Refresh transformers dataset snapshot 20260616T120046Z

README.md

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 - eval set creation
 
 Notes:
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@@ -15922,7 +15989,7 @@
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             "url": "https://github.com/huggingface/transformers/pull/46634",
-            "state": "open",
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@@ -18729,63 +18796,6 @@
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       "author_login": "JohnnyWilson-Portfolio",
       "name": "Johnny Wilson Dougherty",
@@ -19991,6 +20001,63 @@
       },
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+      "name": "Ayush kaushik",
+      "profile_url": "https://github.com/Minato95-ayu",
+      "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AMinato95-ayu",
+      "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AMinato95-ayu",
+      "repo_first_seen_at": "2026-06-16T07:26:24Z",
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+      "account_age_days": 657,
+      "young_account": false,
+      "follow_through_score": "strong",
+      "breadth_score": "moderate",
+      "automation_risk_signal": "low",
+      "heuristic_note": "high recent PR volume",
+      "public_orgs": [],
+      "activity": {
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+        "merged_pr_count": 64,
+        "closed_unmerged_pr_count": 1,
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+        "closed_unmerged_pr_rate": 0.013,
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+        "distinct_repos_with_authored_prs": 4,
+        "distinct_repos_with_open_prs": 3
+      },
+      "examples": {
+        "pull_requests": [
+          {
+            "kind": "pull_request",
+            "number": 46687,
+            "title": "Fix Wav2Vec2PhonemeCTCTokenizer stale phonemizer_lang state issue",
+            "url": "https://github.com/huggingface/transformers/pull/46687",
+            "state": "open",
+            "merged": false,
+            "draft": false,
+            "created_at": "2026-06-16T07:26:24Z"
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     {
       "author_login": "MinuriRajapakse",
       "name": "Minuri Rajapakse",
@@ -20219,6 +20286,63 @@
       },
       "fetch_error": null
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+    {
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+      "name": "ndvb",
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+      "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Andvbd",
+      "repo_first_seen_at": "2026-06-16T08:24:44Z",
+      "repo_last_seen_at": "2026-06-16T10:58:19Z",
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+      "report_reason": "first_seen_in_snapshot",
+      "enrichment_source": "live",
+      "live_refetch_skipped": false,
+      "account_age_days": 5482,
+      "young_account": false,
+      "follow_through_score": "weak",
+      "breadth_score": "low",
+      "automation_risk_signal": "low",
+      "heuristic_note": "high open PR share; targets high-star repos",
+      "public_orgs": [],
+      "activity": {
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+        "distinct_repos_with_authored_prs": 1,
+        "distinct_repos_with_open_prs": 1
+      },
+      "examples": {
+        "pull_requests": [
+          {
+            "kind": "pull_request",
+            "number": 46689,
+            "title": "Add Gefen optimizer support to Trainer",
+            "url": "https://github.com/huggingface/transformers/pull/46689",
+            "state": "open",
+            "merged": false,
+            "draft": false,
+            "created_at": "2026-06-16T08:24:44Z"
+          }
+        ],
+        "issues": []
+      },
+      "fetch_error": null
+    },
     {
       "author_login": "NicolasHug",
       "name": "Nicolas Hug",
@@ -20873,12 +20997,12 @@
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       "snapshot_review_comment_count": 0,
       "repo_association": "FIRST_TIME_CONTRIBUTOR",
-      "new_to_repo": true,
-      "first_seen_in_snapshot": true,
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       "known_via_prior_merged_pr": false,
-      "report_reason": "first_seen_in_snapshot",
-      "enrichment_source": "live",
-      "live_refetch_skipped": false,
+      "report_reason": null,
+      "enrichment_source": "previous_report",
+      "live_refetch_skipped": true,
       "account_age_days": 1811,
       "young_account": false,
       "follow_through_score": "strong",

new-contributors-report.md

@@ -1,9 +1,9 @@
 # New Contributor Report: huggingface/transformers
 
-- Snapshot: `20260616T060022Z`
-- Generated: `2026-06-16T06:01:19Z`
+- Snapshot: `20260616T120046Z`
+- Generated: `2026-06-16T12:02:40Z`
 - Activity window: `60d`
-- Contributors: `349`
+- Contributors: `351`
 
