Refresh transformers dataset snapshot 20260702T000029Z

README.md

@@ -75,7 +75,7 @@ Use:
 - eval set creation
 
 Notes:
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       "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AMi-Jiazhi",
       "repo_first_seen_at": "2026-06-04T14:08:08Z",
-      "repo_last_seen_at": "2026-07-01T10:11:52Z",
+      "repo_last_seen_at": "2026-07-01T22:04:33Z",
       "repo_primary_artifact_count": 1,
-      "repo_artifact_count": 15,
+      "repo_artifact_count": 20,
       "snapshot_issue_count": 0,
       "snapshot_pr_count": 1,
-      "snapshot_comment_count": 0,
-      "snapshot_review_count": 7,
-      "snapshot_review_comment_count": 7,
+      "snapshot_comment_count": 1,
+      "snapshot_review_count": 9,
+      "snapshot_review_comment_count": 9,
       "repo_association": "FIRST_TIME_CONTRIBUTOR",
       "new_to_repo": false,
       "first_seen_in_snapshot": false,
@@ -21377,63 +21454,6 @@
       },
       "fetch_error": null
     },
-    {
-      "author_login": "RobTand",
-      "name": null,
-      "profile_url": "https://github.com/RobTand",
-      "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ARobTand",
-      "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ARobTand",
-      "repo_first_seen_at": "2026-05-02T19:12:41Z",
-      "repo_last_seen_at": "2026-05-02T19:12:41Z",
-      "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": "NONE",
-      "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": 3405,
-      "young_account": false,
-      "follow_through_score": "weak",
-      "breadth_score": "moderate",
-      "automation_risk_signal": "low",
-      "heuristic_note": "many recent closed-unmerged PRs",
-      "public_orgs": [],
-      "activity": {
-        "visible_authored_pr_count": 8,
-        "merged_pr_count": 1,
-        "closed_unmerged_pr_count": 4,
-        "open_pr_count": 3,
-        "merged_pr_rate": 0.125,
-        "closed_unmerged_pr_rate": 0.5,
-        "still_open_pr_rate": 0.375,
-        "distinct_repos_with_authored_prs": 5,
-        "distinct_repos_with_open_prs": 3
-      },
-      "examples": {
-        "pull_requests": [
-          {
-            "kind": "pull_request",
-            "number": 45748,
-            "title": "Optimize Qwen3 RoPE: precompute cos/sin cache for static rope_type",
-            "url": "https://github.com/huggingface/transformers/pull/45748",
-            "state": "closed",
-            "merged": false,
-            "draft": true,
-            "created_at": "2026-05-02T19:12:41Z"
-          }
-        ],
-        "issues": []
-      },
-      "fetch_error": null
-    },
     {
       "author_login": "rraghavkaushik",
       "name": "Raghav Kaushik Ravi",

new-contributors-report.md

@@ -1,7 +1,7 @@
 # New Contributor Report: huggingface/transformers
 
-- Snapshot: `20260701T180021Z`
-- Generated: `2026-07-01T18:02:05Z`
+- Snapshot: `20260702T000029Z`
+- Generated: `2026-07-02T00:01:30Z`
 - Activity window: `60d`
 - Contributors: `346`
 
