Refresh transformers dataset snapshot 20260522T120016Z

README.md

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 - eval set creation
 
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-      "follow_through_score": "mixed",
-      "breadth_score": "low",
-      "automation_risk_signal": "low",
-      "heuristic_note": "\u2014",
-      "public_orgs": [
-        "sagemath",
-        "google",
-        "google-deepmind",
-        "tensorflow",
-        "google-org"
-      ],
-      "activity": {
-        "visible_authored_pr_count": 9,
-        "merged_pr_count": 5,
-        "closed_unmerged_pr_count": 1,
-        "open_pr_count": 3,
-        "merged_pr_rate": 0.5556,
-        "closed_unmerged_pr_rate": 0.1111,
-        "still_open_pr_rate": 0.3333,
-        "distinct_repos_with_authored_prs": 3,
-        "distinct_repos_with_open_prs": 2
-      },
-      "examples": {
-        "pull_requests": [
-          {
-            "kind": "pull_request",
-            "number": 45815,
-            "title": "Get rid of deprecated use_return_dict call.",
-            "url": "https://github.com/huggingface/transformers/pull/45815",
-            "state": "closed",
-            "merged": true,
-            "draft": false,
-            "created_at": "2026-05-07T01:29:32Z"
-          }
-        ],
-        "issues": []
-      },
-      "fetch_error": null
-    },
     {
       "author_login": "Ratwood98",
       "name": "River Atwood",

new-contributors-report.md

@@ -1,9 +1,9 @@
 # New Contributor Report: huggingface/transformers
 
-- Snapshot: `20260522T060021Z`
-- Generated: `2026-05-22T06:00:53Z`
+- Snapshot: `20260522T120016Z`
+- Generated: `2026-05-22T12:01:26Z`
 - Activity window: `60d`
-- Contributors: `361`
+- Contributors: `363`
 
