Refresh transformers dataset snapshot 20260619T000023Z

README.md

@@ -75,7 +75,7 @@ Use:
 - eval set creation
 
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+      "public_orgs": [],
+      "activity": {
+        "visible_authored_pr_count": 5,
+        "merged_pr_count": 1,
+        "closed_unmerged_pr_count": 1,
+        "open_pr_count": 3,
+        "merged_pr_rate": 0.2,
+        "closed_unmerged_pr_rate": 0.2,
+        "still_open_pr_rate": 0.6,
+        "distinct_repos_with_authored_prs": 3,
+        "distinct_repos_with_open_prs": 3
+      },
+      "examples": {
+        "pull_requests": [
+          {
+            "kind": "pull_request",
+            "number": 46757,
+            "title": "Fix q_offset tensor causing wrong flex attention mask shape",
+            "url": "https://github.com/huggingface/transformers/pull/46757",
+            "state": "open",
+            "merged": false,
+            "draft": false,
+            "created_at": "2026-06-18T22:40:41Z"
+          }
+        ],
+        "issues": []
+      },
+      "fetch_error": null
+    },
     {
       "author_login": "abhiprd200",
       "name": "Abhimanyu Prasad",
@@ -24066,63 +24325,6 @@
       },
       "fetch_error": null
     },
-    {
-      "author_login": "yuvrajsharma9981",
-      "name": "Yuvraj Sharma",
-      "profile_url": "https://github.com/yuvrajsharma9981",
-      "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ayuvrajsharma9981",
-      "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ayuvrajsharma9981",
-      "repo_first_seen_at": "2026-05-21T22:27:49Z",
-      "repo_last_seen_at": "2026-05-21T22:27:49Z",
-      "repo_primary_artifact_count": 1,
-      "repo_artifact_count": 1,
-      "snapshot_issue_count": 0,
-      "snapshot_pr_count": 1,
-      "snapshot_comment_count": 0,
-      "snapshot_review_count": 0,
-      "snapshot_review_comment_count": 0,
-      "repo_association": "FIRST_TIME_CONTRIBUTOR",
-      "new_to_repo": false,
-      "first_seen_in_snapshot": false,
-      "known_via_prior_merged_pr": false,
-      "report_reason": null,
-      "enrichment_source": "previous_report",
-      "live_refetch_skipped": true,
-      "account_age_days": 3814,
-      "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": {
-        "visible_authored_pr_count": 1,
-        "merged_pr_count": 0,
-        "closed_unmerged_pr_count": 0,
-        "open_pr_count": 1,
-        "merged_pr_rate": 0.0,
-        "closed_unmerged_pr_rate": 0.0,
-        "still_open_pr_rate": 1.0,
-        "distinct_repos_with_authored_prs": 1,
-        "distinct_repos_with_open_prs": 1
-      },
-      "examples": {
-        "pull_requests": [
-          {
-            "kind": "pull_request",
-            "number": 46148,
-            "title": "[Qwen3Next] preserve linear-attn-mask optimization under torch.compile/export",
-            "url": "https://github.com/huggingface/transformers/pull/46148",
-            "state": "open",
-            "merged": false,
-            "draft": false,
-            "created_at": "2026-05-21T22:27:49Z"
-          }
-        ],
-        "issues": []
-      },
-      "fetch_error": null
-    },
     {
       "author_login": "ZappD0S",
       "name": "Gianluca Zappavigna",

new-contributors-report.md

@@ -1,9 +1,9 @@
 # New Contributor Report: huggingface/transformers
 
-- Snapshot: `20260618T180024Z`
-- Generated: `2026-06-18T18:03:57Z`
+- Snapshot: `20260619T000023Z`
+- Generated: `2026-06-19T00:01:15Z`
 - Activity window: `60d`
-- Contributors: `356`
+- Contributors: `359`
 