@@ -11,11 +11,11 @@
 | --- | --- | --- | --- | ---: | --- | ---: | ---: | --- | --- | --- | --- |
 | `ydshieh` | [profile](https://github.com/ydshieh) | no | MEMBER | 4938d | `2025-02-05T12:51:57Z` | 131 | 0 | strong | low | low | high recent PR volume; targets high-star repos |
 | `Cyrilvallez` | [profile](https://github.com/Cyrilvallez) | no | MEMBER | 2036d | `2025-03-19T10:58:02Z` | 111 | 0 | strong | low | low | high recent PR volume; targets high-star repos |
-| `tarekziade` | [profile](https://github.com/tarekziade) | no | MEMBER | 5839d | `2026-01-21T16:52:29Z` | 100 | 6 | strong | high | low | extremely high recent PR volume; broad repo spread; targets high-star repos |
+| `tarekziade` | [profile](https://github.com/tarekziade) | no | MEMBER | 5839d | `2026-01-21T16:52:29Z` | 101 | 6 | strong | high | low | extremely high recent PR volume; broad repo spread; targets high-star repos |
 | `zucchini-nlp` | [profile](https://github.com/zucchini-nlp) | no | MEMBER | 1508d | `2024-07-19T13:27:51Z` | 100 | 0 | mixed | moderate | low | high recent PR volume; targets high-star repos |
 | `kaixuanliu` | [profile](https://github.com/kaixuanliu) | no | CONTRIBUTOR | 3934d | `2025-06-20T09:58:55Z` | 99 | 4 | 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` | 73 | 2 | strong | low | low | high recent PR volume; no visible non-self stars; targets high-star repos |
-| `ArthurZucker` | [profile](https://github.com/ArthurZucker) | no | MEMBER | 2590d | `2023-02-24T14:13:29Z` | 70 | 3 | 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` | 70 | 4 | mixed | moderate | low | high recent PR volume; targets high-star repos |
 | `vasqu` | [profile](https://github.com/vasqu) | no | MEMBER | 1991d | `2025-08-26T12:13:50Z` | 56 | 2 | mixed | low | low | targets high-star repos |
 | `SunMarc` | [profile](https://github.com/SunMarc) | no | MEMBER | 2360d | `2024-09-02T13:41:47Z` | 50 | 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` | 47 | 0 | strong | low | low | targets high-star repos |
@@ -73,6 +73,7 @@
 | `rigen1048` | [profile](https://github.com/rigen1048) | no | CONTRIBUTOR | 92d | `2026-04-28T15:23:48Z` | 4 | 0 | weak | moderate | medium | young account; many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `SebTardif` | [profile](https://github.com/SebTardif) | no | CONTRIBUTOR | 5216d | `2026-05-19T17:17:53Z` | 4 | 0 | weak | very high | high | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
 | `TheShreyanshiDwivedi` | [profile](https://github.com/TheShreyanshiDwivedi) | no | NONE | 87d | `2026-05-15T10:01:57Z` | 4 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
+| `ZAID646` | [profile](https://github.com/ZAID646) | yes | FIRST_TIME_CONTRIBUTOR | 1315d | `2026-07-01T18:24:26Z` | 4 | 0 | weak | moderate | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `qflen` | [profile](https://github.com/qflen) | no | CONTRIBUTOR | 479d | `2026-04-25T02:09:42Z` | 3 | 4 | weak | high | medium | high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
 | `ldkhang1201` | [profile](https://github.com/ldkhang1201) | no | CONTRIBUTOR | 1377d | `2026-06-12T19:30:35Z` | 3 | 1 | weak | moderate | low | high open PR share; targets high-star repos |
 | `pcuenca` | [profile](https://github.com/pcuenca) | no | MEMBER | 5316d | `2024-04-23T13:23:10Z` | 3 | 1 | mixed | high | low | high recent PR volume; broad repo spread |
@@ -82,7 +83,6 @@
 | `Dovis01` | [profile](https://github.com/Dovis01) | no | CONTRIBUTOR | 2009d | `2026-06-02T09:04:53Z` | 3 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `fyhon` | [profile](https://github.com/fyhon) | no | FIRST_TIME_CONTRIBUTOR | 1467d | `2026-05-06T09:12:14Z` | 3 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `JemmaUZH` | [profile](https://github.com/JemmaUZH) | no | CONTRIBUTOR | 837d | `2026-06-09T15:51:29Z` | 3 | 0 | weak | low | low | high open PR share; targets high-star repos |
-| `Prachi-kushwaha` | [profile](https://github.com/Prachi-kushwaha) | no | FIRST_TIME_CONTRIBUTOR | 1556d | `2026-03-07T22:12:58Z` | 3 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `praful-srinivasan-027` | [profile](https://github.com/praful-srinivasan-027) | no | CONTRIBUTOR | 469d | `2026-06-25T18:51:59Z` | 3 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `Sahith59` | [profile](https://github.com/Sahith59) | no | FIRST_TIME_CONTRIBUTOR | 1626d | `2026-06-19T02:27:30Z` | 3 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `Snakinya` | [profile](https://github.com/Snakinya) | no | FIRST_TIME_CONTRIBUTOR | 2115d | `2026-06-08T10:08:10Z` | 3 | 0 | weak | low | low | high open PR share; targets high-star repos |
@@ -99,6 +99,7 @@
 | `curnane-lab` | [profile](https://github.com/curnane-lab) | no | FIRST_TIME_CONTRIBUTOR | 248d | `2026-04-24T15:14:11Z` | 4 | 0 | weak | low | low | young account; high open PR share; targets high-star repos |
 | `Abineshabee` | [profile](https://github.com/Abineshabee) | no | CONTRIBUTOR | 1453d | `2026-04-13T08:59:27Z` | 3 | 2 | mixed | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
 | `gante` | [profile](https://github.com/gante) | no | CONTRIBUTOR | 4054d | `2023-02-24T12:09:33Z` | 3 | 2 | strong | low | low | targets high-star repos |
+| `Prachi-kushwaha` | [profile](https://github.com/Prachi-kushwaha) | no | FIRST_TIME_CONTRIBUTOR | 1556d | `2026-03-07T22:12:58Z` | 3 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `arnavkewalram` | [profile](https://github.com/arnavkewalram) | no | CONTRIBUTOR | 904d | `2026-06-15T15:28:55Z` | 2 | 2 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
 | `ishan-1010` | [profile](https://github.com/ishan-1010) | no | CONTRIBUTOR | 1588d | `2026-06-01T06:07:21Z` | 2 | 2 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `Bluear7878` | [profile](https://github.com/Bluear7878) | no | CONTRIBUTOR | 461d | `2026-05-29T04:39:19Z` | 2 | 1 | mixed | low | low | — |
@@ -315,7 +316,6 @@
 | `RaunaqDavidNath` | [profile](https://github.com/RaunaqDavidNath) | no | CONTRIBUTOR | 1039d | `2026-06-30T07:35:47Z` | 1 | 0 | strong | low | low | no visible non-self stars; targets high-star repos |
 | `rishiarora123` | [profile](https://github.com/rishiarora123) | no | NONE | 1872d | `2026-05-22T18:19:48Z` | 1 | 0 | weak | moderate | low | high recent PR volume; many recent closed-unmerged PRs; no visible non-self stars |
 | `RithwikSharma` | [profile](https://github.com/RithwikSharma) | no | NONE | 2171d | `2026-06-20T02:29:20Z` | 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 |
 | `saadkhaleeq610` | [profile](https://github.com/saadkhaleeq610) | no | NONE | 2359d | `2026-05-17T07:52:23Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `saitejabandaru-in` | [profile](https://github.com/saitejabandaru-in) | no | NONE | 564d | `2026-06-25T00:20:31Z` | 1 | 0 | weak | high | medium | high recent PR volume; broad repo spread; high open PR share |
@@ -410,11 +410,11 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Atarekziade)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Atarekziade)
 - repo first seen: `2026-01-21T16:52:29Z`
-- repo last seen: `2026-07-01T15:53:24Z`
+- repo last seen: `2026-07-01T19:56:15Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
-- repo primary artifacts: **106**
-- snapshot authored PRs/issues: **100 PRs / 6 issues**
+- repo primary artifacts: **107**
+- snapshot authored PRs/issues: **101 PRs / 6 issues**
 - snapshot discussion activity: **187 comments / 224 reviews / 204 review comments**
 - account age: **5839 days**
 - recent public PR activity: **108 PRs** (92 merged / 3 closed-unmerged / 13 open; merged rate **85%**, closed-unmerged rate **3%**, open rate **12%**)
@@ -423,9 +423,9 @@ Example artifacts:
 - heuristic read: **extremely high recent PR volume; broad repo spread; targets high-star repos**
 