 ## Summary
 
@@ -31,13 +31,13 @@
 | `IlyasMoutawwakil` | [profile](https://github.com/IlyasMoutawwakil) | no | MEMBER | 2354d | `2025-07-04T08:41:29Z` | 18 | 3 | strong | low | low | — |
 | `hf-security-analysis[bot]` | [profile](https://github.com/hf-security-analysis[bot]) | no | CONTRIBUTOR | ?d | `2026-03-11T15:39:30Z` | 18 | 0 | n/a | n/a | n/a | summary unavailable |
 | `hmellor` | [profile](https://github.com/hmellor) | no | MEMBER | 3592d | `2025-08-14T10:03:14Z` | 17 | 2 | strong | low | low | high recent PR volume; targets high-star repos |
+| `Abdennacer-Badaoui` | [profile](https://github.com/Abdennacer-Badaoui) | no | MEMBER | 1414d | `2026-01-08T18:13:10Z` | 17 | 0 | strong | moderate | low | — |
 | `3outeille` | [profile](https://github.com/3outeille) | no | MEMBER | 2625d | `2025-11-26T16:58:10Z` | 16 | 0 | mixed | low | low | high open PR share; targets high-star repos |
-| `Abdennacer-Badaoui` | [profile](https://github.com/Abdennacer-Badaoui) | no | MEMBER | 1414d | `2026-01-08T18:13:10Z` | 16 | 0 | strong | moderate | low | — |
 | `kashif` | [profile](https://github.com/kashif) | no | MEMBER | 6569d | `2025-09-08T13:05:54Z` | 16 | 0 | mixed | high | low | high recent PR volume; broad repo spread; targets high-star repos |
 | `michaelbenayoun` | [profile](https://github.com/michaelbenayoun) | no | MEMBER | 3365d | `2024-10-24T15:39:49Z` | 15 | 0 | strong | moderate | low | targets high-star repos |
+| `YangKai0616` | [profile](https://github.com/YangKai0616) | no | CONTRIBUTOR | 1497d | `2025-12-24T11:54:53Z` | 15 | 0 | mixed | moderate | low | — |
 | `AI-Safeter` | [profile](https://github.com/AI-Safeter) | no | NONE | 0d | `2026-05-19T04:38:35Z` | 14 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
 | `Sai-Suraj-27` | [profile](https://github.com/Sai-Suraj-27) | no | CONTRIBUTOR | 1745d | `2026-01-23T17:10:04Z` | 14 | 0 | strong | low | low | targets high-star repos |
-| `YangKai0616` | [profile](https://github.com/YangKai0616) | no | CONTRIBUTOR | 1497d | `2025-12-24T11:54:53Z` | 14 | 0 | mixed | moderate | low | — |
 | `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 |
 | `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 |
 | `casinca` | [profile](https://github.com/casinca) | no | CONTRIBUTOR | 2626d | `2025-12-10T12:31:18Z` | 8 | 2 | strong | moderate | low | targets high-star repos |
@@ -47,6 +47,7 @@
 | `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 |
 | `hkc5` | [profile](https://github.com/hkc5) | no | NONE | 973d | `2026-03-19T12:33:00Z` | 7 | 0 | weak | high | medium | high recent PR volume; broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
 | `Qubitium` | [profile](https://github.com/Qubitium) | no | CONTRIBUTOR | 5681d | `2025-10-03T18:23:49Z` | 7 | 0 | strong | moderate | low | extremely high recent PR volume |
+| `albertvillanova` | [profile](https://github.com/albertvillanova) | no | MEMBER | 4257d | `2026-01-17T10:42:01Z` | 6 | 3 | strong | moderate | low | extremely high recent PR volume; targets high-star repos |
 | `kchpp940` | [profile](https://github.com/kchpp940) | no | NONE | 375d | `2026-04-18T01:12:45Z` | 6 | 0 | weak | high | medium | high recent PR volume; broad repo spread; high open PR share; no visible non-self stars; targets high-star repos |
 | `XciD` | [profile](https://github.com/XciD) | no | MEMBER | 4481d | `2026-05-14T05:53:53Z` | 6 | 0 | mixed | high | low | extremely high recent PR volume; broad repo spread |
 | `jamesbraza` | [profile](https://github.com/jamesbraza) | no | CONTRIBUTOR | 4221d | `2026-04-23T00:37:54Z` | 5 | 5 | strong | moderate | low | high recent PR volume |
@@ -69,7 +70,6 @@
 | `rigen1048` | [profile](https://github.com/rigen1048) | no | CONTRIBUTOR | 92d | `2026-04-28T15:23:48Z` | 3 | 0 | weak | moderate | medium | young account; many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `NielsRogge` | [profile](https://github.com/NielsRogge) | no | MEMBER | 2598d | `2022-02-21T10:02:38Z` | 15 | 3 | mixed | moderate | low | high recent PR volume |
 | `LysandreJik` | [profile](https://github.com/LysandreJik) | no | MEMBER | 3177d | `2021-08-30T15:40:15Z` | 6 | 2 | mixed | low | low | targets high-star repos |
-| `albertvillanova` | [profile](https://github.com/albertvillanova) | no | MEMBER | 4257d | `2026-01-17T10:42:01Z` | 5 | 3 | strong | moderate | low | extremely high recent PR volume; targets high-star repos |
 | `juliendenize` | [profile](https://github.com/juliendenize) | no | CONTRIBUTOR | 2852d | `2026-03-13T10:24:11Z` | 5 | 0 | mixed | moderate | low | high recent PR volume; 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 |
 | `KoichiYasuoka` | [profile](https://github.com/KoichiYasuoka) | no | CONTRIBUTOR | 3839d | `2026-01-21T06:14:39Z` | 4 | 3 | weak | low | low | targets high-star repos |
@@ -102,6 +102,7 @@
 | `gabrielspmoreira` | [profile](https://github.com/gabrielspmoreira) | no | FIRST_TIME_CONTRIBUTOR | 5647d | `2026-05-18T23:25:12Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `GitGlimpse895` | [profile](https://github.com/GitGlimpse895) | no | NONE | 5d | `2026-04-12T10:14:58Z` | 2 | 0 | weak | moderate | high | very new account; many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
 | `guarin` | [profile](https://github.com/guarin) | no | MEMBER | 2794d | `2026-05-12T18:20:58Z` | 2 | 0 | strong | low | low | — |
+| `hf-dependantbot-rollout[bot]` | [profile](https://github.com/hf-dependantbot-rollout[bot]) | yes | NONE | ?d | `2026-05-22T09:25:47Z` | 2 | 0 | n/a | n/a | n/a | summary unavailable |
 | `hijingsong` | [profile](https://github.com/hijingsong) | no | FIRST_TIME_CONTRIBUTOR | 24d | `2026-04-11T16:23:48Z` | 2 | 0 | weak | high | medium | very new account; broad repo spread; high open PR share; no visible non-self stars; targets high-star repos |
 | `irfaan101` | [profile](https://github.com/irfaan101) | no | CONTRIBUTOR | 613d | `2026-05-16T11:43:33Z` | 2 | 0 | weak | moderate | low | high open PR share; 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 |
@@ -122,6 +123,7 @@
 | `osman-akkawi` | [profile](https://github.com/osman-akkawi) | no | NONE | 825d | `2026-03-27T17:04:14Z` | 2 | 0 | weak | low | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
 | `poojansatani` | [profile](https://github.com/poojansatani) | no | FIRST_TIME_CONTRIBUTOR | 1048d | `2026-05-16T15:35:41Z` | 2 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `Prachi-kushwaha` | [profile](https://github.com/Prachi-kushwaha) | no | NONE | 1556d | `2026-03-07T22:12:58Z` | 2 | 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` | 2 | 0 | mixed | low | low | — |
 | `rmotgi1227` | [profile](https://github.com/rmotgi1227) | no | NONE | 295d | `2026-05-12T21:21:10Z` | 2 | 0 | mixed | moderate | low | young account; targets high-star repos |
 | `rohanbalsaraf` | [profile](https://github.com/rohanbalsaraf) | no | FIRST_TIME_CONTRIBUTOR | 1145d | `2026-05-20T11:01:54Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `ryota-komatsu` | [profile](https://github.com/ryota-komatsu) | no | CONTRIBUTOR | 1796d | `2026-04-06T18:01:42Z` | 2 | 0 | strong | low | low | no visible non-self stars; targets high-star repos |
@@ -244,6 +246,7 @@
 | `ddreeselogs` | [profile](https://github.com/ddreeselogs) | no | FIRST_TIMER | 42d | `2026-04-20T23:59:40Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; targets high-star repos |
 | `Dhruv908615` | [profile](https://github.com/Dhruv908615) | no | NONE | 300d | `2026-05-03T06:02:43Z` | 1 | 0 | weak | low | low | young account; high open PR share; no visible non-self stars; targets high-star repos |
 | `Dippp10` | [profile](https://github.com/Dippp10) | no | FIRST_TIME_CONTRIBUTOR | ?d | `2026-04-11T14:17:32Z` | 1 | 0 | n/a | n/a | n/a | summary unavailable |
+| `DiwanshuG` | [profile](https://github.com/DiwanshuG) | yes | FIRST_TIME_CONTRIBUTOR | 1279d | `2026-05-22T10:39:02Z` | 1 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `douglas-reid` | [profile](https://github.com/douglas-reid) | no | CONTRIBUTOR | 3526d | `2026-04-02T19:05:35Z` | 1 | 0 | mixed | low | low | targets high-star repos |
 | `duyhv-qualgo` | [profile](https://github.com/duyhv-qualgo) | no | FIRST_TIME_CONTRIBUTOR | 34d | `2026-04-20T05:20:19Z` | 1 | 0 | strong | moderate | low | very new account |
 | `EhteshamSid` | [profile](https://github.com/EhteshamSid) | no | NONE | 1668d | `2026-04-07T18:40:05Z` | 1 | 0 | weak | very high | medium | high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; no visible non-self stars |
@@ -259,7 +262,7 @@
 | `glegendre01` | [profile](https://github.com/glegendre01) | no | MEMBER | 1282d | `2026-04-21T12:37:31Z` | 1 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
 | `GopalGB` | [profile](https://github.com/GopalGB) | no | NONE | 2136d | `2026-04-30T04:04:10Z` | 1 | 0 | weak | very high | high | high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `GuaiZai233` | [profile](https://github.com/GuaiZai233) | no | CONTRIBUTOR | 821d | `2026-04-28T15:36:03Z` | 1 | 0 | strong | low | low | — |
-| `HamzaDogann` | [profile](https://github.com/HamzaDogann) | no | FIRST_TIME_CONTRIBUTOR | 1672d | `2026-05-21T15:32:59Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
+| `HamzaDogann` | [profile](https://github.com/HamzaDogann) | no | NONE | 1672d | `2026-05-21T15:32:59Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `hanouticelina` | [profile](https://github.com/hanouticelina) | no | MEMBER | 2974d | `2026-04-10T11:59:37Z` | 1 | 0 | strong | moderate | low | high recent PR volume |
 | `harryfrzz` | [profile](https://github.com/harryfrzz) | no | FIRST_TIME_CONTRIBUTOR | 735d | `2026-05-09T15:53:39Z` | 1 | 0 | weak | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
 | `HelloAnner` | [profile](https://github.com/HelloAnner) | no | NONE | 1658d | `2026-04-11T06:22:52Z` | 1 | 0 | mixed | low | low | — |
@@ -326,8 +329,7 @@
 | `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 |
 | `Ramshankar07` | [profile](https://github.com/Ramshankar07) | no | FIRST_TIME_CONTRIBUTOR | 1761d | `2026-05-19T19:06:02Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
-| `ranjithchinnanan` | [profile](https://github.com/ranjithchinnanan) | no | FIRST_TIME_CONTRIBUTOR | 1911d | `2026-05-05T12:03:53Z` | 1 | 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` | 1 | 0 | mixed | low | low | — |
+| `ranjithchinnanan` | [profile](https://github.com/ranjithchinnanan) | no | NONE | 1911d | `2026-05-05T12:03:53Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `Ratwood98` | [profile](https://github.com/Ratwood98) | no | CONTRIBUTOR | 1899d | `2026-05-07T23:30:45Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `RobTand` | [profile](https://github.com/RobTand) | no | NONE | 3405d | `2026-05-02T19:12:41Z` | 1 | 0 | weak | moderate | low | many recent closed-unmerged PRs |
 | `rraghavkaushik` | [profile](https://github.com/rraghavkaushik) | no | CONTRIBUTOR | 1057d | `2026-05-06T10:53:47Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
@@ -451,12 +453,12 @@ 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: `2026-05-22T05:59:30Z`
+- repo last seen: `2026-05-22T06:08:02Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **82**
 - snapshot authored PRs/issues: **78 PRs / 4 issues**
-- snapshot discussion activity: **62 comments / 72 reviews / 71 review comments**
+- snapshot discussion activity: **64 comments / 72 reviews / 71 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
@@ -531,7 +533,7 @@ Example artifacts:
 - repo association: **MEMBER**
 - repo primary artifacts: **54**
 - snapshot authored PRs/issues: **52 PRs / 2 issues**
-- snapshot discussion activity: **29 comments / 142 reviews / 242 review comments**
+- snapshot discussion activity: **29 comments / 143 reviews / 243 review comments**
 - account age: **2296 days**
 - recent public PR activity: **30 PRs** (25 merged / 0 closed-unmerged / 5 open; merged rate **83%**, closed-unmerged rate **0%**, open rate **17%**)
 - public orgs: `huggingface`
@@ -575,12 +577,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ARocketknight1)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ARocketknight1)
 - repo first seen: `2023-02-27T14:00:41Z`
-- repo last seen: `2026-05-21T13:42:33Z`
+- repo last seen: `2026-05-22T10:37:42Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **45**
 - snapshot authored PRs/issues: **45 PRs / 0 issues**
-- snapshot discussion activity: **671 comments / 236 reviews / 131 review comments**
+- snapshot discussion activity: **679 comments / 236 reviews / 131 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`
@@ -912,6 +914,29 @@ Example artifacts:
 - [Issue #43522: Weights are not tied when model is loaded onto the `meta` device](https://github.com/huggingface/transformers/issues/43522) — closed
 - [Issue #42738: BERT-like models with RoPE](https://github.com/huggingface/transformers/issues/42738) — open
 