 ## Summary
 
@@ -113,6 +113,7 @@
 | `hf-dependantbot-rollout[bot]` | [profile](https://github.com/hf-dependantbot-rollout[bot]) | no | CONTRIBUTOR | ?d | `2026-05-22T09:25:47Z` | 2 | 0 | n/a | n/a | n/a | summary unavailable |
 | `Jaeyo314` | [profile](https://github.com/Jaeyo314) | no | FIRST_TIMER | 289d | `2026-05-26T16:18:11Z` | 2 | 0 | weak | low | low | young account; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
 | `Jeevang1-epic` | [profile](https://github.com/Jeevang1-epic) | no | CONTRIBUTOR | 207d | `2026-04-24T19:22:05Z` | 2 | 0 | weak | low | low | young account; high open PR share; targets high-star repos |
+| `joerowell` | [profile](https://github.com/joerowell) | no | CONTRIBUTOR | 3394d | `2026-04-28T08:24:28Z` | 2 | 0 | strong | low | low | targets high-star repos |
 | `jonghwanhyeon` | [profile](https://github.com/jonghwanhyeon) | no | CONTRIBUTOR | 5135d | `2026-04-21T11:42:03Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `JulietChinenyeDuru` | [profile](https://github.com/JulietChinenyeDuru) | no | NONE | 357d | `2026-06-05T04:17:33Z` | 2 | 0 | weak | low | low | young account; high open PR share |
 | `Kaz-scr` | [profile](https://github.com/Kaz-scr) | no | FIRST_TIME_CONTRIBUTOR | 1941d | `2026-04-30T15:39:40Z` | 2 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
@@ -221,7 +222,7 @@
 | `AzeezIsh` | [profile](https://github.com/AzeezIsh) | no | FIRST_TIME_CONTRIBUTOR | 1650d | `2026-06-04T16:46:37Z` | 1 | 0 | n/a | low | low | no visible non-self stars |
 | `Beichen-Ma` | [profile](https://github.com/Beichen-Ma) | no | FIRST_TIME_CONTRIBUTOR | 1684d | `2026-04-20T23:21:03Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `belamaran96-coder` | [profile](https://github.com/belamaran96-coder) | no | NONE | 288d | `2026-05-03T16:53:02Z` | 1 | 0 | weak | low | low | young account; high open PR share; targets high-star repos |
-| `bin123apple` | [profile](https://github.com/bin123apple) | no | FIRST_TIME_CONTRIBUTOR | 1577d | `2026-06-14T02:58:39Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
+| `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 |
@@ -271,7 +272,6 @@
 | `jjjamie` | [profile](https://github.com/jjjamie) | no | FIRST_TIME_CONTRIBUTOR | 4994d | `2026-04-21T15:57:53Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `jmayank1511` | [profile](https://github.com/jmayank1511) | no | FIRST_TIME_CONTRIBUTOR | 2753d | `2026-05-20T18:13:18Z` | 1 | 0 | strong | moderate | low | no visible non-self stars |
 | `joaopedroassad` | [profile](https://github.com/joaopedroassad) | no | CONTRIBUTOR | 341d | `2026-06-02T19:08:14Z` | 1 | 0 | weak | moderate | low | young account; high open PR share; targets high-star repos |
-| `joerowell` | [profile](https://github.com/joerowell) | no | CONTRIBUTOR | 3394d | `2026-04-28T08:24:28Z` | 1 | 0 | strong | low | low | targets high-star repos |
 | `JohnnyWilson-Portfolio` | [profile](https://github.com/JohnnyWilson-Portfolio) | no | NONE | 532d | `2026-06-11T18:13:12Z` | 1 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
 | `Kabir08` | [profile](https://github.com/Kabir08) | no | NONE | 2216d | `2026-04-19T08:27:15Z` | 1 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
 | `Kaisan10` | [profile](https://github.com/Kaisan10) | no | NONE | 1151d | `2026-05-02T07:35:16Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
@@ -293,10 +293,12 @@
 | `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 |
 | `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 |
 | `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 |
@@ -308,7 +310,7 @@
 | `Protocol-zero-0` | [profile](https://github.com/Protocol-zero-0) | no | NONE | 110d | `2026-05-16T15:42:56Z` | 1 | 0 | weak | very high | high | young account; high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
 | `puneetdixit200` | [profile](https://github.com/puneetdixit200) | no | NONE | 223d | `2026-05-16T09:13:29Z` | 1 | 0 | weak | moderate | low | young account; high open PR share; targets high-star repos |
 | `punyamodi` | [profile](https://github.com/punyamodi) | no | FIRST_TIME_CONTRIBUTOR | 2156d | `2026-06-12T08:32:21Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
-| `puwaer` | [profile](https://github.com/puwaer) | yes | FIRST_TIME_CONTRIBUTOR | 1811d | `2026-06-16T05:24:18Z` | 1 | 0 | strong | moderate | low | — |
+| `puwaer` | [profile](https://github.com/puwaer) | no | FIRST_TIME_CONTRIBUTOR | 1811d | `2026-06-16T05:24:18Z` | 1 | 0 | strong | moderate | low | — |
 | `pvelayudhan` | [profile](https://github.com/pvelayudhan) | no | CONTRIBUTOR | 2051d | `2026-05-27T14:26:06Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
 | `py-ai-dev` | [profile](https://github.com/py-ai-dev) | no | NONE | 78d | `2026-03-21T22:53:27Z` | 1 | 0 | weak | high | medium | very new account; broad repo spread; high open PR share; no visible non-self stars; targets high-star repos |
 | `ramkumar27072006` | [profile](https://github.com/ramkumar27072006) | no | CONTRIBUTOR | 543d | `2026-06-07T03:16:30Z` | 1 | 0 | weak | moderate | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
@@ -413,12 +415,12 @@ 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: `2026-06-16T05:33:37Z`
+- repo last seen: `2026-06-16T06:56:01Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **101**
 - snapshot authored PRs/issues: **97 PRs / 4 issues**
-- snapshot discussion activity: **83 comments / 107 reviews / 106 review comments**
+- snapshot discussion activity: **84 comments / 107 reviews / 106 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
@@ -426,7 +428,7 @@ Example artifacts:
 - heuristic read: **high recent PR volume; targets high-star repos**
 
 Example artifacts:
-- [PR #46686: Fix byte-level BPE tokenizers reusing SentencePiece classes (Llama 3 …](https://github.com/huggingface/transformers/pull/46686) — open
+- [PR #46686: Fix byte-level BPE tokenizers reusing SentencePiece classes (Llama 3 …](https://github.com/huggingface/transformers/pull/46686) — closed, draft
 - [PR #46495: revisit history parallel beam search tests to avoid unnecessary fix](https://github.com/huggingface/transformers/pull/46495) — closed, merged
 - [PR #46492: add XPU expectation for deepseek_ocr2 model tests](https://github.com/huggingface/transformers/pull/46492) — closed, merged
 - [Issue #44964: Cannot load `microsoft/Phi-4-multimodal-instruct` model with latest transformers.](https://github.com/huggingface/transformers/issues/44964) — closed
@@ -465,12 +467,12 @@ 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: `2026-06-15T15:16:37Z`
+- repo last seen: `2026-06-16T11:11:32Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **91**
 - snapshot authored PRs/issues: **91 PRs / 0 issues**
-- snapshot discussion activity: **626 comments / 970 reviews / 2116 review comments**
+- snapshot discussion activity: **632 comments / 972 reviews / 2117 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`
@@ -478,7 +480,7 @@ Example artifacts:
 - heuristic read: **high recent PR volume; targets high-star repos**
 
