`] Add new kernels to models: CE, Swiglu, Geglu(, Linear)](https://github.com/huggingface/transformers/pull/46575) — open, draft
+- [Issue #46245: [`Layer Types`] Split keys across MLP and Attentions](https://github.com/huggingface/transformers/issues/46245) — open
+- [Issue #40827: [`Cache`] Proper support for Linear Attention (related) caches](https://github.com/huggingface/transformers/issues/40827) — closed
+
 ### `SunMarc`
 
 - profile: [github.com/SunMarc](https://github.com/SunMarc)
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ASunMarc)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ASunMarc)
 - repo first seen: `2024-09-02T13:41:47Z`
-- repo last seen: `2026-06-15T17:41:30Z`
+- repo last seen: `2026-06-16T14:54:35Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **51**
 - snapshot authored PRs/issues: **49 PRs / 2 issues**
-- snapshot discussion activity: **189 comments / 336 reviews / 466 review comments**
+- snapshot discussion activity: **189 comments / 337 reviews / 466 review comments**
 - account age: **2360 days**
 - recent public PR activity: **35 PRs** (28 merged / 3 closed-unmerged / 4 open; merged rate **80%**, closed-unmerged rate **9%**, open rate **11%**)
 - public orgs: `huggingface`
@@ -560,43 +584,18 @@ Example artifacts:
 - [Issue #43595: Tell Us: What Would Make Trainer Better?](https://github.com/huggingface/transformers/issues/43595) — open
 - [Issue #33260: Community contribution: Adding GGUF support for more architectures](https://github.com/huggingface/transformers/issues/33260) — open
 
-### `vasqu`
-
-- profile: [github.com/vasqu](https://github.com/vasqu)
-- 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: `2026-06-15T20:03:17Z`
-- first seen in snapshot: **no**
-- repo association: **MEMBER**
-- repo primary artifacts: **51**
-- snapshot authored PRs/issues: **49 PRs / 2 issues**
-- snapshot discussion activity: **655 comments / 1189 reviews / 4802 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
-- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
-- heuristic read: **targets high-star repos**
-
-Example artifacts:
-- [PR #46608: Update post release](https://github.com/huggingface/transformers/pull/46608) — closed, merged
-- [PR #46575: [`Kernels`] Add new kernels to models: CE, Swiglu, Geglu(, Linear)](https://github.com/huggingface/transformers/pull/46575) — open, draft
-- [PR #46246: [`Revert`] FSDP+Dtensor refactor related changes](https://github.com/huggingface/transformers/pull/46246) — closed, merged
-- [Issue #46245: [`Layer Types`] Split keys across MLP and Attentions](https://github.com/huggingface/transformers/issues/46245) — open
-- [Issue #40827: [`Cache`] Proper support for Linear Attention (related) caches](https://github.com/huggingface/transformers/issues/40827) — closed
-
 ### `Rocketknight1`
 
 - profile: [github.com/Rocketknight1](https://github.com/Rocketknight1)
 - 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: `2026-06-15T17:50:17Z`
+- repo last seen: `2026-06-16T13:12:44Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **46**
 - snapshot authored PRs/issues: **46 PRs / 0 issues**
-- snapshot discussion activity: **780 comments / 260 reviews / 136 review comments**
+- snapshot discussion activity: **789 comments / 261 reviews / 136 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`
@@ -614,12 +613,12 @@ 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: `2025-09-11T21:27:59Z`
-- repo last seen: `2026-06-16T01:33:44Z`
+- repo last seen: `2026-06-16T15:46:38Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **43**
 - snapshot authored PRs/issues: **42 PRs / 1 issues**
-- snapshot discussion activity: **53 comments / 165 reviews / 172 review comments**
+- snapshot discussion activity: **53 comments / 166 reviews / 172 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
@@ -627,7 +626,7 @@ Example artifacts:
 - heuristic read: **targets high-star repos**
 
 Example artifacts:
-- [PR #46680: [Fix] Serve drops some attributes at serialization](https://github.com/huggingface/transformers/pull/46680) — open
+- [PR #46680: [Fix] Serve drops some attributes at serialization](https://github.com/huggingface/transformers/pull/46680) — closed, merged
 - [PR #46673: [Fix] Bug when loading audio data from an URI](https://github.com/huggingface/transformers/pull/46673) — open
 - [PR #46660: [CB] Slice logits inside the model](https://github.com/huggingface/transformers/pull/46660) — closed, merged
 - [Issue #46516: [Continuous batching] Tracker for issues and feature requests](https://github.com/huggingface/transformers/issues/46516) — open
@@ -728,6 +727,29 @@ Example artifacts:
 - [PR #46128: Add SAM 3.1 to Transformers](https://github.com/huggingface/transformers/pull/46128) — open
 - [PR #46041: Fix post processing RF-DETR](https://github.com/huggingface/transformers/pull/46041) — closed, merged
 
+### `eustlb`
+
+- profile: [github.com/eustlb](https://github.com/eustlb)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aeustlb)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aeustlb)
+- repo first seen: `2025-01-20T12:27:19Z`
+- repo last seen: `2026-06-16T17:12:17Z`
+- first seen in snapshot: **no**
+- repo association: **MEMBER**
+- repo primary artifacts: **27**
+- snapshot authored PRs/issues: **27 PRs / 0 issues**
+- snapshot discussion activity: **45 comments / 179 reviews / 343 review comments**
+- account age: **1607 days**
+- recent public PR activity: **11 PRs** (8 merged / 0 closed-unmerged / 3 open; merged rate **73%**, closed-unmerged rate **0%**, open rate **27%**)
+- public orgs: none visible
+- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
+- heuristic read: **targets high-star repos**
+
+Example artifacts:
+- [PR #46694: [fix] enable base64 str audio in load_audio](https://github.com/huggingface/transformers/pull/46694) — open, draft
+- [PR #46565: Add Nemotron 3.5 ASR Streaming](https://github.com/huggingface/transformers/pull/46565) — open, draft
+- [PR #46456: [fix] regression introduced by #45534](https://github.com/huggingface/transformers/pull/46456) — closed, merged
+
 ### `jiqing-feng`
 
 - profile: [github.com/jiqing-feng](https://github.com/jiqing-feng)
@@ -754,29 +776,6 @@ Example artifacts:
 - [Issue #43725: Quantization model behavior changed](https://github.com/huggingface/transformers/issues/43725) — closed
 - [Issue #42994: quantized model saving failed](https://github.com/huggingface/transformers/issues/42994) — closed
 