 ## Summary
 
@@ -16,7 +16,7 @@
 | `zucchini-nlp` | [profile](https://github.com/zucchini-nlp) | no | MEMBER | 1508d | `2024-09-26T09:23:39Z` | 91 | 0 | mixed | moderate | low | high recent PR volume; targets high-star repos |
 | `ArthurZucker` | [profile](https://github.com/ArthurZucker) | no | MEMBER | 2590d | `2023-02-24T14:13:29Z` | 69 | 3 | mixed | moderate | low | high recent PR volume; targets high-star repos |
 | `stevhliu` | [profile](https://github.com/stevhliu) | no | MEMBER | 2296d | `2024-02-08T22:19:09Z` | 67 | 2 | strong | low | low | high recent PR volume; no visible non-self stars; targets high-star repos |
-| `vasqu` | [profile](https://github.com/vasqu) | no | MEMBER | 1991d | `2025-08-26T12:13:50Z` | 52 | 2 | mixed | low | low | targets high-star repos |
+| `vasqu` | [profile](https://github.com/vasqu) | no | MEMBER | 1991d | `2025-08-26T12:13:50Z` | 54 | 2 | mixed | low | low | targets high-star repos |
 | `SunMarc` | [profile](https://github.com/SunMarc) | no | MEMBER | 2360d | `2024-09-02T13:41:47Z` | 49 | 2 | strong | moderate | low | high recent PR volume; targets high-star repos |
 | `Rocketknight1` | [profile](https://github.com/Rocketknight1) | no | MEMBER | 3961d | `2023-02-27T14:00:41Z` | 46 | 0 | strong | low | low | targets high-star repos |
 | `remi-or` | [profile](https://github.com/remi-or) | no | MEMBER | 1813d | `2025-09-11T21:27:59Z` | 43 | 1 | strong | low | low | targets high-star repos |
@@ -34,7 +34,7 @@
 | `kashif` | [profile](https://github.com/kashif) | no | MEMBER | 6569d | `2025-09-08T13:05:54Z` | 20 | 0 | mixed | high | low | high recent PR volume; broad repo spread; targets high-star repos |
 | `YangKai0616` | [profile](https://github.com/YangKai0616) | no | CONTRIBUTOR | 1497d | `2025-12-24T11:54:53Z` | 20 | 0 | mixed | moderate | low | — |
 | `Abdennacer-Badaoui` | [profile](https://github.com/Abdennacer-Badaoui) | no | MEMBER | 1414d | `2026-01-08T18:13:10Z` | 19 | 0 | strong | moderate | low | — |
-| `michaelbenayoun` | [profile](https://github.com/michaelbenayoun) | no | MEMBER | 3365d | `2024-10-24T15:39:49Z` | 17 | 0 | strong | moderate | low | targets high-star repos |
+| `michaelbenayoun` | [profile](https://github.com/michaelbenayoun) | no | MEMBER | 3365d | `2024-10-24T15:39:49Z` | 18 | 0 | strong | moderate | low | targets high-star repos |
 | `LinZiyuu` | [profile](https://github.com/LinZiyuu) | no | CONTRIBUTOR | 1483d | `2026-05-13T14:52:41Z` | 15 | 1 | weak | moderate | low | high open PR share |
 | `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 |
 | `Rohan5commit` | [profile](https://github.com/Rohan5commit) | no | FIRST_TIME_CONTRIBUTOR | 636d | `2026-06-12T06:11:19Z` | 13 | 0 | mixed | very high | medium | extremely high recent PR volume; very broad repo spread; no visible non-self stars |
@@ -124,6 +124,7 @@
 | `nileshpatil6` | [profile](https://github.com/nileshpatil6) | no | CONTRIBUTOR | 1148d | `2026-05-16T14:53:41Z` | 2 | 0 | weak | high | medium | high recent PR volume; broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
 | `otjdiepluong` | [profile](https://github.com/otjdiepluong) | no | NONE | 32d | `2026-05-14T03:52:29Z` | 2 | 0 | weak | high | medium | very new account; high recent PR volume; broad repo spread; high open PR share; 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 |
+| `primordialomegazero` | [profile](https://github.com/primordialomegazero) | yes | FIRST_TIME_CONTRIBUTOR | 98d | `2026-06-18T22:40:42Z` | 2 | 0 | weak | moderate | medium | young account; many recent closed-unmerged PRs; targets high-star repos |
 | `ranjithchinnanan` | [profile](https://github.com/ranjithchinnanan) | no | FIRST_TIME_CONTRIBUTOR | 1911d | `2026-05-05T12:03:53Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `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 |
@@ -132,6 +133,7 @@
 | `Snakinya` | [profile](https://github.com/Snakinya) | no | NONE | 2115d | `2026-06-08T10:08:10Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `tengomucho` | [profile](https://github.com/tengomucho) | no | MEMBER | 4442d | `2026-04-29T09:26:52Z` | 2 | 0 | mixed | low | low | — |
 | `voodoovampire` | [profile](https://github.com/voodoovampire) | no | FIRST_TIME_CONTRIBUTOR | 512d | `2026-04-25T19:30:01Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
+| `yuvrajsharma9981` | [profile](https://github.com/yuvrajsharma9981) | no | FIRST_TIME_CONTRIBUTOR | 3814d | `2026-05-21T22:27:49Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `cyyever` | [profile](https://github.com/cyyever) | no | CONTRIBUTOR | 3752d | `2025-08-10T08:43:09Z` | 28 | 0 | weak | moderate | medium | extremely high recent PR volume; many recent closed-unmerged PRs; targets high-star repos |