+### `Abdennacer-Badaoui`
+
+- profile: [github.com/Abdennacer-Badaoui](https://github.com/Abdennacer-Badaoui)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AAbdennacer-Badaoui)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AAbdennacer-Badaoui)
+- repo first seen: `2026-01-08T18:13:10Z`
+- repo last seen: `2026-05-22T11:13:04Z`
+- first seen in snapshot: **no**
+- repo association: **MEMBER**
+- repo primary artifacts: **17**
+- snapshot authored PRs/issues: **17 PRs / 0 issues**
+- snapshot discussion activity: **6 comments / 34 reviews / 34 review comments**
+- account age: **1414 days**
+- recent public PR activity: **17 PRs** (16 merged / 0 closed-unmerged / 1 open; merged rate **94%**, closed-unmerged rate **0%**, open rate **6%**)
+- public orgs: `huggingface`, `bitsandbytes-foundation`
+- compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
+- heuristic read: **—**
+
+Example artifacts:
+- [PR #46160: [ROCm] Use AITER as Triton backend for hub attention kernels with no ROCm build ](https://github.com/huggingface/transformers/pull/46160) — open
+- [PR #45913: [CI] AMD docker: bump to ROCm 7.2.2 / PyTorch 2.10 + prebuilt FA wheel](https://github.com/huggingface/transformers/pull/45913) — closed, merged
+- [PR #45675: Fix UnboundLocalError in shard_and_distribute_module for replicated parameters](https://github.com/huggingface/transformers/pull/45675) — closed, merged
+
 ### `3outeille`
 