 Example artifacts:
+- [PR #47012: Add max_groups input to nightly Serge triage caller (single-task test mode)](https://github.com/huggingface/transformers/pull/47012) — open
 - [PR #46982: only in the original repo](https://github.com/huggingface/transformers/pull/46982) — closed, merged
 - [PR #46976: the CI status should be a comment](https://github.com/huggingface/transformers/pull/46976) — closed, merged
-- [PR #46961: make sure serge produces clean patches](https://github.com/huggingface/transformers/pull/46961) — open, draft
 - [Issue #45458: Add typing support incrementally (meta issue)](https://github.com/huggingface/transformers/issues/45458) — closed
 - [Issue #44740: Run model linter on new models additions](https://github.com/huggingface/transformers/issues/44740) — closed
 - [Issue #44619: Plug model rule in development flow and extend it](https://github.com/huggingface/transformers/issues/44619) — closed
@@ -513,8 +513,8 @@ Example artifacts:
 - repo last seen: `2026-07-01T06:53:11Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
-- repo primary artifacts: **73**
-- snapshot authored PRs/issues: **70 PRs / 3 issues**
+- repo primary artifacts: **74**
+- snapshot authored PRs/issues: **70 PRs / 4 issues**
 - snapshot discussion activity: **204 comments / 744 reviews / 1486 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%**)
@@ -528,7 +528,7 @@ Example artifacts:
 - [PR #46722: Reflect baked post-processor in `add_bos_token`/`add_eos_token`](https://github.com/huggingface/transformers/pull/46722) — open
 - [Issue #45882: Reduce peak memory during quantization of MoE models (follow-up to #43917)](https://github.com/huggingface/transformers/issues/45882) — open
 - [Issue #44052: Fix skipped tests for glm_moe_dsa model](https://github.com/huggingface/transformers/issues/44052) — closed
-- [Issue #42710: Outstanding issues / PR before we can release v5](https://github.com/huggingface/transformers/issues/42710) — closed
+- [Issue #42954: XiaoMi MiMo](https://github.com/huggingface/transformers/issues/42954) — closed
 