 | `omkar-334` | [profile](https://github.com/omkar-334) | no | CONTRIBUTOR | 2888d | `2025-12-12T17:57:18Z` | 15 | 0 | mixed | high | low | high recent PR volume; broad repo spread |
 | `ebezzam` | [profile](https://github.com/ebezzam) | no | MEMBER | 4714d | `2025-07-25T12:59:52Z` | 10 | 0 | mixed | low | low | high open PR share |
@@ -188,6 +190,7 @@
 | `nunq` | [profile](https://github.com/nunq) | no | CONTRIBUTOR | 2694d | `2026-05-08T00:29:00Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
 | `Reigenleif` | [profile](https://github.com/Reigenleif) | no | NONE | 1631d | `2026-06-06T14:24:41Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
 | `ronansgd` | [profile](https://github.com/ronansgd) | no | FIRST_TIME_CONTRIBUTOR | 2195d | `2026-04-22T08:50:02Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
+| `sharmax-vikas` | [profile](https://github.com/sharmax-vikas) | yes | FIRST_TIME_CONTRIBUTOR | 702d | `2026-06-18T18:50:23Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
 | `shubhammr21` | [profile](https://github.com/shubhammr21) | no | FIRST_TIME_CONTRIBUTOR | 4155d | `2026-05-22T10:45:10Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
 | `sisaman` | [profile](https://github.com/sisaman) | no | CONTRIBUTOR | 4905d | `2026-06-17T15:54:08Z` | 1 | 1 | mixed | low | low | high open PR share; targets high-star repos |
 | `0Sh1khar` | [profile](https://github.com/0Sh1khar) | no | NONE | 660d | `2026-05-18T14:31:57Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
@@ -195,6 +198,7 @@
 | `aaronmjz` | [profile](https://github.com/aaronmjz) | no | FIRST_TIMER | 1072d | `2026-05-10T17:17:58Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `abcd1927` | [profile](https://github.com/abcd1927) | no | CONTRIBUTOR | 2561d | `2026-05-18T08:06:44Z` | 1 | 0 | strong | low | low | targets high-star repos |
 | `Abdeltoto` | [profile](https://github.com/Abdeltoto) | no | NONE | 265d | `2026-04-22T02:56:43Z` | 1 | 0 | weak | very high | medium | young account; high recent PR volume; very broad repo spread; high open PR share |
+| `abderahmane-ai` | [profile](https://github.com/abderahmane-ai) | yes | FIRST_TIME_CONTRIBUTOR | 294d | `2026-06-18T22:40:41Z` | 1 | 0 | weak | low | low | young account; high open PR share; targets high-star repos |
 | `abhiprd200` | [profile](https://github.com/abhiprd200) | no | FIRST_TIMER | 42d | `2026-04-24T18:01:06Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
 | `adhavan18` | [profile](https://github.com/adhavan18) | no | NONE | 1585d | `2026-06-15T11:44:11Z` | 1 | 0 | weak | high | low | broad repo spread; high open PR share; targets high-star repos |
 | `Aditya-ad48` | [profile](https://github.com/Aditya-ad48) | no | FIRST_TIME_CONTRIBUTOR | 705d | `2026-05-24T09:20:39Z` | 1 | 0 | weak | moderate | low | high open PR share |
@@ -362,7 +366,6 @@
 | `Yooniel` | [profile](https://github.com/Yooniel) | no | CONTRIBUTOR | 2080d | `2026-05-21T15:59:30Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `YousefZahran1` | [profile](https://github.com/YousefZahran1) | no | NONE | 870d | `2026-05-07T16:00:57Z` | 1 | 0 | weak | moderate | low | high open PR share |
 | `yuekaizhang` | [profile](https://github.com/yuekaizhang) | no | CONTRIBUTOR | 3305d | `2026-06-08T05:30:02Z` | 1 | 0 | mixed | moderate | low | high open PR share |
-| `yuvrajsharma9981` | [profile](https://github.com/yuvrajsharma9981) | no | FIRST_TIME_CONTRIBUTOR | 3814d | `2026-05-21T22:27:49Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `ZappD0S` | [profile](https://github.com/ZappD0S) | no | FIRST_TIMER | 4066d | `2026-05-19T19:36:52Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `zeoses` | [profile](https://github.com/zeoses) | no | CONTRIBUTOR | 3843d | `2026-04-27T20:58:17Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 
@@ -546,12 +549,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Avasqu)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Avasqu)
 - repo first seen: `2025-08-26T12:13:50Z`
-- repo last seen: `2026-06-18T17:50:03Z`
+- repo last seen: `2026-06-18T20:46:29Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
-- repo primary artifacts: **54**
-- snapshot authored PRs/issues: **52 PRs / 2 issues**
-- snapshot discussion activity: **680 comments / 1243 reviews / 4934 review comments**
+- repo primary artifacts: **56**
+- snapshot authored PRs/issues: **54 PRs / 2 issues**
+- snapshot discussion activity: **681 comments / 1248 reviews / 4965 review comments**
 - account age: **1991 days**
 - recent public PR activity: **21 PRs** (12 merged / 3 closed-unmerged / 6 open; merged rate **57%**, closed-unmerged rate **14%**, open rate **29%**)
 - public orgs: none visible
@@ -559,9 +562,9 @@ Example artifacts:
 - heuristic read: **targets high-star repos**
 