 - profile: [github.com/3outeille](https://github.com/3outeille)
@@ -935,29 +960,6 @@ Example artifacts:
 - [PR #46102: clean + fix fsdp tied weights](https://github.com/huggingface/transformers/pull/46102) — open
 - [PR #46099: Sequence Parallel injection as a class](https://github.com/huggingface/transformers/pull/46099) — open
 
-### `Abdennacer-Badaoui`
-
-- profile: [github.com/Abdennacer-Badaoui](https://github.com/Abdennacer-Badaoui)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AAbdennacer-Badaoui)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AAbdennacer-Badaoui)
-- repo first seen: `2026-01-08T18:13:10Z`
-- repo last seen: `2026-05-12T08:54:04Z`
-- first seen in snapshot: **no**
-- repo association: **MEMBER**
-- repo primary artifacts: **16**
-- snapshot authored PRs/issues: **16 PRs / 0 issues**
-- snapshot discussion activity: **6 comments / 34 reviews / 34 review comments**
-- account age: **1414 days**
-- recent public PR activity: **17 PRs** (16 merged / 0 closed-unmerged / 1 open; merged rate **94%**, closed-unmerged rate **0%**, open rate **6%**)
-- public orgs: `huggingface`, `bitsandbytes-foundation`
-- compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
-- heuristic read: **—**
-
-Example artifacts:
-- [PR #45913: [CI] AMD docker: bump to ROCm 7.2.2 / PyTorch 2.10 + prebuilt FA wheel](https://github.com/huggingface/transformers/pull/45913) — closed, merged
-- [PR #45675: Fix UnboundLocalError in shard_and_distribute_module for replicated parameters](https://github.com/huggingface/transformers/pull/45675) — closed, merged
-- [PR #45602: [AMD CI] Fix expectations for Gemma3n](https://github.com/huggingface/transformers/pull/45602) — closed, merged
-
 ### `kashif`
 