 Example artifacts:
-- [PR #46662: Smovlm: pad videos up to max frames](https://github.com/huggingface/transformers/pull/46662) — open
+- [PR #46662: Smovlm: pad videos up to max frames](https://github.com/huggingface/transformers/pull/46662) — closed, merged
 - [PR #46654: DiffusionGemma: mask layout and CI](https://github.com/huggingface/transformers/pull/46654) — open
 - [PR #46625: Multi-gpu loading when the whole backbone is tied](https://github.com/huggingface/transformers/pull/46625) — open
 
@@ -488,12 +490,12 @@ 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: `2026-06-15T15:27:42Z`
+- repo last seen: `2026-06-16T11:09:15Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **69**
 - snapshot authored PRs/issues: **66 PRs / 3 issues**
-- snapshot discussion activity: **201 comments / 704 reviews / 1387 review comments**
+- snapshot discussion activity: **201 comments / 705 reviews / 1388 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
@@ -660,12 +662,12 @@ 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: `2026-06-15T16:37:24Z`
+- repo last seen: `2026-06-16T10:47:58Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **36**
 - snapshot authored PRs/issues: **36 PRs / 0 issues**
-- snapshot discussion activity: **60 comments / 57 reviews / 36 review comments**
+- snapshot discussion activity: **61 comments / 57 reviews / 36 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
@@ -929,12 +931,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AYangKai0616)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AYangKai0616)
 - repo first seen: `2025-12-24T11:54:53Z`
-- repo last seen: `2026-06-12T06:20:07Z`
+- repo last seen: `2026-06-16T10:17:56Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **20**
 - snapshot authored PRs/issues: **20 PRs / 0 issues**
-- snapshot discussion activity: **25 comments / 95 reviews / 95 review comments**
+- snapshot discussion activity: **26 comments / 102 reviews / 102 review comments**
 - account age: **1497 days**
 - recent public PR activity: **17 PRs** (8 merged / 3 closed-unmerged / 6 open; merged rate **47%**, closed-unmerged rate **18%**, open rate **35%**)
 - public orgs: none visible
@@ -1068,12 +1070,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ahe-yufeng)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ahe-yufeng)
 - repo first seen: `2026-03-14T18:33:53Z`
-- repo last seen: `2026-06-12T03:52:13Z`
+- repo last seen: `2026-06-16T09:19:28Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **11**
 - snapshot authored PRs/issues: **11 PRs / 0 issues**
-- snapshot discussion activity: **11 comments / 2 reviews / 2 review comments**
+- snapshot discussion activity: **12 comments / 2 reviews / 2 review comments**
 - account age: **2909 days**
 - recent public PR activity: **326 PRs** (56 merged / 72 closed-unmerged / 198 open; merged rate **17%**, closed-unmerged rate **22%**, open rate **61%**)
 - public orgs: none visible
@@ -1183,12 +1185,12 @@ Example artifacts:
 - 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: `2026-06-15T15:58:47Z`
+- 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 / 217 reviews / 596 review comments**
+- 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
@@ -1300,12 +1302,12 @@ 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: `2026-06-15T16:40:54Z`
+- repo last seen: `2026-06-16T08:39:03Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **6**
 - snapshot authored PRs/issues: **6 PRs / 0 issues**
-- snapshot discussion activity: **29 comments / 100 reviews / 121 review comments**
+- snapshot discussion activity: **30 comments / 102 reviews / 123 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`
@@ -1534,12 +1536,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AIncheonkirin)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AIncheonkirin)
 - repo first seen: `2026-06-09T11:35:01Z`
-- repo last seen: `2026-06-15T23:15:58Z`
+- repo last seen: `2026-06-16T10:50:21Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **5**
 - snapshot authored PRs/issues: **4 PRs / 1 issues**
-- snapshot discussion activity: **5 comments / 0 reviews / 0 review comments**
+- snapshot discussion activity: **7 comments / 0 reviews / 0 review comments**
 - account age: **2854 days**
 - recent public PR activity: **10 PRs** (1 merged / 1 closed-unmerged / 8 open; merged rate **10%**, closed-unmerged rate **10%**, open rate **80%**)
 - public orgs: none visible
@@ -1770,12 +1772,12 @@ 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: `2026-06-14T11:49:31Z`
+- repo last seen: `2026-06-16T09:07:37Z`
 - 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: **1 comments / 0 reviews / 0 review comments**
+- snapshot discussion activity: **2 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
@@ -2795,6 +2797,28 @@ Example artifacts:
 - [PR #46014: Fix cache collision 45632(NaNs in classification heads upon checkout + init)](https://github.com/huggingface/transformers/pull/46014) — closed
 - [PR #45642: Fix trust_remote_code local cache collisions for local models (#45632)](https://github.com/huggingface/transformers/pull/45642) — closed, merged
 
+### `joerowell`
+
+- profile: [github.com/joerowell](https://github.com/joerowell)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ajoerowell)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ajoerowell)
+- repo first seen: `2026-04-28T08:24:28Z`
+- repo last seen: `2026-06-16T11:52:23Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **2**
+- snapshot authored PRs/issues: **2 PRs / 0 issues**
+- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
+- account age: **3394 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: **targets high-star repos**
+
+Example artifacts:
+- [PR #46690: Laguna: support per-element output gating](https://github.com/huggingface/transformers/pull/46690) — open
+- [PR #45673: Laguna XS.2 implementation](https://github.com/huggingface/transformers/pull/45673) — closed, merged
+
 ### `jonghwanhyeon`
 