 ### `vasqu`
 
@@ -536,12 +536,12 @@ 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: `2026-07-01T15:15:19Z`
+- repo last seen: `2026-07-01T18:57:47Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **58**
 - snapshot authored PRs/issues: **56 PRs / 2 issues**
-- snapshot discussion activity: **747 comments / 1390 reviews / 5678 review comments**
+- snapshot discussion activity: **749 comments / 1391 reviews / 5679 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
@@ -1875,6 +1875,29 @@ Example artifacts:
 - [PR #45992: perf: replace degenerate Conv3d with Linear in Qwen VL patch embedding](https://github.com/huggingface/transformers/pull/45992) — closed
 - [PR #45991: feat: enable Flash Attention 2 for T5Gemma2](https://github.com/huggingface/transformers/pull/45991) — closed
 
+### `ZAID646`
+
+- profile: [github.com/ZAID646](https://github.com/ZAID646)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AZAID646)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AZAID646)
+- repo first seen: `2026-07-01T18:24:26Z`
+- repo last seen: `2026-07-01T19:27:42Z`
+- first seen in snapshot: **yes**
+- repo association: **FIRST_TIME_CONTRIBUTOR**
+- repo primary artifacts: **4**
+- snapshot authored PRs/issues: **4 PRs / 0 issues**
+- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
+- account age: **1315 days**
+- recent public PR activity: **10 PRs** (0 merged / 0 closed-unmerged / 10 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **moderate**, automation risk **low**
+- heuristic read: **high open PR share; no visible non-self stars; targets high-star repos**
+
+Example artifacts:
+- [PR #47011: DeepSeek MLA: absorb low-rank up-projection into Q for eager/SDPA (V2/V3/V3.2)](https://github.com/huggingface/transformers/pull/47011) — open
+- [PR #47010: Fix off-by-one in sliding_window_mask_function right window boundary](https://github.com/huggingface/transformers/pull/47010) — open
+- [PR #47009: Add linear_attn entries to Qwen3.5 base_model_tp_plan](https://github.com/huggingface/transformers/pull/47009) — open
+
 ### `qflen`
 