 Example artifacts:
+- [PR #46755: [`Kernels`] Trigger proper kernelization on `use_kernels=True`](https://github.com/huggingface/transformers/pull/46755) — open
+- [PR #46751: [`CI`] Fix some failures introduced by myself :grimacing: ](https://github.com/huggingface/transformers/pull/46751) — open
 - [PR #46729: [`CB`] Add FA2 to the fast path](https://github.com/huggingface/transformers/pull/46729) — open
-- [PR #46720: [`Templates`] Update members](https://github.com/huggingface/transformers/pull/46720) — closed, merged
-- [PR #46695: [`Blip2`] Fix cross attention reshape](https://github.com/huggingface/transformers/pull/46695) — closed, merged
 - [Issue #46245: [`Layer Types`] Split keys across MLP and Attentions](https://github.com/huggingface/transformers/issues/46245) — open
 - [Issue #40827: [`Cache`] Proper support for Linear Attention (related) caches](https://github.com/huggingface/transformers/issues/40827) — closed
 
@@ -982,11 +985,11 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Amichaelbenayoun)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Amichaelbenayoun)
 - repo first seen: `2024-10-24T15:39:49Z`
-- repo last seen: `2026-06-17T20:06:23Z`
+- repo last seen: `2026-06-18T19:08:17Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
-- repo primary artifacts: **17**
-- snapshot authored PRs/issues: **17 PRs / 0 issues**
+- repo primary artifacts: **18**
+- snapshot authored PRs/issues: **18 PRs / 0 issues**
 - snapshot discussion activity: **7 comments / 14 reviews / 18 review comments**
 - account age: **3365 days**
 - recent public PR activity: **21 PRs** (18 merged / 0 closed-unmerged / 3 open; merged rate **86%**, closed-unmerged rate **0%**, open rate **14%**)
@@ -995,9 +998,9 @@ Example artifacts:
 - heuristic read: **targets high-star repos**
 
 Example artifacts:
-- [PR #46520: Kernelize refactor](https://github.com/huggingface/transformers/pull/46520) — open
+- [PR #46754: Documentation for the kernel API](https://github.com/huggingface/transformers/pull/46754) — open
+- [PR #46520: Kernelize refactor](https://github.com/huggingface/transformers/pull/46520) — closed, merged
 - [PR #46339: Extended & simplified n-to-1 kernel fusion via KernelConfig](https://github.com/huggingface/transformers/pull/46339) — closed, merged
-- [PR #45666: Extended n-to-1 kernel fusion via `KernelConfig` ](https://github.com/huggingface/transformers/pull/45666) — open
 
 ### `LinZiyuu`
 
@@ -3044,6 +3047,28 @@ Example artifacts:
 - [PR #46040: fix: prevent OOM/hang in smart_resize for large images](https://github.com/huggingface/transformers/pull/46040) — closed
 - [PR #46007: docs: fix OOM/hang for Qwen dynamic resolution models by setting min_pixels and max_pixels](https://github.com/huggingface/transformers/pull/46007) — open
 
+### `primordialomegazero`
+
+- profile: [github.com/primordialomegazero](https://github.com/primordialomegazero)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aprimordialomegazero)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aprimordialomegazero)
+- repo first seen: `2026-06-18T22:40:42Z`
+- repo last seen: `2026-06-18T23:30:34Z`
+- first seen in snapshot: **yes**
+- repo association: **FIRST_TIME_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: **98 days**
+- recent public PR activity: **13 PRs** (0 merged / 9 closed-unmerged / 4 open; merged rate **0%**, closed-unmerged rate **69%**, open rate **31%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **moderate**, automation risk **medium**
+- heuristic read: **young account; many recent closed-unmerged PRs; targets high-star repos**
+
+Example artifacts:
+- [PR #46760: Add PhiRecursiveGenerator with golden ratio optimization](https://github.com/huggingface/transformers/pull/46760) — open
+- [PR #46758: Add recursive self-improving generation with golden ratio optimization](https://github.com/huggingface/transformers/pull/46758) — closed
+
 ### `ranjithchinnanan`
 
 - profile: [github.com/ranjithchinnanan](https://github.com/ranjithchinnanan)
@@ -3220,6 +3245,28 @@ Example artifacts:
 - [PR #45737: Add regression test for MusicgenMelody audio conditioning (GH #45647)](https://github.com/huggingface/transformers/pull/45737) — open
 - [PR #45648: Fix SDPA inference tolerances for MPS backend](https://github.com/huggingface/transformers/pull/45648) — closed
 