 - profile: [github.com/jonghwanhyeon](https://github.com/jonghwanhyeon)
@@ -3243,12 +3267,12 @@ 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: `2026-06-15T18:57:33Z`
+- repo last seen: `2026-06-16T10:36:13Z`
 - 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 / 311 reviews / 827 review comments**
+- snapshot discussion activity: **67 comments / 324 reviews / 840 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`
@@ -5054,12 +5078,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aash01825)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aash01825)
 - repo first seen: `2026-06-13T15:51:08Z`
-- repo last seen: `2026-06-15T13:02:06Z`
+- repo last seen: `2026-06-16T09:34:19Z`
 - 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: **930 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
@@ -5180,12 +5204,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Abin123apple)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Abin123apple)
 - repo first seen: `2026-06-14T02:58:39Z`
-- repo last seen: `2026-06-14T22:19:00Z`
+- repo last seen: `2026-06-16T06:29:34Z`
 - 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: **1 comments / 0 reviews / 0 review comments**
+- snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
 - account age: **1577 days**
 - recent public PR activity: **2 PRs** (0 merged / 0 closed-unmerged / 2 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
 - public orgs: none visible
@@ -5193,7 +5217,7 @@ Example artifacts:
 - heuristic read: **high open PR share; targets high-star repos**
 
 Example artifacts:
-- [PR #46634: Fix packed-sequence mask ignored when a 2D attention_mask is passed](https://github.com/huggingface/transformers/pull/46634) — open
+- [PR #46634: Fix packed-sequence mask ignored when a 2D attention_mask is passed](https://github.com/huggingface/transformers/pull/46634) — closed
 
 ### `Bissmella`
 
@@ -6224,27 +6248,6 @@ Example artifacts:
 Example artifacts:
 - [PR #46354: Fix missing f-string prefixes in error messages](https://github.com/huggingface/transformers/pull/46354) — closed, merged
 
-### `joerowell`
-
-- profile: [github.com/joerowell](https://github.com/joerowell)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ajoerowell)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ajoerowell)
-- repo first seen: `2026-04-28T08:24:28Z`
-- repo last seen: `2026-04-28T08:24:28Z`
-- 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 / 0 reviews / 0 review comments**
-- account age: **3394 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: **targets high-star repos**
-
-Example artifacts:
-- [PR #45673: Laguna XS.2 implementation](https://github.com/huggingface/transformers/pull/45673) — closed, merged
-
 ### `JohnnyWilson-Portfolio`
 
 - profile: [github.com/JohnnyWilson-Portfolio](https://github.com/JohnnyWilson-Portfolio)
@@ -6686,6 +6689,27 @@ Example artifacts:
 Example artifacts:
 - [PR #46417: Add HunYuan VL model](https://github.com/huggingface/transformers/pull/46417) — open
 
+### `Minato95-ayu`
+
+- profile: [github.com/Minato95-ayu](https://github.com/Minato95-ayu)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AMinato95-ayu)
+- 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**
+- repo association: **FIRST_TIME_CONTRIBUTOR**
+- repo primary artifacts: **1**
+- snapshot authored PRs/issues: **1 PRs / 0 issues**
+- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
+- account age: **657 days**
+- recent public PR activity: **77 PRs** (64 merged / 1 closed-unmerged / 12 open; merged rate **83%**, closed-unmerged rate **1%**, open rate **16%**)
+- public orgs: none visible
+- compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
+- heuristic read: **high recent PR volume**
+
+Example artifacts:
+- [PR #46687: Fix Wav2Vec2PhonemeCTCTokenizer stale phonemizer_lang state issue](https://github.com/huggingface/transformers/pull/46687) — open
+
 ### `MinuriRajapakse`
 
 - profile: [github.com/MinuriRajapakse](https://github.com/MinuriRajapakse)
@@ -6770,6 +6794,27 @@ Example artifacts:
 Example artifacts:
 - [PR #46619: fix: position ids does not exist in upstream rotary kernel](https://github.com/huggingface/transformers/pull/46619) — open
 
+### `ndvbd`
+
+- profile: [github.com/ndvbd](https://github.com/ndvbd)
+- 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 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**
+- 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
+- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
+- heuristic read: **high open PR share; targets high-star repos**
+
+Example artifacts:
+- [PR #46689: Add Gefen optimizer support to Trainer](https://github.com/huggingface/transformers/pull/46689) — open
+
 ### `NicolasHug`
 
 - profile: [github.com/NicolasHug](https://github.com/NicolasHug)
@@ -7008,7 +7053,7 @@ Example artifacts:
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Apuwaer)
 - repo first seen: `2026-06-16T05:24:18Z`
 - repo last seen: `2026-06-16T05:24:18Z`
-- 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

@@ -1,3 +1,3 @@
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-size 63078
+oid sha256:abd3d02f5b3ee23591fb372f8a09b363d890e8f04708bfe4331b6cd0aca6d653
+size 63289