 - profile: [github.com/kashif](https://github.com/kashif)
@@ -1004,6 +1006,29 @@ Example artifacts:
 - [PR #45363: n-to-1 kernel fusion via `KernelConfig`](https://github.com/huggingface/transformers/pull/45363) — open, draft
 - [PR #45155: Load adapter with TP](https://github.com/huggingface/transformers/pull/45155) — closed, merged
 
+### `YangKai0616`
+
+- profile: [github.com/YangKai0616](https://github.com/YangKai0616)
+- 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: `2026-05-22T09:36:48Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **15**
+- snapshot authored PRs/issues: **15 PRs / 0 issues**
+- snapshot discussion activity: **11 comments / 26 reviews / 26 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
+- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
+- heuristic read: **—**
+
+Example artifacts:
+- [PR #46154: [T5] Support attn_implementation=sdpa dispatch](https://github.com/huggingface/transformers/pull/46154) — open
+- [PR #46135: [Test][Kosmos2.5] Add XPU expectations for integration tests](https://github.com/huggingface/transformers/pull/46135) — open
+- [PR #46073: [CTRL] Support attn_implementation="sdpa" dispatch](https://github.com/huggingface/transformers/pull/46073) — open
+
 ### `AI-Safeter`
 
 - profile: [github.com/AI-Safeter](https://github.com/AI-Safeter)
@@ -1050,29 +1075,6 @@ Example artifacts:
 - [PR #45053: Fix failing `XCLIPModelIntegrationTest`](https://github.com/huggingface/transformers/pull/45053) — closed
 - [PR #45048: Fix failing `SmolLM3IntegrationTest`](https://github.com/huggingface/transformers/pull/45048) — closed, merged
 
-### `YangKai0616`
-
-- profile: [github.com/YangKai0616](https://github.com/YangKai0616)
-- 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: `2026-05-21T06:24:52Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **14**
-- snapshot authored PRs/issues: **14 PRs / 0 issues**
-- snapshot discussion activity: **10 comments / 26 reviews / 26 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
-- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
-- heuristic read: **—**
-
-Example artifacts:
-- [PR #46135: [Test][Kosmos2.5] Add XPU expectations for integration tests](https://github.com/huggingface/transformers/pull/46135) — open
-- [PR #46073: [CTRL] Support attn_implementation="sdpa" dispatch](https://github.com/huggingface/transformers/pull/46073) — open
-- [PR #46069: [ShieldGemma2] Support attn_implementation dispatch](https://github.com/huggingface/transformers/pull/46069) — open
-
 ### `AmineDiro`
 
 - profile: [github.com/AmineDiro](https://github.com/AmineDiro)
@@ -1283,6 +1285,32 @@ Example artifacts:
 - [PR #45202: Fix gemma4 has flash-attention incompatbile head-dim=512](https://github.com/huggingface/transformers/pull/45202) — open
 - [PR #45157: [WIP] PrismML Bonsai model support](https://github.com/huggingface/transformers/pull/45157) — open, draft
 
+### `albertvillanova`
+
+- profile: [github.com/albertvillanova](https://github.com/albertvillanova)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aalbertvillanova)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aalbertvillanova)
+- repo first seen: `2026-01-17T10:42:01Z`
+- repo last seen: `2026-05-22T08:47:17Z`
+- first seen in snapshot: **no**
+- repo association: **MEMBER**
+- repo primary artifacts: **9**
+- snapshot authored PRs/issues: **6 PRs / 3 issues**
+- snapshot discussion activity: **23 comments / 12 reviews / 8 review comments**
+- account age: **4257 days**
+- recent public PR activity: **157 PRs** (143 merged / 10 closed-unmerged / 4 open; merged rate **91%**, closed-unmerged rate **6%**, open rate **3%**)
+- public orgs: `huggingface`, `aiinnova`, `bigscience-workshop`
+- compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
+- heuristic read: **extremely high recent PR volume; targets high-star repos**
+
+Example artifacts:
+- [PR #46155: Update dev version](https://github.com/huggingface/transformers/pull/46155) — open
+- [PR #45164: Fix TypeError: 'NoneType' object is not iterable in GenerationMixin.generate](https://github.com/huggingface/transformers/pull/45164) — closed, merged
+- [PR #45050: Fix NaN weights on non-rank-0 FSDP processes](https://github.com/huggingface/transformers/pull/45050) — closed, merged
+- [Issue #45137: IndexError: pop from an empty deque with DeepSpeed ZeRO3](https://github.com/huggingface/transformers/issues/45137) — closed
+- [Issue #44273: Lazy loading is not working properly](https://github.com/huggingface/transformers/issues/44273) — open
+- [Issue #43334: Qwen3-VL can't be loaded in transformers dev: AttributeError: 'Qwen3VLTextConfig' object has no attribute 'pad_token_id'](https://github.com/huggingface/transformers/issues/43334) — closed
+
 ### `kchpp940`
 