-### `eustlb`
-
-- profile: [github.com/eustlb](https://github.com/eustlb)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aeustlb)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aeustlb)
-- repo first seen: `2025-01-20T12:27:19Z`
-- repo last seen: `2026-06-11T15:40:49Z`
-- first seen in snapshot: **no**
-- repo association: **MEMBER**
-- repo primary artifacts: **26**
-- snapshot authored PRs/issues: **26 PRs / 0 issues**
-- snapshot discussion activity: **45 comments / 179 reviews / 343 review comments**
-- account age: **1607 days**
-- recent public PR activity: **11 PRs** (8 merged / 0 closed-unmerged / 3 open; merged rate **73%**, closed-unmerged rate **0%**, open rate **27%**)
-- public orgs: none visible
-- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
-- heuristic read: **targets high-star repos**
-
-Example artifacts:
-- [PR #46565: Add Nemotron 3.5 ASR Streaming](https://github.com/huggingface/transformers/pull/46565) — open, draft
-- [PR #46456: [fix] regression introduced by #45534](https://github.com/huggingface/transformers/pull/46456) — closed, merged
-- [PR #46332: Add Nemotron ASR Streaming](https://github.com/huggingface/transformers/pull/46332) — open, draft
-
 ### `hf-security-analysis[bot]`
 
 - profile: [github.com/hf-security-analysis[bot]](https://github.com/hf-security-analysis[bot])
@@ -882,12 +881,12 @@ 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: `2026-06-15T13:08:34Z`
+- repo last seen: `2026-06-16T13:38:19Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **25**
 - snapshot authored PRs/issues: **21 PRs / 4 issues**
-- snapshot discussion activity: **69 comments / 317 reviews / 285 review comments**
+- snapshot discussion activity: **69 comments / 326 reviews / 294 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`
@@ -944,7 +943,7 @@ Example artifacts:
 - heuristic read: **—**
 
 Example artifacts:
-- [PR #46401: [blip_2] Support attn_implementation dispatch](https://github.com/huggingface/transformers/pull/46401) — open
+- [PR #46401: [blip_2] Support attn_implementation dispatch](https://github.com/huggingface/transformers/pull/46401) — closed, merged
 - [PR #46320: [RecurrentGemma] Support attn_implementation dispatch](https://github.com/huggingface/transformers/pull/46320) — open
 - [PR #46317: [Zamba] Support attn_implementation dispatch](https://github.com/huggingface/transformers/pull/46317) — closed, merged
 
@@ -1106,10 +1105,34 @@ 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 #46684: fix(masking): cast tensor q_offset/kv_offset to int in flex_attention_mask](https://github.com/huggingface/transformers/pull/46684) — open
-- [PR #46683: Document/type torch.Tensor EvalPrediction fields under batch_eval_metrics (#46656)](https://github.com/huggingface/transformers/pull/46683) — open
+- [PR #46684: fix(masking): cast tensor q_offset/kv_offset to int in flex_attention_mask](https://github.com/huggingface/transformers/pull/46684) — closed
+- [PR #46683: Document/type torch.Tensor EvalPrediction fields under batch_eval_metrics (#46656)](https://github.com/huggingface/transformers/pull/46683) — closed
 - [PR #46589: fix(serve): don't classify Gemma 4 closed prefilled thinking block as reasoning](https://github.com/huggingface/transformers/pull/46589) — closed
 
+### `molbap`
+
+- profile: [github.com/molbap](https://github.com/molbap)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Amolbap)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Amolbap)
+- repo first seen: `2024-06-13T14:13:17Z`
+- repo last seen: `2026-06-16T16:11:04Z`
+- first seen in snapshot: **no**
+- repo association: **MEMBER**
+- repo primary artifacts: **10**
+- snapshot authored PRs/issues: **9 PRs / 1 issues**
+- snapshot discussion activity: **46 comments / 219 reviews / 631 review comments**
+- account age: **2914 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: none visible
+- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
+- heuristic read: **high open PR share; targets high-star repos**
+
+Example artifacts:
+- [PR #46691: add conversion scripts for EUPE](https://github.com/huggingface/transformers/pull/46691) — open
+- [PR #46607: Update bug report list](https://github.com/huggingface/transformers/pull/46607) — open
+- [PR #46422: put output_hidden_states into filter_output_hidden_states](https://github.com/huggingface/transformers/pull/46422) — closed, merged
+- [Issue #43979: Call to contributions: refactor output tracing in transformers](https://github.com/huggingface/transformers/issues/43979) — closed
+
 ### `AmineDiro`
 
 - profile: [github.com/AmineDiro](https://github.com/AmineDiro)
@@ -1179,30 +1202,6 @@ Example artifacts:
 - [PR #45838: [Model] Add PP-OCRv6 Models Support](https://github.com/huggingface/transformers/pull/45838) — closed, merged
 - [PR #45626: [Model] Add PP-FormulaNet Model Support](https://github.com/huggingface/transformers/pull/45626) — closed, merged
 
-### `molbap`
-
-- profile: [github.com/molbap](https://github.com/molbap)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Amolbap)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Amolbap)
-- repo first seen: `2024-06-13T14:13:17Z`
-- repo last seen: `2026-06-16T10:50:47Z`
-- first seen in snapshot: **no**
-- repo association: **MEMBER**
-- repo primary artifacts: **9**
-- snapshot authored PRs/issues: **8 PRs / 1 issues**
-- snapshot discussion activity: **45 comments / 218 reviews / 625 review comments**
-- account age: **2914 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: none visible
-- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
-- heuristic read: **high open PR share; targets high-star repos**
-
-Example artifacts:
-- [PR #46607: Update bug report list](https://github.com/huggingface/transformers/pull/46607) — open
-- [PR #46422: put output_hidden_states into filter_output_hidden_states](https://github.com/huggingface/transformers/pull/46422) — closed, merged
-- [PR #46266: 🚨 🚨Bring some dinos to modern standards](https://github.com/huggingface/transformers/pull/46266) — open
-- [Issue #43979: Call to contributions: refactor output tracing in transformers](https://github.com/huggingface/transformers/issues/43979) — closed
-
 ### `Charly21r`
 