pr-scope-clusters.json

@@ -1,7 +1,7 @@
 {
   "repo": "huggingface/transformers",
-  "snapshot_id": "20260616T060022Z",
-  "generated_at": "2026-06-16T06:01:15Z",
+  "snapshot_id": "20260616T120046Z",
+  "generated_at": "2026-06-16T12:02:32Z",
   "cluster_count": 69,
   "pr_scope_clusters": [
     {
@@ -1320,7 +1320,7 @@
         {
           "left_pr_number": 45635,
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           "content_similarity": 0.6,
           "size_similarity": 0.714,
           "breadth_similarity": 0.875,
@@ -1359,8 +1359,8 @@
         {
           "left_pr_number": 45996,
           "right_pr_number": 46651,
-          "similarity": 0.482,
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@@ -1378,8 +1378,8 @@
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           "breadth_similarity": 0.667,
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@@ -1398,7 +1398,7 @@
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           "right_pr_number": 45635,
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@@ -1416,7 +1416,7 @@
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           "right_pr_number": 45421,
           "similarity": 0.422,
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           "breadth_similarity": 0.667,
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@@ -1531,7 +1531,7 @@
         {
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           "right_pr_number": 46580,
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           "left_pr_number": 45293,
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@@ -1645,7 +1645,7 @@
           "left_pr_number": 45317,
           "right_pr_number": 46091,
           "similarity": 0.371,
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           "breadth_similarity": 0.667,
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@@ -2477,7 +2477,7 @@
         46152
       ],
       "representative_pr_number": 46152,
-      "average_similarity": 0.407,
+      "average_similarity": 0.403,
       "summary": "4 open PRs share weighted file overlap around `src/transformers/utils/import_utils.py`; representative PR #46152.",
       "shared_filenames": [
         "src/transformers/utils/import_utils.py"
@@ -2491,8 +2491,8 @@
         {
           "left_pr_number": 44615,
           "right_pr_number": 46152,
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           "right_pr_number": 46152,
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           "breadth_similarity": 0.333,
           "concentration_similarity": 0.421,
@@ -2525,8 +2525,8 @@
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           "right_pr_number": 44615,
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-          "content_similarity": 0.343,
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           "breadth_similarity": 0.667,
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           "right_pr_number": 46152,
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+          "content_similarity": 0.348,
           "size_similarity": 0.217,
           "breadth_similarity": 0.667,
           "concentration_similarity": 1.0,
@@ -2559,8 +2559,8 @@
         {
           "left_pr_number": 44615,
           "right_pr_number": 45060,
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           "breadth_similarity": 0.333,
           "concentration_similarity": 0.421,
@@ -2576,8 +2576,8 @@
         {
           "left_pr_number": 44385,
           "right_pr_number": 45060,
-          "similarity": 0.247,
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           "breadth_similarity": 0.667,
           "concentration_similarity": 0.421,
@@ -2601,7 +2601,7 @@
         45917
       ],
       "representative_pr_number": 34925,
-      "average_similarity": 0.386,
+      "average_similarity": 0.385,
       "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 +2617,8 @@
         {
           "left_pr_number": 34925,
           "right_pr_number": 45917,
-          "similarity": 0.506,
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           "size_similarity": 0.39,
           "breadth_similarity": 1.0,
           "concentration_similarity": 0.78,
@@ -2636,7 +2636,7 @@
           "left_pr_number": 34925,
           "right_pr_number": 44889,
           "similarity": 0.405,
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+          "content_similarity": 0.274,
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           "breadth_similarity": 1.0,
           "concentration_similarity": 0.928,
@@ -2653,8 +2653,8 @@
         {
           "left_pr_number": 44889,
           "right_pr_number": 44981,
-          "similarity": 0.397,
-          "content_similarity": 0.154,
+          "similarity": 0.396,
+          "content_similarity": 0.153,
           "size_similarity": 0.991,
           "breadth_similarity": 1.0,
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@@ -2671,8 +2671,8 @@
         {
           "left_pr_number": 44981,
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-          "similarity": 0.355,
-          "content_similarity": 0.11,
+          "similarity": 0.354,
+          "content_similarity": 0.107,
           "size_similarity": 0.87,
           "breadth_similarity": 1.0,
           "concentration_similarity": 0.959,
@@ -2687,8 +2687,8 @@
         {
           "left_pr_number": 44889,
           "right_pr_number": 45917,
-          "similarity": 0.331,
-          "content_similarity": 0.08,
+          "similarity": 0.329,
+          "content_similarity": 0.078,
           "size_similarity": 0.879,
           "breadth_similarity": 1.0,
           "concentration_similarity": 0.852,
@@ -2703,8 +2703,8 @@
         {
           "left_pr_number": 34925,
           "right_pr_number": 44981,
-          "similarity": 0.321,
-          "content_similarity": 0.167,
+          "similarity": 0.32,
+          "content_similarity": 0.166,
           "size_similarity": 0.448,
           "breadth_similarity": 1.0,
           "concentration_similarity": 0.74,
@@ -2729,7 +2729,7 @@
         46436
       ],
       "representative_pr_number": 46124,
-      "average_similarity": 0.372,
+      "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.",
       "shared_filenames": [
         "tests/generation/test_utils.py",
@@ -2748,7 +2748,7 @@
           "left_pr_number": 46124,
           "right_pr_number": 46436,
           "similarity": 0.459,
-          "content_similarity": 0.24,