+### `yuvrajsharma9981`
+
+- profile: [github.com/yuvrajsharma9981](https://github.com/yuvrajsharma9981)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ayuvrajsharma9981)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ayuvrajsharma9981)
+- repo first seen: `2026-05-21T22:27:49Z`
+- repo last seen: `2026-06-18T23:06:56Z`
+- first seen in snapshot: **no**
+- repo association: **FIRST_TIME_CONTRIBUTOR**
+- repo primary artifacts: **2**
+- snapshot authored PRs/issues: **2 PRs / 0 issues**
+- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
+- account age: **3814 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 #46759: Default Gemma4 processor text padding to False (align with Gemma3 / Qwen3-VL)](https://github.com/huggingface/transformers/pull/46759) — open
+- [PR #46148: [Qwen3Next] preserve linear-attn-mask optimization under torch.compile/export](https://github.com/huggingface/transformers/pull/46148) — open
+
 ### `cyyever`
 
 - profile: [github.com/cyyever](https://github.com/cyyever)
@@ -4498,6 +4545,28 @@ Example artifacts:
 - [PR #45570: Fix whisper long-form generation when eos_token_id is a list](https://github.com/huggingface/transformers/pull/45570) — open
 - [Issue #45584: Whisper generation fails on empty transcription after align_special_tokens](https://github.com/huggingface/transformers/issues/45584) — closed
 
+### `sharmax-vikas`
+
+- profile: [github.com/sharmax-vikas](https://github.com/sharmax-vikas)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Asharmax-vikas)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asharmax-vikas)
+- repo first seen: `2026-06-18T18:50:23Z`
+- repo last seen: `2026-06-18T19:06:50Z`
+- first seen in snapshot: **yes**
+- repo association: **FIRST_TIME_CONTRIBUTOR**
+- repo primary artifacts: **2**
+- snapshot authored PRs/issues: **1 PRs / 1 issues**
+- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
+- account age: **702 days**
+- recent public PR activity: **8 PRs** (0 merged / 1 closed-unmerged / 7 open; merged rate **0%**, closed-unmerged rate **12%**, open rate **88%**)
+- 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 #46753: fix: raise `ValueError` for empty conversation in `apply_chat_template`](https://github.com/huggingface/transformers/pull/46753) — open
+- [Issue #46752: `apply_chat_template` crashes with `IndexError` when passed an empty list](https://github.com/huggingface/transformers/issues/46752) — open
+
 ### `shubhammr21`
 
 - profile: [github.com/shubhammr21](https://github.com/shubhammr21)
@@ -4647,6 +4716,27 @@ Example artifacts:
 Example artifacts:
 - [PR #45558: feat(trainer): log individual losses from loss_dict](https://github.com/huggingface/transformers/pull/45558) — closed
 
+### `abderahmane-ai`
+
+- profile: [github.com/abderahmane-ai](https://github.com/abderahmane-ai)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aabderahmane-ai)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aabderahmane-ai)
+- repo first seen: `2026-06-18T22:40:41Z`
+- repo last seen: `2026-06-18T22:40:41Z`
+- 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: **294 days**
+- recent public PR activity: **5 PRs** (1 merged / 1 closed-unmerged / 3 open; merged rate **20%**, closed-unmerged rate **20%**, open rate **60%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
+- heuristic read: **young account; high open PR share; targets high-star repos**
+
+Example artifacts:
+- [PR #46757: Fix q_offset tensor causing wrong flex attention mask shape](https://github.com/huggingface/transformers/pull/46757) — open
+
 ### `abhiprd200`
 
 - profile: [github.com/abhiprd200](https://github.com/abhiprd200)
@@ -8154,27 +8244,6 @@ Example artifacts:
 Example artifacts:
 - [PR #46487: Fix dtype mismatch in NemotronH/Zamba2 Mamba2 CUDA-kernel path (`out_proj`)](https://github.com/huggingface/transformers/pull/46487) — closed, merged
 
-### `yuvrajsharma9981`
-
-- profile: [github.com/yuvrajsharma9981](https://github.com/yuvrajsharma9981)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ayuvrajsharma9981)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ayuvrajsharma9981)
-- repo first seen: `2026-05-21T22:27:49Z`
-- repo last seen: `2026-05-21T22:27:49Z`
-- 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: **0 comments / 0 reviews / 0 review comments**
-- account age: **3814 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 #46148: [Qwen3Next] preserve linear-attn-mask optimization under torch.compile/export](https://github.com/huggingface/transformers/pull/46148) — open
-
 ### `ZappD0S`
 