 - profile: [github.com/kchpp940](https://github.com/kchpp940)
@@ -1800,32 +1828,6 @@ Example artifacts:
 - [Issue #43489: Transformers' version 5 is out!](https://github.com/huggingface/transformers/issues/43489) — closed
 - [Issue #40822: Welcome v5](https://github.com/huggingface/transformers/issues/40822) — closed
 
-### `albertvillanova`
-
-- profile: [github.com/albertvillanova](https://github.com/albertvillanova)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aalbertvillanova)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aalbertvillanova)
-- repo first seen: `2026-01-17T10:42:01Z`
-- repo last seen: `2026-05-18T12:30:25Z`
-- first seen in snapshot: **no**
-- repo association: **MEMBER**
-- repo primary artifacts: **8**
-- snapshot authored PRs/issues: **5 PRs / 3 issues**
-- snapshot discussion activity: **23 comments / 12 reviews / 8 review comments**
-- account age: **4257 days**
-- recent public PR activity: **157 PRs** (143 merged / 10 closed-unmerged / 4 open; merged rate **91%**, closed-unmerged rate **6%**, open rate **3%**)
-- public orgs: `huggingface`, `aiinnova`, `bigscience-workshop`
-- compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
-- heuristic read: **extremely high recent PR volume; targets high-star repos**
-
-Example artifacts:
-- [PR #45164: Fix TypeError: 'NoneType' object is not iterable in GenerationMixin.generate](https://github.com/huggingface/transformers/pull/45164) — closed, merged
-- [PR #45050: Fix NaN weights on non-rank-0 FSDP processes](https://github.com/huggingface/transformers/pull/45050) — closed, merged
-- [PR #44256: Fix CLI NameError: name 'TypeAdapter' is not defined](https://github.com/huggingface/transformers/pull/44256) — closed, merged
-- [Issue #45137: IndexError: pop from an empty deque with DeepSpeed ZeRO3](https://github.com/huggingface/transformers/issues/45137) — closed
-- [Issue #44273: Lazy loading is not working properly](https://github.com/huggingface/transformers/issues/44273) — open
-- [Issue #43334: Qwen3-VL can't be loaded in transformers dev: AttributeError: 'Qwen3VLTextConfig' object has no attribute 'pad_token_id'](https://github.com/huggingface/transformers/issues/43334) — closed
-
 ### `juliendenize`
 
 - profile: [github.com/juliendenize](https://github.com/juliendenize)
@@ -2535,12 +2537,12 @@ 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: `2026-05-21T17:08:36Z`
+- repo last seen: `2026-05-22T09:45:06Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **2 PRs / 0 issues**
-- snapshot discussion activity: **3 comments / 24 reviews / 24 review comments**
+- snapshot discussion activity: **3 comments / 25 reviews / 25 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`
@@ -2551,6 +2553,29 @@ Example artifacts:
 - [PR #46137: Update self-comment-ci](https://github.com/huggingface/transformers/pull/46137) — closed, merged
 - [PR #45919: Add Sapiens2 Model](https://github.com/huggingface/transformers/pull/45919) — open
 
+### `hf-dependantbot-rollout[bot]`
+
+- profile: [github.com/hf-dependantbot-rollout[bot]](https://github.com/hf-dependantbot-rollout[bot])
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ahf-dependantbot-rollout%5Bbot%5D)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ahf-dependantbot-rollout%5Bbot%5D)
+- repo first seen: `2026-05-22T09:25:47Z`
+- repo last seen: `2026-05-22T10:13:42Z`
+- first seen in snapshot: **yes**
+- repo association: **NONE**
+- repo primary artifacts: **2**
+- snapshot authored PRs/issues: **2 PRs / 0 issues**
+- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
+- account age: **? days**
+- recent public PR activity: **? PRs** (? merged / ? closed-unmerged / ? open; merged rate **n/a**, closed-unmerged rate **n/a**, open rate **n/a**)
+- public orgs: none visible
+- compact scores: follow-through **n/a**, breadth **n/a**, automation risk **n/a**
+- heuristic read: **summary unavailable**
+- enrichment fetch error: `[{"type": "NOT_FOUND", "path": ["user"], "locations": [{"line": 13, "column": 3}], "message": "Could not resolve to a User with the login of 'hf-dependantbot-rollout[bot]'."}]`
+
+Example artifacts:
+- [PR #46157: chore: enable Dependabot weekly GitHub Actions bumps](https://github.com/huggingface/transformers/pull/46157) — open
+- [PR #46156: chore: enable Dependabot weekly GitHub Actions bumps](https://github.com/huggingface/transformers/pull/46156) — closed
+
 ### `hijingsong`
 