 - profile: [github.com/Charly21r](https://github.com/Charly21r)
@@ -1302,12 +1301,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aguarin)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aguarin)
 - repo first seen: `2026-05-12T18:20:58Z`
-- repo last seen: `2026-06-16T08:39:03Z`
+- repo last seen: `2026-06-16T16:16:33Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **6**
 - snapshot authored PRs/issues: **6 PRs / 0 issues**
-- snapshot discussion activity: **30 comments / 102 reviews / 123 review comments**
+- snapshot discussion activity: **30 comments / 103 reviews / 124 review comments**
 - account age: **2794 days**
 - recent public PR activity: **21 PRs** (19 merged / 0 closed-unmerged / 2 open; merged rate **90%**, closed-unmerged rate **0%**, open rate **10%**)
 - public orgs: `huggingface`
@@ -1315,7 +1314,7 @@ Example artifacts:
 - heuristic read: **—**
 
 Example artifacts:
-- [PR #46674: Sapiens2: Remove modeling imports in image processing](https://github.com/huggingface/transformers/pull/46674) — open
+- [PR #46674: Sapiens2: Remove modeling imports in image processing](https://github.com/huggingface/transformers/pull/46674) — closed, merged
 - [PR #46438: Speed up modular conversion by reusing process pool](https://github.com/huggingface/transformers/pull/46438) — closed, merged
 - [PR #46344: Fix flip_back graph break](https://github.com/huggingface/transformers/pull/46344) — closed, merged
 
@@ -1772,12 +1771,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aldkhang1201)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aldkhang1201)
 - repo first seen: `2026-06-12T19:30:35Z`
-- repo last seen: `2026-06-16T09:07:37Z`
+- repo last seen: `2026-06-16T17:24:09Z`
 - first seen in snapshot: **no**
 - repo association: **FIRST_TIME_CONTRIBUTOR**
 - repo primary artifacts: **4**
 - snapshot authored PRs/issues: **3 PRs / 1 issues**
-- snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
+- snapshot discussion activity: **3 comments / 0 reviews / 0 review comments**
 - account age: **1377 days**
 - recent public PR activity: **6 PRs** (1 merged / 2 closed-unmerged / 3 open; merged rate **17%**, closed-unmerged rate **33%**, open rate **50%**)
 - public orgs: none visible
@@ -1821,7 +1820,7 @@ Example artifacts:
 - repo first seen: `2026-06-11T21:16:42Z`
 - repo last seen: `2026-06-13T19:22:20Z`
 - first seen in snapshot: **no**
-- repo association: **FIRST_TIME_CONTRIBUTOR**
+- repo association: **CONTRIBUTOR**
 - repo primary artifacts: **3**
 - snapshot authored PRs/issues: **3 PRs / 0 issues**
 - snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
@@ -1834,7 +1833,7 @@ Example artifacts:
 Example artifacts:
 - [PR #46631: fix: beam search cache reorder for non-standard caches (Mamba, RWKV, …](https://github.com/huggingface/transformers/pull/46631) — closed
 - [PR #46630: Fix/46612 beam search cache reorder](https://github.com/huggingface/transformers/pull/46630) — closed
-- [PR #46573: feat(pipelines): accept numpy arrays and tensors in ImageClassificationPipeline (#39607)](https://github.com/huggingface/transformers/pull/46573) — open
+- [PR #46573: feat(pipelines): accept numpy arrays and tensors in ImageClassificationPipeline (#39607)](https://github.com/huggingface/transformers/pull/46573) — closed, merged
 
 ### `Prachi-kushwaha`
 
@@ -2049,30 +2048,6 @@ Example artifacts:
 - [PR #43915: add PaddleOCR-VL conversion](https://github.com/huggingface/transformers/pull/43915) — closed
 - [Issue #41950: video-classification pipeline looks for image processors](https://github.com/huggingface/transformers/issues/41950) — closed
 
-### `paulinebm`
-
-- profile: [github.com/paulinebm](https://github.com/paulinebm)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Apaulinebm)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Apaulinebm)
-- repo first seen: `2026-03-25T14:55:10Z`
-- repo last seen: `2026-05-26T14:10:36Z`
-- first seen in snapshot: **no**
-- repo association: **MEMBER**
-- repo primary artifacts: **5**
-- snapshot authored PRs/issues: **4 PRs / 1 issues**
-- snapshot discussion activity: **0 comments / 3 reviews / 1 review comments**
-- account age: **830 days**
-- recent public PR activity: **159 PRs** (156 merged / 2 closed-unmerged / 1 open; merged rate **98%**, closed-unmerged rate **1%**, open rate **1%**)
-- public orgs: none visible
-- compact scores: follow-through **strong**, breadth **very high**, automation risk **medium**
-- heuristic read: **extremely high recent PR volume; very broad repo spread; no visible non-self stars**
-
-Example artifacts:
-- [PR #45825: [CI] Replace PAT with GitHub App token in repo-consistency-bot](https://github.com/huggingface/transformers/pull/45825) — open
-- [PR #45495: revert sha commit pointing to main for transformers_amd_ci_  workflows](https://github.com/huggingface/transformers/pull/45495) — closed, merged
-- [PR #45442: Update workflow references to new commit hash](https://github.com/huggingface/transformers/pull/45442) — closed, merged
-- [Issue #45182: 🔒 Track: Pin GitHub Actions to commit SHAs](https://github.com/huggingface/transformers/issues/45182) — closed
-
 ### `Jah-yee`
 
 - profile: [github.com/Jah-yee](https://github.com/Jah-yee)
@@ -2595,7 +2570,7 @@ Example artifacts:
 - heuristic read: **high open PR share; targets high-star repos**
 
 Example artifacts:
-- [PR #46633: Lfm2: also thread `seq_idx` through ShortConv.slow_forward (non-fast-path)](https://github.com/huggingface/transformers/pull/46633) — open
+- [PR #46633: Lfm2: also thread `seq_idx` through ShortConv.slow_forward (non-fast-path)](https://github.com/huggingface/transformers/pull/46633) — closed, merged
 - [PR #46588: Lfm2: thread `seq_idx` through ShortConv for packed/varlen inputs](https://github.com/huggingface/transformers/pull/46588) — closed, merged
 