 - profile: [github.com/ZappD0S](https://github.com/ZappD0S)

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-            ".github/workflows/release.yml",
-            ".github/workflows/ssh-runner.yml",
-            ".github/workflows/trufflehog.yml"
+            ".github/workflows/benchmark.yml",
+            ".github/workflows/build-ci-docker-images.yml",
+            ".github/workflows/build-docker-images.yml",
+            ".github/workflows/build-nightly-ci-docker-images.yml",
+            ".github/workflows/build-past-ci-docker-images.yml",
+            ".github/workflows/check_tiny_models.yml",
+            ".github/workflows/release-conda.yml",
+            ".github/workflows/release.yml",
+            ".github/workflows/ssh-runner.yml",
+            ".github/workflows/trufflehog.yml"
+          ],
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+            ".github/workflows",
+            ".github"
+          ]
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+        {
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+            ".github/workflows/build-docker-images.yml",
+            ".github/workflows/build-nightly-ci-docker-images.yml",
+            ".github/workflows/build-past-ci-docker-images.yml",
+            ".github/workflows/release-conda.yml"
+          ],
+          "shared_directories": [
+            ".github/workflows",
+            ".github"
+          ]
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+        {
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+          "shared_filenames": [
+            ".github/workflows/build-ci-docker-images.yml",
+            ".github/workflows/build-docker-images.yml",
+            ".github/workflows/build-nightly-ci-docker-images.yml",
+            ".github/workflows/build-past-ci-docker-images.yml",
+            ".github/workflows/check_failed_tests.yml",
+            ".github/workflows/new_model_pr_merged_notification.yml",
+            ".github/workflows/release-conda.yml"
+          ],
+          "shared_directories": [
+            ".github/workflows",
+            ".github"
+          ]
+        }
+      ]
+    },
+    {
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+      "summary": "4 open PRs share weighted file overlap around `tests/kernels/test_kernels.py`, `src/transformers/integrations/hub_kernels.py`, `src/transformers/modeling_utils.py`; representative PR #46755.",
+      "shared_filenames": [
+        "tests/kernels/test_kernels.py",
+        "src/transformers/integrations/hub_kernels.py",
+        "src/transformers/modeling_utils.py"
+      ],
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+        "src/transformers/integrations",
+        "tests/kernels",
+        "src/transformers",
+        "tests",
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+          "shared_filenames": [
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+            "tests/kernels/test_kernels.py"
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+          "shared_directories": [
+            "src/transformers/integrations",
+            "src/transformers",
+            "tests/kernels",
+            "src",
+            "tests"
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+        {
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+          "shared_filenames": [
+            "src/transformers/integrations/hub_kernels.py",
+            "tests/kernels/test_kernels.py"
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+          "shared_directories": [
+            "src/transformers/integrations",
+            "src/transformers",
+            "tests/kernels",
+            "src",
+            "tests"
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+          "size_similarity": 0.023,
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+          "concentration_similarity": 0.738,
+          "shared_filenames": [
+            "src/transformers/integrations/hub_kernels.py",
+            "src/transformers/modeling_utils.py",
+            "tests/kernels/test_kernels.py"
+          ],
+          "shared_directories": [
+            "src/transformers/integrations",
+            "src/transformers",
+            "tests/kernels",
+            "src",
+            "tests"
+          ]
+        },
+        {
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+          "right_pr_number": 46755,
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+          "content_similarity": 0.472,
+          "size_similarity": 0.299,
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+          "concentration_similarity": 0.943,
+          "shared_filenames": [
+            "src/transformers/integrations/hub_kernels.py",
+            "tests/kernels/test_kernels.py"
           ],
           "shared_directories": [
-            ".github/workflows",
-            ".github"
+            "src/transformers/integrations",
+            "src/transformers",
+            "tests/kernels",
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+          "right_pr_number": 46478,
+          "similarity": 0.479,
+          "content_similarity": 0.522,
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           "shared_filenames": [
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-            ".github/workflows/build-docker-images.yml",
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-            ".github/workflows/build-past-ci-docker-images.yml",
-            ".github/workflows/release-conda.yml"
+            "src/transformers/integrations/hub_kernels.py",
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           ],
           "shared_directories": [
-            ".github/workflows",
-            ".github"
+            "src/transformers/integrations",
+            "src/transformers",
+            "tests/kernels",
+            "src",
+            "tests"
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-          "concentration_similarity": 1.0,