+          "content_similarity": 0.239,
           "size_similarity": 0.966,
           "breadth_similarity": 1.0,
           "concentration_similarity": 0.922,
@@ -2766,8 +2766,8 @@
         {
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           "right_pr_number": 42655,
-          "similarity": 0.455,
-          "content_similarity": 0.488,
+          "similarity": 0.454,
+          "content_similarity": 0.487,
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           "breadth_similarity": 0.5,
           "concentration_similarity": 0.568,
@@ -2821,8 +2821,8 @@
         {
           "left_pr_number": 42655,
           "right_pr_number": 46436,
-          "similarity": 0.284,
-          "content_similarity": 0.289,
+          "similarity": 0.283,
+          "content_similarity": 0.288,
           "size_similarity": 0.039,
           "breadth_similarity": 0.417,
           "concentration_similarity": 0.676,
@@ -2841,8 +2841,8 @@
         {
           "left_pr_number": 32189,
           "right_pr_number": 46436,
-          "similarity": 0.241,
-          "content_similarity": 0.125,
+          "similarity": 0.23,
+          "content_similarity": 0.109,
           "size_similarity": 0.171,
           "breadth_similarity": 0.833,
           "concentration_similarity": 0.892,
@@ -3117,7 +3117,7 @@
           "left_pr_number": 44940,
           "right_pr_number": 46632,
           "similarity": 0.554,
-          "content_similarity": 0.512,
+          "content_similarity": 0.513,
           "size_similarity": 0.446,
           "breadth_similarity": 0.833,
           "concentration_similarity": 0.903,
@@ -3135,7 +3135,7 @@
         {
           "left_pr_number": 44940,
           "right_pr_number": 46207,
-          "similarity": 0.541,
+          "similarity": 0.542,
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           "size_similarity": 0.662,
           "breadth_similarity": 0.833,
@@ -3207,7 +3207,7 @@
           "left_pr_number": 43469,
           "right_pr_number": 46364,
           "similarity": 0.386,
-          "content_similarity": 0.352,
+          "content_similarity": 0.351,
           "size_similarity": 0.35,
           "breadth_similarity": 0.5,
           "concentration_similarity": 0.75,
@@ -3504,74 +3504,6 @@
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       ]
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-      "pr_numbers": [
-        44606,
-        45086,
-        46686
-      ],
-      "representative_pr_number": 46686,
-      "average_similarity": 0.496,
-      "summary": "3 open PRs share weighted file overlap around `src/transformers/tokenization_utils_tokenizers.py`; representative PR #46686.",
-      "shared_filenames": [
-        "src/transformers/tokenization_utils_tokenizers.py"
-      ],
-      "shared_directories": [
-        "src/transformers",
-        "src"
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-      "pairwise": [
-        {
-          "left_pr_number": 44606,
-          "right_pr_number": 46686,
-          "similarity": 0.635,
-          "content_similarity": 0.566,
-          "size_similarity": 0.593,
-          "breadth_similarity": 1.0,
-          "concentration_similarity": 1.0,
-          "shared_filenames": [
-            "src/transformers/tokenization_utils_tokenizers.py"
-          ],
-          "shared_directories": [
-            "src/transformers",
-            "src"
-          ]
-        },
-        {
-          "left_pr_number": 45086,
-          "right_pr_number": 46686,
-          "similarity": 0.447,
-          "content_similarity": 0.344,
-          "size_similarity": 0.375,
-          "breadth_similarity": 1.0,
-          "concentration_similarity": 1.0,
-          "shared_filenames": [
-            "src/transformers/tokenization_utils_tokenizers.py"
-          ],
-          "shared_directories": [
-            "src/transformers",
-            "src"
-          ]
-        },
-        {
-          "left_pr_number": 44606,
-          "right_pr_number": 45086,
-          "similarity": 0.407,
-          "content_similarity": 0.319,
-          "size_similarity": 0.222,
-          "breadth_similarity": 1.0,
-          "concentration_similarity": 1.0,
-          "shared_filenames": [
-            "src/transformers/tokenization_utils_tokenizers.py"
-          ],
-          "shared_directories": [
-            "src/transformers",
-            "src"
-          ]
-        }
-      ]
-    },
     {
       "cluster_id": "pr-scope-46473-3",
       "pr_numbers": [
@@ -3970,7 +3902,7 @@
         {
           "left_pr_number": 46099,
           "right_pr_number": 46290,
-          "similarity": 0.311,
+          "similarity": 0.312,
           "content_similarity": 0.308,
           "size_similarity": 0.046,
           "breadth_similarity": 0.446,
@@ -4364,6 +4296,57 @@
         }
       ]
     },
+    {
+      "cluster_id": "pr-scope-44438-2",
+      "pr_numbers": [
+        44438,
+        46689
+      ],
+      "representative_pr_number": 44438,
+      "average_similarity": 0.798,
+      "summary": "2 open PRs share weighted file overlap around `src/transformers/trainer_optimizer.py`, `tests/trainer/test_trainer_optimizers.py`, `src/transformers/training_args.py`; representative PR #44438.",
+      "shared_filenames": [
+        "src/transformers/trainer_optimizer.py",
+        "tests/trainer/test_trainer_optimizers.py",
+        "src/transformers/training_args.py",
+        "src/transformers/utils/__init__.py",
+        "src/transformers/utils/import_utils.py",
+        "src/transformers/testing_utils.py"
+      ],
+      "shared_directories": [
+        "src/transformers/utils",
+        "tests/trainer",
+        "src/transformers",
+        "tests",
+        "src"
+      ],
+      "pairwise": [
+        {
+          "left_pr_number": 44438,
+          "right_pr_number": 46689,
+          "similarity": 0.798,
+          "content_similarity": 0.833,
+          "size_similarity": 0.533,
+          "breadth_similarity": 1.0,
+          "concentration_similarity": 0.694,
+          "shared_filenames": [
+            "src/transformers/testing_utils.py",
+            "src/transformers/trainer_optimizer.py",
+            "src/transformers/training_args.py",
+            "src/transformers/utils/__init__.py",
+            "src/transformers/utils/import_utils.py",
+            "tests/trainer/test_trainer_optimizers.py"
+          ],
+          "shared_directories": [
+            "src/transformers/utils",