 - profile: [github.com/hijingsong](https://github.com/hijingsong)
@@ -2991,6 +3016,28 @@ Example artifacts:
 - [PR #45837: WIP: fix(deepseek_v4) correct CSA per-query block mask and causal top-k guard in eager attention](https://github.com/huggingface/transformers/pull/45837) — closed, draft
 - [PR #45747: Fix split batch size](https://github.com/huggingface/transformers/pull/45747) — closed
 
+### `rasmi`
+
+- profile: [github.com/rasmi](https://github.com/rasmi)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Arasmi)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Arasmi)
+- repo first seen: `2026-05-07T01:29:32Z`
+- repo last seen: `2026-05-22T07:10:53Z`
+- 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: **4994 days**
+- recent public PR activity: **9 PRs** (5 merged / 1 closed-unmerged / 3 open; merged rate **56%**, closed-unmerged rate **11%**, open rate **33%**)
+- public orgs: `sagemath`, `google`, `google-deepmind`, `tensorflow`, `google-org`
+- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
+- heuristic read: **—**
+
+Example artifacts:
+- [PR #46152: Use importlib.resources for self-source reads](https://github.com/huggingface/transformers/pull/46152) — open
+- [PR #45815: Get rid of deprecated use_return_dict call.](https://github.com/huggingface/transformers/pull/45815) — closed, merged
+
 ### `rmotgi1227`
 
 - profile: [github.com/rmotgi1227](https://github.com/rmotgi1227)
@@ -5655,6 +5702,27 @@ Example artifacts:
 Example artifacts:
 - [PR #45377: Enhance README documentation](https://github.com/huggingface/transformers/pull/45377) — open
 
+### `DiwanshuG`
+
+- profile: [github.com/DiwanshuG](https://github.com/DiwanshuG)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ADiwanshuG)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ADiwanshuG)
+- repo first seen: `2026-05-22T10:39:02Z`
+- repo last seen: `2026-05-22T10:39:02Z`
+- 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: **1279 days**
+- recent public PR activity: **2 PRs** (0 merged / 1 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **50%**, open rate **50%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
+- heuristic read: **many recent closed-unmerged PRs; high open PR share; targets high-star repos**
+
+Example artifacts:
+- [PR #46158: Add beginner-friendly RAG example](https://github.com/huggingface/transformers/pull/46158) — open
+
 ### `douglas-reid`
 
 - profile: [github.com/douglas-reid](https://github.com/douglas-reid)
@@ -5978,7 +6046,7 @@ Example artifacts:
 - repo first seen: `2026-05-21T15:32:59Z`
 - repo last seen: `2026-05-21T20:47:37Z`
 - 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: **2 comments / 0 reviews / 0 review comments**
@@ -5989,7 +6057,7 @@ Example artifacts:
 - heuristic read: **high open PR share; targets high-star repos**
 
 Example artifacts:
-- [PR #46147: Use attention interface in RoFormerSelfAttention](https://github.com/huggingface/transformers/pull/46147) — open
+- [PR #46147: Use attention interface in RoFormerSelfAttention](https://github.com/huggingface/transformers/pull/46147) — closed
 
 ### `hanouticelina`
 
@@ -7385,7 +7453,7 @@ Example artifacts:
 - repo first seen: `2026-05-05T12:03:53Z`
 - repo last seen: `2026-05-05T12:03:53Z`
 - 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**
@@ -7396,28 +7464,7 @@ Example artifacts:
 - heuristic read: **high open PR share; targets high-star repos**
 
 Example artifacts:
-- [PR #45784: fix: remove upper bound on tokenizers version constraint](https://github.com/huggingface/transformers/pull/45784) — open
-
-### `rasmi`
-
-- profile: [github.com/rasmi](https://github.com/rasmi)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Arasmi)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Arasmi)
-- repo first seen: `2026-05-07T01:29:32Z`
-- repo last seen: `2026-05-07T01:29:32Z`
-- 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: **4994 days**
-- recent public PR activity: **9 PRs** (5 merged / 1 closed-unmerged / 3 open; merged rate **56%**, closed-unmerged rate **11%**, open rate **33%**)
-- public orgs: `sagemath`, `google`, `google-deepmind`, `tensorflow`, `google-org`
-- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
-- heuristic read: **—**
-
-Example artifacts:
-- [PR #45815: Get rid of deprecated use_return_dict call.](https://github.com/huggingface/transformers/pull/45815) — closed, merged
+- [PR #45784: fix: remove upper bound on tokenizers version constraint](https://github.com/huggingface/transformers/pull/45784) — closed
 