 ### `dhruv7477`
@@ -3267,12 +3242,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aebezzam)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aebezzam)
 - repo first seen: `2025-07-25T12:59:52Z`
-- repo last seen: `2026-06-16T10:36:13Z`
+- repo last seen: `2026-06-16T16:45:33Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **10**
 - snapshot authored PRs/issues: **10 PRs / 0 issues**
-- snapshot discussion activity: **67 comments / 324 reviews / 840 review comments**
+- snapshot discussion activity: **67 comments / 332 reviews / 848 review comments**
 - account age: **4714 days**
 - recent public PR activity: **6 PRs** (3 merged / 0 closed-unmerged / 3 open; merged rate **50%**, closed-unmerged rate **0%**, open rate **50%**)
 - public orgs: `LCAV`
@@ -3339,12 +3314,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ALysandreJik)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ALysandreJik)
 - repo first seen: `2021-08-30T15:40:15Z`
-- repo last seen: `2026-06-15T09:18:48Z`
+- repo last seen: `2026-06-16T13:40:10Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **8**
 - snapshot authored PRs/issues: **6 PRs / 2 issues**
-- snapshot discussion activity: **19 comments / 36 reviews / 52 review comments**
+- snapshot discussion activity: **21 comments / 36 reviews / 52 review comments**
 - account age: **3177 days**
 - recent public PR activity: **7 PRs** (5 merged / 1 closed-unmerged / 1 open; merged rate **71%**, closed-unmerged rate **14%**, open rate **14%**)
 - public orgs: `conda-forge`, `huggingface`, `ProjectBlackFalcon`, `PyTorch-Community-Voices`, `PyTorch-GitHub-Badge-Ecosystem-Day`, `Hugging-Face-Supporter`, `Hugging-Face-Helping-Hand`
@@ -3504,6 +3479,30 @@ 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
 
+### `paulinebm`
+
+- profile: [github.com/paulinebm](https://github.com/paulinebm)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Apaulinebm)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Apaulinebm)
+- repo first seen: `2026-03-25T14:55:10Z`
+- repo last seen: `2026-05-26T14:10:36Z`
+- first seen in snapshot: **no**
+- repo association: **MEMBER**
+- repo primary artifacts: **5**
+- snapshot authored PRs/issues: **4 PRs / 1 issues**
+- snapshot discussion activity: **0 comments / 3 reviews / 1 review comments**
+- account age: **830 days**
+- recent public PR activity: **159 PRs** (156 merged / 2 closed-unmerged / 1 open; merged rate **98%**, closed-unmerged rate **1%**, open rate **1%**)
+- public orgs: none visible
+- compact scores: follow-through **strong**, breadth **very high**, automation risk **medium**
+- heuristic read: **extremely high recent PR volume; very broad repo spread; no visible non-self stars**
+
+Example artifacts:
+- [PR #45825: [CI] Replace PAT with GitHub App token in repo-consistency-bot](https://github.com/huggingface/transformers/pull/45825) — open
+- [PR #45495: revert sha commit pointing to main for transformers_amd_ci_  workflows](https://github.com/huggingface/transformers/pull/45495) — closed, merged
+- [PR #45442: Update workflow references to new commit hash](https://github.com/huggingface/transformers/pull/45442) — closed, merged
+- [Issue #45182: 🔒 Track: Pin GitHub Actions to commit SHAs](https://github.com/huggingface/transformers/issues/45182) — closed
+
 ### `javierdejesusda`
 
 - profile: [github.com/javierdejesusda](https://github.com/javierdejesusda)
@@ -5017,7 +5016,7 @@ Example artifacts:
 - repo first seen: `2026-06-15T15:28:55Z`
 - repo last seen: `2026-06-15T22:02:14Z`
 - 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: **3 comments / 0 reviews / 0 review comments**
@@ -5028,7 +5027,7 @@ Example artifacts:
 - heuristic read: **many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos**
 
 Example artifacts:
-- [PR #46672: fix: reorder cache for all cache key names during beam search](https://github.com/huggingface/transformers/pull/46672) — open
+- [PR #46672: fix: reorder cache for all cache key names during beam search](https://github.com/huggingface/transformers/pull/46672) — closed
 
 ### `arnavnaik22`
 
@@ -5269,7 +5268,7 @@ Example artifacts:
 - repo first seen: `2026-06-15T15:18:04Z`
 - repo last seen: `2026-06-15T15:18:04Z`
 - 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**
@@ -5280,7 +5279,7 @@ Example artifacts:
 - heuristic read: **very new account; extremely high recent PR volume; very broad repo spread; high open PR share**
 
 Example artifacts:
-- [PR #46671: fix: define TransformersCompletionCreateParamsStreaming inside conditional to avoid NameError when serve is unavailable (closes #46657)](https://github.com/huggingface/transformers/pull/46671) — open
+- [PR #46671: fix: define TransformersCompletionCreateParamsStreaming inside conditional to avoid NameError when serve is unavailable (closes #46657)](https://github.com/huggingface/transformers/pull/46671) — closed
 
 ### `butterwecksolutions`
 
@@ -6521,27 +6520,6 @@ Example artifacts:
 Example artifacts:
 - [PR #45668: [GGUF] Add support for Qwen3.5 MoE (qwen35moe arch)](https://github.com/huggingface/transformers/pull/45668) — open
 
-### `lvliang-intel`
-
-- profile: [github.com/lvliang-intel](https://github.com/lvliang-intel)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Alvliang-intel)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Alvliang-intel)
-- repo first seen: `2026-04-17T14:12:41Z`
-- repo last seen: `2026-04-21T02:06:28Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **1**
-- snapshot authored PRs/issues: **1 PRs / 0 issues**
-- snapshot discussion activity: **0 comments / 1 reviews / 1 review comments**
-- account age: **1455 days**
-- recent public PR activity: **22 PRs** (15 merged / 0 closed-unmerged / 7 open; merged rate **68%**, closed-unmerged rate **0%**, open rate **32%**)
-- public orgs: none visible
-- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
-- heuristic read: **—**
-
-Example artifacts:
-- [PR #45494: Fix: propagate quantization_config to text sub-config for composite models in AutoModelForCausalLM](https://github.com/huggingface/transformers/pull/45494) — closed, merged
-
 ### `MaciejBalaNV`
 