+          "left_pr_number": 44680,
+          "right_pr_number": 45666,
+          "similarity": 0.439,
+          "content_similarity": 0.513,
+          "size_similarity": 0.042,
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           "shared_filenames": [
-            ".github/workflows/build-ci-docker-images.yml",
-            ".github/workflows/build-docker-images.yml",
-            ".github/workflows/build-nightly-ci-docker-images.yml",
-            ".github/workflows/build-past-ci-docker-images.yml",
-            ".github/workflows/check_failed_tests.yml",
-            ".github/workflows/new_model_pr_merged_notification.yml",
-            ".github/workflows/release-conda.yml"
+            "src/transformers/integrations/hub_kernels.py",
+            "tests/kernels/test_kernels.py"
           ],
           "shared_directories": [
-            ".github/workflows",
-            ".github"
+            "src/transformers/integrations",
+            "src/transformers",
+            "tests/kernels",
+            "src",
+            "tests"
           ]
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       ]
@@ -2630,7 +2559,7 @@
         45985
       ],
       "representative_pr_number": 45985,
-      "average_similarity": 0.493,
+      "average_similarity": 0.492,
       "summary": "4 open PRs share weighted file overlap around `src/transformers/generation/utils.py`; representative PR #45985.",
       "shared_filenames": [
         "src/transformers/generation/utils.py"
@@ -2644,7 +2573,7 @@
         {
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-          "similarity": 0.586,
+          "similarity": 0.585,
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@@ -2679,7 +2608,7 @@
           "left_pr_number": 34667,
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           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -2695,7 +2624,7 @@
         {
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           "breadth_similarity": 1.0,
@@ -2754,7 +2683,7 @@
         46642
       ],
       "representative_pr_number": 45438,
-      "average_similarity": 0.476,
+      "average_similarity": 0.475,
       "summary": "4 open PRs share weighted file overlap around `src/transformers/models/gemma4/modular_gemma4.py`, `src/transformers/models/gemma4/modeling_gemma4.py`, `docs/source/en/model_doc/gemma4.md`; representative PR #45438.",
       "shared_filenames": [
         "src/transformers/models/gemma4/modular_gemma4.py",
@@ -2777,8 +2706,8 @@
         {
           "left_pr_number": 45294,
           "right_pr_number": 45438,
-          "similarity": 0.75,
-          "content_similarity": 0.768,
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           "breadth_similarity": 1.0,
           "concentration_similarity": 0.989,
@@ -2805,8 +2734,8 @@
         {
           "left_pr_number": 45294,
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-          "similarity": 0.538,
-          "content_similarity": 0.457,
+          "similarity": 0.537,
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           "breadth_similarity": 0.325,
           "concentration_similarity": 0.908,
@@ -2824,8 +2753,8 @@
         {
           "left_pr_number": 45438,
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-          "similarity": 0.534,
-          "content_similarity": 0.566,
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           "breadth_similarity": 0.325,
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@@ -2843,8 +2772,8 @@
         {
           "left_pr_number": 45438,
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-          "similarity": 0.407,
-          "content_similarity": 0.288,
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           "concentration_similarity": 0.529,
@@ -2865,7 +2794,7 @@
           "left_pr_number": 45294,
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@@ -2885,7 +2814,7 @@
         {
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-          "similarity": 0.299,
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           "breadth_similarity": 0.2,
@@ -2912,7 +2841,7 @@
         46152
       ],
       "representative_pr_number": 46152,
-      "average_similarity": 0.402,
+      "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"
@@ -2927,7 +2856,7 @@
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@@ -2943,7 +2872,7 @@
         {
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-          "similarity": 0.436,
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           "breadth_similarity": 0.333,
@@ -2977,8 +2906,8 @@
         {
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-          "similarity": 0.392,
-          "content_similarity": 0.347,
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           "breadth_similarity": 0.667,
           "concentration_similarity": 1.0,
@@ -3012,7 +2941,7 @@
           "left_pr_number": 44385,
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           "similarity": 0.244,
-          "content_similarity": 0.174,
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           "breadth_similarity": 0.667,
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@@ -3148,7 +3077,7 @@
         {
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-          "similarity": 0.288,
+          "similarity": 0.287,
           "content_similarity": 0.164,
           "size_similarity": 0.353,
           "breadth_similarity": 0.833,
@@ -3355,7 +3284,7 @@
         {
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-          "similarity": 0.553,
+          "similarity": 0.554,
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           "breadth_similarity": 0.833,
@@ -3484,7 +3413,7 @@
           "left_pr_number": 44059,
           "right_pr_number": 44676,
           "similarity": 0.678,
-          "content_similarity": 0.741,
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           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -3502,7 +3431,7 @@