 ### `Ratwood98`
 

new_contributors.parquet

@@ -1,3 +1,3 @@
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-size 63745
+oid sha256:50935884aead19409477427f80429e47f98fc2e84490d6ede7ab074303c6f33d
+size 64284

pr-scope-clusters.json

@@ -1,8 +1,8 @@
 {
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-  "generated_at": "2026-05-22T06:00:52Z",
-  "cluster_count": 54,
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+  "generated_at": "2026-05-22T12:01:22Z",
+  "cluster_count": 55,
   "pr_scope_clusters": [
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@@ -50,7 +50,7 @@
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           "similarity": 0.622,
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@@ -98,7 +98,7 @@
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@@ -114,7 +114,7 @@
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@@ -145,7 +145,7 @@
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@@ -161,7 +161,7 @@
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@@ -257,8 +257,8 @@
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@@ -354,7 +354,7 @@
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@@ -559,11 +559,11 @@
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@@ -625,8 +625,8 @@
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@@ -642,7 +642,7 @@
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           "breadth_similarity": 1.0,
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@@ -657,8 +657,8 @@
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@@ -1659,8 +1659,8 @@
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@@ -1898,7 +1898,7 @@
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-      "summary": "4 open PRs share weighted file overlap around `src/transformers/modeling_flash_attention_utils.py`; representative PR #43549.",
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         {
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@@ -2160,6 +2043,123 @@
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+        43549,
+        44547,
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+      "representative_pr_number": 43549,
+      "average_similarity": 0.534,
+      "summary": "4 open PRs share weighted file overlap around `src/transformers/modeling_flash_attention_utils.py`; representative PR #43549.",
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+        "src/transformers/modeling_flash_attention_utils.py"
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+          "content_similarity": 0.993,
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+          "shared_filenames": [
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+        {
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+        {
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+          "size_similarity": 1.0,
+          "breadth_similarity": 1.0,
+          "concentration_similarity": 1.0,
+          "shared_filenames": [
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+          "size_similarity": 0.16,
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+          "shared_filenames": [
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+          "shared_directories": [
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+        },
+        {
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+          "right_pr_number": 44547,
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+          "size_similarity": 0.267,
+          "breadth_similarity": 1.0,
+          "concentration_similarity": 1.0,
+          "shared_filenames": [
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+          "shared_directories": [
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+        },
+        {
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+          "content_similarity": 0.312,
+          "size_similarity": 0.16,
+          "breadth_similarity": 1.0,
+          "concentration_similarity": 1.0,
+          "shared_filenames": [
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+          "shared_directories": [
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+            "src"
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+    },
     {
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@@ -2169,7 +2169,7 @@
         46116
       ],
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+      "average_similarity": 0.418,
       "summary": "4 open PRs share weighted file overlap around `src/transformers/modeling_utils.py`; representative PR #45649.",
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@@ -2182,8 +2182,8 @@
         {
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@@ -2198,8 +2198,8 @@
         {
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@@ -2214,8 +2214,8 @@
         {
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@@ -2230,8 +2230,8 @@
         {
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           "concentration_similarity": 1.0,
@@ -2246,8 +2246,8 @@
         {
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@@ -2262,8 +2262,8 @@
         {
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@@ -2286,7 +2286,7 @@
         46125
       ],
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+      "average_similarity": 0.404,
       "summary": "4 open PRs share weighted file overlap around `src/transformers/utils/import_utils.py`; representative PR #44615.",
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         "src/transformers/utils/import_utils.py"
@@ -2300,8 +2300,8 @@
         {
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@@ -2317,8 +2317,8 @@
         {
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@@ -2334,8 +2334,8 @@
         {
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           "breadth_similarity": 0.667,
           "concentration_similarity": 1.0,
@@ -2368,8 +2368,8 @@
         {
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-          "similarity": 0.358,
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           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -2385,7 +2385,7 @@
         {
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-          "similarity": 0.309,
+          "similarity": 0.308,
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           "size_similarity": 0.154,
           "breadth_similarity": 0.667,
@@ -2410,7 +2410,7 @@
         46141
       ],
       "representative_pr_number": 46126,
-      "average_similarity": 0.399,
+      "average_similarity": 0.4,
       "summary": "4 open PRs share weighted file overlap around `src/transformers/distributed/utils.py`, `src/transformers/distributed/tensor_parallel.py`; representative PR #46126.",
       "shared_filenames": [
         "src/transformers/distributed/utils.py",
@@ -2509,7 +2509,7 @@
           "left_pr_number": 46104,
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           "similarity": 0.205,
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+          "content_similarity": 0.102,
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@@ -2531,7 +2531,7 @@
         46106
       ],
       "representative_pr_number": 44550,
-      "average_similarity": 0.357,
+      "average_similarity": 0.356,
       "summary": "4 open PRs cluster in `docs/source/en`, `docs/source`, `docs` with similar change breadth; representative PR #44550.",
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       "shared_directories": [
@@ -2544,7 +2544,7 @@
         {
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           "breadth_similarity": 1.0,
@@ -2561,7 +2561,7 @@
           "left_pr_number": 44407,
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@@ -2576,7 +2576,7 @@
           "left_pr_number": 44550,
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@@ -2591,7 +2591,7 @@
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