 - profile: [github.com/MaciejBalaNV](https://github.com/MaciejBalaNV)
@@ -6696,7 +6674,7 @@ Example artifacts:
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AMinato95-ayu)
 - repo first seen: `2026-06-16T07:26:24Z`
 - repo last seen: `2026-06-16T07:26:24Z`
-- 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**
@@ -6800,12 +6778,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Andvbd)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Andvbd)
 - repo first seen: `2026-06-16T08:24:44Z`
-- repo last seen: `2026-06-16T10:58:19Z`
-- first seen in snapshot: **yes**
+- repo last seen: `2026-06-16T16:50:21Z`
+- first seen in snapshot: **no**
 - repo association: **FIRST_TIME_CONTRIBUTOR**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
-- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
+- snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
 - account age: **5482 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: none visible

new_contributors.parquet

@@ -1,3 +1,3 @@
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-oid sha256:abd3d02f5b3ee23591fb372f8a09b363d890e8f04708bfe4331b6cd0aca6d653
-size 63289
+oid sha256:4c2cd48dca8914725d7d0aec2a559857fbe50d89ef9ce60404c042cf10a7949f
+size 63072

pr-scope-clusters.json

@@ -1,8 +1,8 @@
 {
   "repo": "huggingface/transformers",
-  "snapshot_id": "20260616T120046Z",
-  "generated_at": "2026-06-16T12:02:32Z",
-  "cluster_count": 69,
+  "snapshot_id": "20260616T180029Z",
+  "generated_at": "2026-06-16T18:03:38Z",
+  "cluster_count": 68,
   "pr_scope_clusters": [
     {
       "cluster_id": "pr-scope-43636-10",
@@ -33,7 +33,7 @@
           "left_pr_number": 44189,
           "right_pr_number": 45067,
           "similarity": 0.777,
-          "content_similarity": 0.862,
+          "content_similarity": 0.861,
           "size_similarity": 0.16,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -48,7 +48,7 @@
         {
           "left_pr_number": 43663,
           "right_pr_number": 45067,
-          "similarity": 0.629,
+          "similarity": 0.628,
           "content_similarity": 0.469,
           "size_similarity": 1.0,
           "breadth_similarity": 1.0,
@@ -64,8 +64,8 @@
         {
           "left_pr_number": 43651,
           "right_pr_number": 43663,
-          "similarity": 0.543,
-          "content_similarity": 0.407,
+          "similarity": 0.542,
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           "size_similarity": 0.72,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -81,7 +81,7 @@
           "left_pr_number": 43651,
           "right_pr_number": 45067,
           "similarity": 0.517,
-          "content_similarity": 0.37,
+          "content_similarity": 0.369,
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           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -96,8 +96,8 @@
         {
           "left_pr_number": 43663,
           "right_pr_number": 44123,
-          "similarity": 0.503,
-          "content_similarity": 0.407,
+          "similarity": 0.502,
+          "content_similarity": 0.406,
           "size_similarity": 0.455,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -113,7 +113,7 @@
           "left_pr_number": 44257,
           "right_pr_number": 44660,
           "similarity": 0.488,
-          "content_similarity": 0.269,
+          "content_similarity": 0.268,
           "size_similarity": 1.0,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -144,8 +144,8 @@
         {
           "left_pr_number": 43663,
           "right_pr_number": 44660,
-          "similarity": 0.465,
-          "content_similarity": 0.398,
+          "similarity": 0.464,
+          "content_similarity": 0.397,
           "size_similarity": 0.24,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -160,8 +160,8 @@
         {
           "left_pr_number": 43636,
           "right_pr_number": 43663,
-          "similarity": 0.464,
-          "content_similarity": 0.354,
+          "similarity": 0.463,
+          "content_similarity": 0.353,
           "size_similarity": 0.44,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -177,7 +177,7 @@
           "left_pr_number": 44189,
           "right_pr_number": 44660,
           "similarity": 0.463,
-          "content_similarity": 0.305,
+          "content_similarity": 0.304,
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           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -193,7 +193,7 @@
           "left_pr_number": 43663,
           "right_pr_number": 44189,
           "similarity": 0.45,
-          "content_similarity": 0.395,
+          "content_similarity": 0.394,
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@@ -1985,7 +2089,7 @@
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@@ -2052,8 +2156,8 @@
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@@ -2111,7 +2215,7 @@
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@@ -2143,7 +2247,7 @@
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@@ -2199,7 +2303,7 @@
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+      "average_similarity": 0.5,
       "summary": "4 open PRs share weighted file overlap around `src/transformers/generation/utils.py`; representative PR #45985.",
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@@ -2213,8 +2317,8 @@
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@@ -2230,8 +2334,8 @@
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@@ -2247,8 +2351,8 @@
         {
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@@ -2281,8 +2385,8 @@
         {
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@@ -2298,8 +2402,8 @@
         {
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@@ -2323,7 +2427,7 @@
         45883
       ],
       "representative_pr_number": 45438,
-      "average_similarity": 0.485,
+      "average_similarity": 0.484,
       "summary": "4 open PRs share weighted file overlap around `src/transformers/models/gemma4/modular_gemma4.py`, `src/transformers/models/gemma4/modeling_gemma4.py`, `docs/source/en/model_doc/gemma4.md`; representative PR #45438.",
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@@ -2346,7 +2450,7 @@
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@@ -2375,7 +2479,7 @@
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@@ -2393,7 +2497,7 @@
         {
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@@ -2412,8 +2516,8 @@
         {
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@@ -2450,8 +2554,8 @@
         {
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@@ -2477,7 +2581,7 @@
         46152
       ],
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-      "average_similarity": 0.403,
+      "average_similarity": 0.399,
       "summary": "4 open PRs share weighted file overlap around `src/transformers/utils/import_utils.py`; representative PR #46152.",
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@@ -2491,8 +2595,8 @@
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@@ -2508,8 +2612,8 @@
         {
           "left_pr_number": 45060,
           "right_pr_number": 46152,
-          "similarity": 0.437,
-          "content_similarity": 0.342,
+          "similarity": 0.433,
+          "content_similarity": 0.338,
           "size_similarity": 0.95,
           "breadth_similarity": 0.333,
           "concentration_similarity": 0.421,
@@ -2525,8 +2629,8 @@
         {