+            "src/transformers",
+            "tests/trainer",
+            "src",
+            "tests"
+          ]
+        }
+      ]
+    },
     {
       "cluster_id": "pr-scope-45606-2",
       "pr_numbers": [
@@ -4631,7 +4614,7 @@
           "left_pr_number": 42824,
           "right_pr_number": 46461,
           "similarity": 0.718,
-          "content_similarity": 0.748,
+          "content_similarity": 0.749,
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           "breadth_similarity": 0.5,
           "concentration_similarity": 0.928,
@@ -4729,7 +4712,7 @@
         46279
       ],
       "representative_pr_number": 43654,
-      "average_similarity": 0.632,
+      "average_similarity": 0.629,
       "summary": "2 open PRs share weighted file overlap around `tests/tokenization/test_tokenization_utils.py`; representative PR #43654.",
       "shared_filenames": [
         "tests/tokenization/test_tokenization_utils.py"
@@ -4744,8 +4727,8 @@
         {
           "left_pr_number": 43654,
           "right_pr_number": 46279,
-          "similarity": 0.632,
-          "content_similarity": 0.491,
+          "similarity": 0.629,
+          "content_similarity": 0.487,
           "size_similarity": 0.966,
           "breadth_similarity": 1.0,
           "concentration_similarity": 0.867,
@@ -4935,7 +4918,7 @@
           "left_pr_number": 45332,
           "right_pr_number": 45333,
           "similarity": 0.555,
-          "content_similarity": 0.593,
+          "content_similarity": 0.592,
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           "breadth_similarity": 0.542,
           "concentration_similarity": 0.9,
@@ -5327,11 +5310,11 @@
         "src/transformers/models/minicpmv4_6",
         "src/transformers/models/florence2",
         "src/transformers/models/granite4_vision",
-        "src/transformers/models/kosmos2",
         "src/transformers/models/lighton_ocr",
         "src/transformers/models/llava_next",
         "src/transformers/models/video_llava",
-        "src/transformers/models/cohere2_vision"
+        "src/transformers/models/cohere2_vision",
+        "src/transformers/models/colqwen2"
       ],
       "pairwise": [
         {
@@ -5494,45 +5477,6 @@
         }
       ]
     },
-    {
-      "cluster_id": "pr-scope-41458-2",
-      "pr_numbers": [
-        41458,
-        46423
-      ],
-      "representative_pr_number": 41458,
-      "average_similarity": 0.453,
-      "summary": "2 open PRs share weighted file overlap around `src/transformers/integrations/hub_kernels.py`; representative PR #41458.",
-      "shared_filenames": [
-        "src/transformers/integrations/hub_kernels.py"
-      ],
-      "shared_directories": [
-        "src/transformers/integrations",
-        "src/transformers/models",
-        "src/transformers",
-        "src"
-      ],
-      "pairwise": [
-        {
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-          "right_pr_number": 46423,
-          "similarity": 0.453,
-          "content_similarity": 0.333,
-          "size_similarity": 0.577,
-          "breadth_similarity": 0.875,
-          "concentration_similarity": 0.91,
-          "shared_filenames": [
-            "src/transformers/integrations/hub_kernels.py"
-          ],
-          "shared_directories": [
-            "src/transformers/integrations",
-            "src/transformers/models",
-            "src/transformers",
-            "src"
-          ]
-        }
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     {
       "cluster_id": "pr-scope-46642-2",
       "pr_numbers": [
@@ -5540,7 +5484,7 @@
         46654
       ],
       "representative_pr_number": 46642,
-      "average_similarity": 0.453,
+      "average_similarity": 0.459,
       "summary": "2 open PRs share weighted file overlap around `src/transformers/models/diffusion_gemma/modular_diffusion_gemma.py`, `tests/models/diffusion_gemma/test_modeling_diffusion_gemma.py`, `src/transformers/models/diffusion_gemma/modeling_diffusion_gemma.py`; representative PR #46642.",
       "shared_filenames": [
         "src/transformers/models/diffusion_gemma/modular_diffusion_gemma.py",
@@ -5564,11 +5508,11 @@
         {
           "left_pr_number": 46642,
           "right_pr_number": 46654,
-          "similarity": 0.453,
-          "content_similarity": 0.336,
-          "size_similarity": 0.549,
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+          "content_similarity": 0.345,
+          "size_similarity": 0.545,
           "breadth_similarity": 0.909,
-          "concentration_similarity": 0.901,
+          "concentration_similarity": 0.892,
           "shared_filenames": [
             "src/transformers/models/diffusion_gemma/modeling_diffusion_gemma.py",
             "src/transformers/models/diffusion_gemma/modular_diffusion_gemma.py",
@@ -5590,6 +5534,45 @@
         }
       ]
     },
+    {
+      "cluster_id": "pr-scope-41458-2",
+      "pr_numbers": [
+        41458,
+        46423
+      ],
+      "representative_pr_number": 41458,
+      "average_similarity": 0.453,
+      "summary": "2 open PRs share weighted file overlap around `src/transformers/integrations/hub_kernels.py`; representative PR #41458.",
+      "shared_filenames": [
+        "src/transformers/integrations/hub_kernels.py"
+      ],
+      "shared_directories": [
+        "src/transformers/integrations",
+        "src/transformers/models",
+        "src/transformers",
+        "src"
+      ],
+      "pairwise": [
+        {
+          "left_pr_number": 41458,
+          "right_pr_number": 46423,
+          "similarity": 0.453,
+          "content_similarity": 0.333,
+          "size_similarity": 0.577,
+          "breadth_similarity": 0.875,
+          "concentration_similarity": 0.91,
+          "shared_filenames": [
+            "src/transformers/integrations/hub_kernels.py"
+          ],
+          "shared_directories": [
+            "src/transformers/integrations",
+            "src/transformers/models",
+            "src/transformers",
+            "src"
+          ]
+        }
+      ]
+    },
     {
       "cluster_id": "pr-scope-46127-2",
       "pr_numbers": [
@@ -5689,42 +5672,36 @@
       ]
     },
     {
-      "cluster_id": "pr-scope-43875-2",
+      "cluster_id": "pr-scope-44606-2",
       "pr_numbers": [
-        43875,
-        46446
+        44606,
+        45086
       ],
-      "representative_pr_number": 43875,
-      "average_similarity": 0.406,