           "left_pr_number": 44015,
           "right_pr_number": 44059,
           "similarity": 0.611,
-          "content_similarity": 0.674,
+          "content_similarity": 0.675,
           "size_similarity": 0.543,
           "breadth_similarity": 0.333,
           "concentration_similarity": 0.488,
@@ -3751,7 +3680,7 @@
         46748
       ],
       "representative_pr_number": 46748,
-      "average_similarity": 0.511,
+      "average_similarity": 0.512,
       "summary": "3 open PRs share weighted file overlap around `tests/utils/test_cache_utils.py`, `src/transformers/cache_utils.py`; representative PR #46748.",
       "shared_filenames": [
         "tests/utils/test_cache_utils.py",
@@ -3768,7 +3697,7 @@
           "left_pr_number": 43875,
           "right_pr_number": 46748,
           "similarity": 0.602,
-          "content_similarity": 0.528,
+          "content_similarity": 0.529,
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           "breadth_similarity": 1.0,
           "concentration_similarity": 0.947,
@@ -3831,7 +3760,7 @@
         44682
       ],
       "representative_pr_number": 43656,
-      "average_similarity": 0.478,
+      "average_similarity": 0.479,
       "summary": "3 open PRs share weighted file overlap around `src/transformers/cli/serve.py`; representative PR #43656.",
       "shared_filenames": [
         "src/transformers/cli/serve.py"
@@ -3920,7 +3849,7 @@
           "left_pr_number": 34925,
           "right_pr_number": 45917,
           "similarity": 0.495,
-          "content_similarity": 0.424,
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           "breadth_similarity": 1.0,
           "concentration_similarity": 0.78,
@@ -4041,6 +3970,74 @@
         }
       ]
     },
+    {
+      "cluster_id": "pr-scope-45541-3",
+      "pr_numbers": [
+        45541,
+        46177,
+        46753
+      ],
+      "representative_pr_number": 45541,
+      "average_similarity": 0.443,
+      "summary": "3 open PRs share weighted file overlap around `src/transformers/tokenization_utils_base.py`; representative PR #45541.",
+      "shared_filenames": [
+        "src/transformers/tokenization_utils_base.py"
+      ],
+      "shared_directories": [
+        "src/transformers",
+        "src"
+      ],
+      "pairwise": [
+        {
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+          "right_pr_number": 46177,
+          "similarity": 0.52,
+          "content_similarity": 0.418,
+          "size_similarity": 0.519,
+          "breadth_similarity": 1.0,
+          "concentration_similarity": 1.0,
+          "shared_filenames": [
+            "src/transformers/tokenization_utils_base.py"
+          ],
+          "shared_directories": [
+            "src/transformers",
+            "src"
+          ]
+        },
+        {
+          "left_pr_number": 45541,
+          "right_pr_number": 46753,
+          "similarity": 0.409,
+          "content_similarity": 0.346,
+          "size_similarity": 0.111,
+          "breadth_similarity": 1.0,
+          "concentration_similarity": 1.0,
+          "shared_filenames": [
+            "src/transformers/tokenization_utils_base.py"
+          ],
+          "shared_directories": [
+            "src/transformers",
+            "src"
+          ]
+        },
+        {
+          "left_pr_number": 46177,
+          "right_pr_number": 46753,
+          "similarity": 0.399,
+          "content_similarity": 0.31,
+          "size_similarity": 0.214,
+          "breadth_similarity": 1.0,
+          "concentration_similarity": 1.0,
+          "shared_filenames": [
+            "src/transformers/tokenization_utils_base.py"
+          ],
+          "shared_directories": [
+            "src/transformers",
+            "src"
+          ]
+        }
+      ]
+    },
     {
       "cluster_id": "pr-scope-45709-3",
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@@ -4049,7 +4046,7 @@
         46211
       ],
       "representative_pr_number": 45742,
-      "average_similarity": 0.418,
+      "average_similarity": 0.419,
       "summary": "3 open PRs share weighted file overlap around `tests/models/llama/test_modeling_llama.py`, `src/transformers/models/llama/configuration_llama.py`, `src/transformers/models/llama/modeling_llama.py`; representative PR #45742.",
       "shared_filenames": [
         "tests/models/llama/test_modeling_llama.py",
@@ -4161,8 +4158,8 @@
         {
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-          "similarity": 0.358,
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           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -4582,7 +4579,7 @@
           "left_pr_number": 45606,
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           "similarity": 0.774,
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@@ -4819,7 +4816,7 @@
         46279
       ],
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-      "average_similarity": 0.629,
+      "average_similarity": 0.63,
       "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"
@@ -4834,8 +4831,8 @@
         {
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-          "similarity": 0.629,
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           "breadth_similarity": 1.0,
           "concentration_similarity": 0.867,
@@ -5064,7 +5061,7 @@
           "left_pr_number": 45332,
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@@ -5085,41 +5082,6 @@
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-        46177
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-      "average_similarity": 0.525,
-      "summary": "2 open PRs share weighted file overlap around `src/transformers/tokenization_utils_base.py`; representative PR #45541.",
-      "shared_filenames": [
-        "src/transformers/tokenization_utils_base.py"
-      ],
-      "shared_directories": [
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