           "left_pr_number": 44385,
           "right_pr_number": 44615,
-          "similarity": 0.408,
-          "content_similarity": 0.337,
+          "similarity": 0.403,
+          "content_similarity": 0.33,
           "size_similarity": 0.371,
           "breadth_similarity": 0.667,
           "concentration_similarity": 1.0,
@@ -2542,8 +2646,8 @@
         {
           "left_pr_number": 44385,
           "right_pr_number": 46152,
-          "similarity": 0.393,
-          "content_similarity": 0.348,
+          "similarity": 0.388,
+          "content_similarity": 0.341,
           "size_similarity": 0.217,
           "breadth_similarity": 0.667,
           "concentration_similarity": 1.0,
@@ -2559,8 +2663,8 @@
         {
           "left_pr_number": 44615,
           "right_pr_number": 45060,
-          "similarity": 0.313,
-          "content_similarity": 0.238,
+          "similarity": 0.309,
+          "content_similarity": 0.233,
           "size_similarity": 0.614,
           "breadth_similarity": 0.333,
           "concentration_similarity": 0.421,
@@ -2576,8 +2680,8 @@
         {
           "left_pr_number": 44385,
           "right_pr_number": 45060,
-          "similarity": 0.244,
-          "content_similarity": 0.175,
+          "similarity": 0.241,
+          "content_similarity": 0.17,
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           "breadth_similarity": 0.667,
           "concentration_similarity": 0.421,
@@ -2601,7 +2705,7 @@
         45917
       ],
       "representative_pr_number": 34925,
-      "average_similarity": 0.385,
+      "average_similarity": 0.384,
       "summary": "4 open PRs share weighted file overlap around `src/transformers/trainer.py`, `tests/trainer/test_trainer.py`; representative PR #34925.",
       "shared_filenames": [
         "src/transformers/trainer.py",
@@ -2617,8 +2721,8 @@
         {
           "left_pr_number": 34925,
           "right_pr_number": 45917,
-          "similarity": 0.505,
-          "content_similarity": 0.439,
+          "similarity": 0.504,
+          "content_similarity": 0.438,
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           "breadth_similarity": 1.0,
           "concentration_similarity": 0.78,
@@ -2635,8 +2739,8 @@
         {
           "left_pr_number": 34925,
           "right_pr_number": 44889,
-          "similarity": 0.405,
-          "content_similarity": 0.274,
+          "similarity": 0.404,
+          "content_similarity": 0.273,
           "size_similarity": 0.444,
           "breadth_similarity": 1.0,
           "concentration_similarity": 0.928,
@@ -2654,7 +2758,7 @@
           "left_pr_number": 44889,
           "right_pr_number": 44981,
           "similarity": 0.396,
-          "content_similarity": 0.153,
+          "content_similarity": 0.152,
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           "breadth_similarity": 1.0,
           "concentration_similarity": 0.812,
@@ -2671,7 +2775,7 @@
         {
           "left_pr_number": 44981,
           "right_pr_number": 45917,
-          "similarity": 0.354,
+          "similarity": 0.353,
           "content_similarity": 0.107,
           "size_similarity": 0.87,
           "breadth_similarity": 1.0,
@@ -2695,164 +2799,27 @@
           "shared_filenames": [],
           "shared_directories": [
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-            "tests/trainer",
-            "src",
-            "tests"
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-        {
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-          "right_pr_number": 44981,
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-          "content_similarity": 0.166,
-          "size_similarity": 0.448,
-          "breadth_similarity": 1.0,
-          "concentration_similarity": 0.74,
-          "shared_filenames": [
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-          "shared_directories": [
-            "src/transformers",
-            "tests/trainer",
-            "src",
-            "tests"
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-        42655,
-        46124,
-        46436
-      ],
-      "representative_pr_number": 46124,
-      "average_similarity": 0.37,
-      "summary": "4 open PRs share weighted file overlap around `tests/generation/test_utils.py`, `src/transformers/generation/candidate_generator.py`, `src/transformers/generation/utils.py`; representative PR #46124.",
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-        "tests/generation/test_utils.py",
-        "src/transformers/generation/candidate_generator.py",
-        "src/transformers/generation/utils.py"
-      ],
-      "shared_directories": [
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-        "src/transformers",
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-          "size_similarity": 0.966,
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-          "concentration_similarity": 0.922,
-          "shared_filenames": [
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-          "shared_directories": [
-            "src/transformers/generation",
-            "src/transformers",
-            "tests/generation",
-            "src",
-            "tests"
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-          "right_pr_number": 42655,
-          "similarity": 0.454,
-          "content_similarity": 0.487,
-          "size_similarity": 0.231,
-          "breadth_similarity": 0.5,
-          "concentration_similarity": 0.568,
-          "shared_filenames": [
-            "src/transformers/generation/candidate_generator.py",
-            "src/transformers/generation/utils.py"
-          ],
-          "shared_directories": [
-            "src/transformers/generation",
-            "src/transformers",
-            "src"
-          ]
-        },
-        {
-          "left_pr_number": 42655,
-          "right_pr_number": 46124,
-          "similarity": 0.405,
-          "content_similarity": 0.457,
-          "size_similarity": 0.038,
-          "breadth_similarity": 0.417,
-          "concentration_similarity": 0.753,
-          "shared_filenames": [
-            "src/transformers/generation/candidate_generator.py",
-            "tests/generation/test_utils.py"
-          ],
-          "shared_directories": [
-            "src/transformers/generation",
-            "src/transformers",
-            "tests/generation",
-            "src",
-            "tests"
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-        },
-        {
-          "left_pr_number": 32189,
-          "right_pr_number": 46124,
-          "similarity": 0.39,
-          "content_similarity": 0.344,
-          "size_similarity": 0.165,
-          "breadth_similarity": 0.833,
-          "concentration_similarity": 0.815,
-          "shared_filenames": [
-            "src/transformers/generation/candidate_generator.py"
-          ],
-          "shared_directories": [
-            "src/transformers/generation",
-            "src/transformers",
-            "src"
-          ]
-        },
-        {
-          "left_pr_number": 42655,
-          "right_pr_number": 46436,
-          "similarity": 0.283,
-          "content_similarity": 0.288,
-          "size_similarity": 0.039,
-          "breadth_similarity": 0.417,
-          "concentration_similarity": 0.676,
-          "shared_filenames": [