-      "summary": "2 open PRs share weighted file overlap around `tests/utils/test_cache_utils.py`, `src/transformers/cache_utils.py`; representative PR #43875.",
+      "representative_pr_number": 44606,
+      "average_similarity": 0.412,
+      "summary": "2 open PRs share weighted file overlap around `src/transformers/tokenization_utils_tokenizers.py`; representative PR #44606.",
       "shared_filenames": [
-        "tests/utils/test_cache_utils.py",
-        "src/transformers/cache_utils.py"
+        "src/transformers/tokenization_utils_tokenizers.py"
       ],
       "shared_directories": [
-        "tests/utils",
         "src/transformers",
-        "tests",
         "src"
       ],
       "pairwise": [
         {
-          "left_pr_number": 43875,
-          "right_pr_number": 46446,
-          "similarity": 0.406,
-          "content_similarity": 0.411,
-          "size_similarity": 0.138,
-          "breadth_similarity": 0.5,
-          "concentration_similarity": 0.951,
+          "left_pr_number": 44606,
+          "right_pr_number": 45086,
+          "similarity": 0.412,
+          "content_similarity": 0.326,
+          "size_similarity": 0.222,
+          "breadth_similarity": 1.0,
+          "concentration_similarity": 1.0,
           "shared_filenames": [
-            "src/transformers/cache_utils.py",
-            "tests/utils/test_cache_utils.py"
+            "src/transformers/tokenization_utils_tokenizers.py"
           ],
           "shared_directories": [
             "src/transformers",
-            "tests/utils",
-            "src",
-            "tests"
+            "src"
           ]
         }
       ]
@@ -5784,6 +5761,47 @@
         }
       ]
     },
+    {
+      "cluster_id": "pr-scope-43875-2",
+      "pr_numbers": [
+        43875,
+        46446
+      ],
+      "representative_pr_number": 43875,
+      "average_similarity": 0.405,
+      "summary": "2 open PRs share weighted file overlap around `tests/utils/test_cache_utils.py`, `src/transformers/cache_utils.py`; representative PR #43875.",
+      "shared_filenames": [
+        "tests/utils/test_cache_utils.py",
+        "src/transformers/cache_utils.py"
+      ],
+      "shared_directories": [
+        "tests/utils",
+        "src/transformers",
+        "tests",
+        "src"
+      ],
+      "pairwise": [
+        {
+          "left_pr_number": 43875,
+          "right_pr_number": 46446,
+          "similarity": 0.405,
+          "content_similarity": 0.409,
+          "size_similarity": 0.138,
+          "breadth_similarity": 0.5,
+          "concentration_similarity": 0.951,
+          "shared_filenames": [
+            "src/transformers/cache_utils.py",
+            "tests/utils/test_cache_utils.py"
+          ],
+          "shared_directories": [
+            "src/transformers",
+            "tests/utils",
+            "src",
+            "tests"
+          ]
+        }
+      ]
+    },
     {
       "cluster_id": "pr-scope-43446-2",
       "pr_numbers": [
@@ -5792,16 +5810,16 @@
       ],
       "representative_pr_number": 43446,
       "average_similarity": 0.403,
-      "summary": "2 open PRs share weighted file overlap around `src/transformers/models/deepseek_vl/modeling_deepseek_vl.py`, `src/transformers/models/fast_vlm/modeling_fast_vlm.py`, `src/transformers/models/fast_vlm/modular_fast_vlm.py`; representative PR #43446.",
+      "summary": "2 open PRs share weighted file overlap around `src/transformers/models/fast_vlm/modeling_fast_vlm.py`, `src/transformers/models/fast_vlm/modular_fast_vlm.py`, `src/transformers/models/florence2/modeling_florence2.py`; representative PR #43446.",
       "shared_filenames": [
-        "src/transformers/models/deepseek_vl/modeling_deepseek_vl.py",
         "src/transformers/models/fast_vlm/modeling_fast_vlm.py",
         "src/transformers/models/fast_vlm/modular_fast_vlm.py",
         "src/transformers/models/florence2/modeling_florence2.py",
         "src/transformers/models/fuyu/modeling_fuyu.py",
         "src/transformers/models/glm46v/modeling_glm46v.py",
         "src/transformers/models/got_ocr2/modeling_got_ocr2.py",
-        "src/transformers/models/got_ocr2/modular_got_ocr2.py"
+        "src/transformers/models/got_ocr2/modular_got_ocr2.py",
+        "src/transformers/models/instructblipvideo/modular_instructblipvideo.py"
       ],
       "shared_directories": [
         "src/transformers/models/fast_vlm",
@@ -5818,7 +5836,7 @@
           "left_pr_number": 43446,
           "right_pr_number": 45783,
           "similarity": 0.403,
-          "content_similarity": 0.38,
+          "content_similarity": 0.379,
           "size_similarity": 0.344,
           "breadth_similarity": 0.4,
           "concentration_similarity": 0.909,
@@ -5922,7 +5940,7 @@
         45552
       ],
       "representative_pr_number": 44642,
-      "average_similarity": 0.365,
+      "average_similarity": 0.364,
       "summary": "2 open PRs share weighted file overlap around `src/transformers/utils/auto_docstring.py`; representative PR #44642.",
       "shared_filenames": [
         "src/transformers/utils/auto_docstring.py"
@@ -5936,8 +5954,8 @@
         {
           "left_pr_number": 44642,
           "right_pr_number": 45552,
-          "similarity": 0.365,
-          "content_similarity": 0.271,
+          "similarity": 0.364,
+          "content_similarity": 0.27,
           "size_similarity": 0.167,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -5951,39 +5969,6 @@
           ]
         }
       ]
-    },
-    {
-      "cluster_id": "pr-scope-43826-2",
-      "pr_numbers": [
-        43826,
-        46573
-      ],
-      "representative_pr_number": 43826,
-      "average_similarity": 0.35,
-      "summary": "2 open PRs cluster in `src/transformers/pipelines`, `src/transformers`, `src` with similar change breadth; representative PR #43826.",
-      "shared_filenames": [],
-      "shared_directories": [
-        "src/transformers/pipelines",
-        "src/transformers",
-        "src"
-      ],
-      "pairwise": [
-        {
-          "left_pr_number": 43826,
-          "right_pr_number": 46573,
-          "similarity": 0.35,
-          "content_similarity": 0.071,
-          "size_similarity": 1.0,
-          "breadth_similarity": 1.0,
-          "concentration_similarity": 1.0,
-          "shared_filenames": [],
-          "shared_directories": [
-            "src/transformers/pipelines",
-            "src/transformers",
-            "src"
-          ]
-        }
-      ]
     }
   ]
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