-            "src/transformers/generation/utils.py",
-            "tests/generation/test_utils.py"
-          ],
-          "shared_directories": [
-            "src/transformers/generation",
-            "src/transformers",
-            "tests/generation",
+            "tests/trainer",
             "src",
             "tests"
           ]
         },
         {
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-          "right_pr_number": 46436,
-          "similarity": 0.23,
-          "content_similarity": 0.109,
-          "size_similarity": 0.171,
-          "breadth_similarity": 0.833,
-          "concentration_similarity": 0.892,
+          "left_pr_number": 34925,
+          "right_pr_number": 44981,
+          "similarity": 0.32,
+          "content_similarity": 0.165,
+          "size_similarity": 0.448,
+          "breadth_similarity": 1.0,
+          "concentration_similarity": 0.74,
           "shared_filenames": [
-            "src/transformers/generation/utils.py"
+            "src/transformers/trainer.py"
           ],
           "shared_directories": [
-            "src/transformers/generation",
             "src/transformers",
-            "src"
+            "tests/trainer",
+            "src",
+            "tests"
           ]
         }
       ]
@@ -3026,7 +2993,7 @@
         {
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-          "similarity": 0.752,
+          "similarity": 0.751,
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           "breadth_similarity": 1.0,
@@ -3058,7 +3025,7 @@
         {
           "left_pr_number": 44893,
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-          "similarity": 0.44,
+          "similarity": 0.439,
           "content_similarity": 0.366,
           "size_similarity": 0.222,
           "breadth_similarity": 1.0,
@@ -3097,8 +3064,8 @@
         {
           "left_pr_number": 46207,
           "right_pr_number": 46632,
-          "similarity": 0.624,
-          "content_similarity": 0.537,
+          "similarity": 0.623,
+          "content_similarity": 0.536,
           "size_similarity": 0.673,
           "breadth_similarity": 1.0,
           "concentration_similarity": 0.935,
@@ -3117,7 +3084,7 @@
           "left_pr_number": 44940,
           "right_pr_number": 46632,
           "similarity": 0.554,
-          "content_similarity": 0.513,
+          "content_similarity": 0.512,
           "size_similarity": 0.446,
           "breadth_similarity": 0.833,
           "concentration_similarity": 0.903,
@@ -3135,7 +3102,7 @@
         {
           "left_pr_number": 44940,
           "right_pr_number": 46207,
-          "similarity": 0.542,
+          "similarity": 0.541,
           "content_similarity": 0.453,
           "size_similarity": 0.662,
           "breadth_similarity": 0.833,
@@ -3263,7 +3230,7 @@
           "left_pr_number": 44015,
           "right_pr_number": 44059,
           "similarity": 0.611,
-          "content_similarity": 0.675,
+          "content_similarity": 0.674,
           "size_similarity": 0.543,
           "breadth_similarity": 0.333,
           "concentration_similarity": 0.488,
@@ -3358,7 +3325,7 @@
         {
           "left_pr_number": 43997,
           "right_pr_number": 44019,
-          "similarity": 0.276,
+          "similarity": 0.275,
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           "size_similarity": 0.722,
           "breadth_similarity": 1.0,
@@ -3504,78 +3471,6 @@
         }
       ]
     },
-    {
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-      "pr_numbers": [
-        46473,
-        46671,
-        46680
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-      "representative_pr_number": 46671,
-      "average_similarity": 0.494,
-      "summary": "3 open PRs share weighted file overlap around `src/transformers/cli/serving/chat_completion.py`; representative PR #46671.",
-      "shared_filenames": [
-        "src/transformers/cli/serving/chat_completion.py"
-      ],
-      "shared_directories": [
-        "src/transformers/cli/serving",
-        "src/transformers/cli",
-        "src/transformers",
-        "src"
-      ],
-      "pairwise": [
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-          "left_pr_number": 46671,
-          "right_pr_number": 46680,
-          "similarity": 0.742,
-          "content_similarity": 0.8,
-          "size_similarity": 0.213,
-          "breadth_similarity": 1.0,
-          "concentration_similarity": 1.0,
-          "shared_filenames": [
-            "src/transformers/cli/serving/chat_completion.py"
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-          "shared_directories": [
-            "src/transformers/cli/serving",
-            "src/transformers/cli",
-            "src/transformers",
-            "src"
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-        },
-        {
-          "left_pr_number": 46473,
-          "right_pr_number": 46671,
-          "similarity": 0.415,
-          "content_similarity": 0.184,
-          "size_similarity": 0.909,
-          "breadth_similarity": 1.0,
-          "concentration_similarity": 1.0,
-          "shared_filenames": [],
-          "shared_directories": [
-            "src/transformers/cli/serving",
-            "src/transformers/cli",
-            "src/transformers",
-            "src"
-          ]
-        },
-        {
-          "left_pr_number": 46473,
-          "right_pr_number": 46680,
-          "similarity": 0.326,
-          "content_similarity": 0.201,
-          "size_similarity": 0.234,
-          "breadth_similarity": 1.0,
-          "concentration_similarity": 1.0,
-          "shared_filenames": [],
-          "shared_directories": [
-            "src/transformers/cli/serving",
-            "src/transformers/cli",
-            "src/transformers",
-            "src"
-          ]
-        }
-      ]
-    },
     {
       "cluster_id": "pr-scope-43656-3",
       "pr_numbers": [
@@ -3584,7 +3479,7 @@
         44682
       ],
       "representative_pr_number": 43656,
-      "average_similarity": 0.478,
+      "average_similarity": 0.479,
       "summary": "3 open PRs share weighted file overlap around `src/transformers/cli/serve.py`; representative PR #43656.",
       "shared_filenames": [
         "src/transformers/cli/serve.py"
@@ -3598,7 +3493,7 @@
         {
           "left_pr_number": 43656,
           "right_pr_number": 43842,
-          "similarity": 0.582,
+          "similarity": 0.583,
           "content_similarity": 0.57,
           "size_similarity": 0.222,
           "breadth_similarity": 1.0,
@@ -3633,7 +3528,7 @@
           "left_pr_number": 43842,
           "right_pr_number": 44682,
           "similarity": 0.41,
-          "content_similarity": 0.454,
+          "content_similarity": 0.455,
           "size_similarity": 0.011,
           "breadth_similarity": 0.5,
           "concentration_similarity": 0.802,
@@ -3656,7 +3551,7 @@
         45655
       ],
       "representative_pr_number": 45649,
-      "average_similarity": 0.451,
+      "average_similarity": 0.448,
       "summary": "3 open PRs share weighted file overlap around `src/transformers/modeling_utils.py`; representative PR #45649.",
       "shared_filenames": [
         "src/transformers/modeling_utils.py"
@@ -3669,8 +3564,8 @@
         {
           "left_pr_number": 45548,
           "right_pr_number": 45649,
-          "similarity": 0.509,
-          "content_similarity": 0.517,
+          "similarity": 0.507,
+          "content_similarity": 0.514,
           "size_similarity": 0.149,
           "breadth_similarity": 0.75,
           "concentration_similarity": 1.0,
@@ -3685,8 +3580,8 @@
         {
           "left_pr_number": 45649,
           "right_pr_number": 45655,
-          "similarity": 0.498,
-          "content_similarity": 0.331,
+          "similarity": 0.495,
+          "content_similarity": 0.327,
           "size_similarity": 0.778,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -3701,8 +3596,8 @@
         {
           "left_pr_number": 45548,
           "right_pr_number": 45655,
-          "similarity": 0.345,
-          "content_similarity": 0.273,
+          "similarity": 0.342,
+          "content_similarity": 0.269,
           "size_similarity": 0.191,
           "breadth_similarity": 0.75,
           "concentration_similarity": 1.0,
@@ -3743,7 +3638,7 @@
           "left_pr_number": 45413,
           "right_pr_number": 46643,
           "similarity": 0.475,
-          "content_similarity": 0.378,
+          "content_similarity": 0.379,
           "size_similarity": 0.571,
           "breadth_similarity": 0.833,
           "concentration_similarity": 0.821,
@@ -3762,8 +3657,8 @@
         {
           "left_pr_number": 42112,
           "right_pr_number": 46643,
-          "similarity": 0.418,
-          "content_similarity": 0.457,
+          "similarity": 0.419,
+          "content_similarity": 0.458,
           "size_similarity": 0.029,
           "breadth_similarity": 0.521,
           "concentration_similarity": 0.841,
@@ -3783,8 +3678,8 @@
         {
           "left_pr_number": 42112,
           "right_pr_number": 45413,
-          "similarity": 0.408,
-          "content_similarity": 0.444,
+          "similarity": 0.409,
+          "content_similarity": 0.445,
           "size_similarity": 0.017,
           "breadth_similarity": 0.458,
           "concentration_similarity": 0.981,
@@ -3902,7 +3797,7 @@
         {
           "left_pr_number": 46099,
           "right_pr_number": 46290,
-          "similarity": 0.312,
+          "similarity": 0.311,
           "content_similarity": 0.308,
           "size_similarity": 0.046,
           "breadth_similarity": 0.446,
@@ -3934,6 +3829,86 @@
         }
       ]
     },
+    {
+      "cluster_id": "pr-scope-32189-3",
+      "pr_numbers": [
+        32189,
+        42655,
+        46124
+      ],
+      "representative_pr_number": 42655,
+      "average_similarity": 0.417,
+      "summary": "3 open PRs share weighted file overlap around `src/transformers/generation/candidate_generator.py`, `tests/generation/test_utils.py`, `src/transformers/generation/utils.py`; representative PR #42655.",
+      "shared_filenames": [
+        "src/transformers/generation/candidate_generator.py",
+        "tests/generation/test_utils.py",
+        "src/transformers/generation/utils.py"
+      ],
+      "shared_directories": [
+        "src/transformers/generation",
+        "src/transformers",
+        "src",
+        "tests/generation",
+        "tests"
+      ],
+      "pairwise": [
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+          "right_pr_number": 42655,
+          "similarity": 0.455,
+          "content_similarity": 0.489,
+          "size_similarity": 0.231,
+          "breadth_similarity": 0.5,
+          "concentration_similarity": 0.568,
+          "shared_filenames": [
+            "src/transformers/generation/candidate_generator.py",
+            "src/transformers/generation/utils.py"
+          ],
+          "shared_directories": [
+            "src/transformers/generation",
+            "src/transformers",
+            "src"
+          ]
+        },
+        {
+          "left_pr_number": 42655,
+          "right_pr_number": 46124,
+          "similarity": 0.408,
+          "content_similarity": 0.461,
+          "size_similarity": 0.038,
+          "breadth_similarity": 0.417,
+          "concentration_similarity": 0.753,
+          "shared_filenames": [
+            "src/transformers/generation/candidate_generator.py",
+            "tests/generation/test_utils.py"
+          ],
+          "shared_directories": [
+            "src/transformers/generation",
+            "src/transformers",
+            "tests/generation",
+            "src",
+            "tests"
+          ]
+        },
+        {
+          "left_pr_number": 32189,
+          "right_pr_number": 46124,
+          "similarity": 0.389,
+          "content_similarity": 0.343,
+          "size_similarity": 0.165,
+          "breadth_similarity": 0.833,
+          "concentration_similarity": 0.815,
+          "shared_filenames": [
+            "src/transformers/generation/candidate_generator.py"
+          ],
+          "shared_directories": [
+            "src/transformers/generation",
+            "src/transformers",
+            "src"
+          ]
+        }
+      ]
+    },
     {
       "cluster_id": "pr-scope-45709-3",
       "pr_numbers": [
@@ -3985,7 +3960,7 @@
           "left_pr_number": 45709,
           "right_pr_number": 45742,
           "similarity": 0.492,
-          "content_similarity": 0.365,
+          "content_similarity": 0.364,
           "size_similarity": 0.782,
           "breadth_similarity": 0.833,
           "concentration_similarity": 0.72,
@@ -4025,7 +4000,7 @@
         44550
       ],
       "representative_pr_number": 44550,
-      "average_similarity": 0.365,
+      "average_similarity": 0.366,
       "summary": "3 open PRs cluster in `docs/source/en`, `docs/source`, `docs` with similar change breadth; representative PR #44550.",
       "shared_filenames": [],
       "shared_directories": [
@@ -4038,8 +4013,8 @@
         {
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           "right_pr_number": 44550,
-          "similarity": 0.387,
-          "content_similarity": 0.125,
+          "similarity": 0.388,
+          "content_similarity": 0.126,
           "size_similarity": 1.0,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -4054,8 +4029,8 @@
         {
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           "right_pr_number": 44550,
-          "similarity": 0.358,
-          "content_similarity": 0.093,
+          "similarity": 0.359,
+          "content_similarity": 0.094,
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           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -4069,8 +4044,8 @@
         {
           "left_pr_number": 33686,
           "right_pr_number": 44407,
-          "similarity": 0.349,
-          "content_similarity": 0.08,
+          "similarity": 0.35,
+          "content_similarity": 0.081,
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           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -4164,7 +4139,7 @@
           "left_pr_number": 41116,
           "right_pr_number": 45613,
           "similarity": 0.953,
-          "content_similarity": 0.985,
+          "content_similarity": 0.986,
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           "breadth_similarity": 0.792,
           "concentration_similarity": 0.983,
@@ -4238,7 +4213,7 @@
         46267
       ],
       "representative_pr_number": 45847,
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