 - profile: [github.com/qflen](https://github.com/qflen)
@@ -2087,29 +2110,6 @@ Example artifacts:
 - [PR #46888: Fix Gemma4 closed thinking block detection in serve](https://github.com/huggingface/transformers/pull/46888) — closed
 - [PR #46527: Fix trailing comma bug in DataCollatorForLanguageModeling example](https://github.com/huggingface/transformers/pull/46527) — closed, merged
 
-### `Prachi-kushwaha`
-
-- profile: [github.com/Prachi-kushwaha](https://github.com/Prachi-kushwaha)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3APrachi-kushwaha)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3APrachi-kushwaha)
-- repo first seen: `2026-03-07T22:12:58Z`
-- repo last seen: `2026-06-24T18:19:40Z`
-- first seen in snapshot: **no**
-- repo association: **FIRST_TIME_CONTRIBUTOR**
-- repo primary artifacts: **3**
-- snapshot authored PRs/issues: **3 PRs / 0 issues**
-- snapshot discussion activity: **9 comments / 0 reviews / 0 review comments**
-- account age: **1556 days**
-- recent public PR activity: **3 PRs** (0 merged / 0 closed-unmerged / 3 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 #46161: Fix tokenizer subfolder fallback](https://github.com/huggingface/transformers/pull/46161) — open
-- [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
-
 ### `praful-srinivasan-027`
 
 - profile: [github.com/praful-srinivasan-027](https://github.com/praful-srinivasan-027)
@@ -2487,6 +2487,29 @@ Example artifacts:
 - [Issue #32946: Support `StaticCache` in assisted generation](https://github.com/huggingface/transformers/issues/32946) — closed
 - [Issue #29149: Generate: support passing position_ids](https://github.com/huggingface/transformers/issues/29149) — closed
 
+### `Prachi-kushwaha`
+
+- profile: [github.com/Prachi-kushwaha](https://github.com/Prachi-kushwaha)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3APrachi-kushwaha)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3APrachi-kushwaha)
+- repo first seen: `2026-03-07T22:12:58Z`
+- repo last seen: `2026-06-24T18:19:40Z`
+- first seen in snapshot: **no**
+- repo association: **FIRST_TIME_CONTRIBUTOR**
+- repo primary artifacts: **3**
+- snapshot authored PRs/issues: **3 PRs / 0 issues**
+- snapshot discussion activity: **9 comments / 0 reviews / 0 review comments**
+- account age: **1556 days**
+- recent public PR activity: **3 PRs** (0 merged / 0 closed-unmerged / 3 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 #46161: Fix tokenizer subfolder fallback](https://github.com/huggingface/transformers/pull/46161) — open
+- [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
+
 ### `arnavkewalram`
 
 - profile: [github.com/arnavkewalram](https://github.com/arnavkewalram)
@@ -3811,12 +3834,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ahumanprojectceo)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ahumanprojectceo)
 - repo first seen: `2025-12-21T23:21:38Z`
-- repo last seen: `2026-06-21T00:22:57Z`
+- repo last seen: `2026-07-01T20:10:16Z`
 - first seen in snapshot: **no**
 - 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**
+- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
 - account age: **279 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
@@ -4254,12 +4277,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Akasakh)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Akasakh)
 - repo first seen: `2026-05-10T06:09:08Z`
-- repo last seen: `2026-06-29T18:38:55Z`
+- repo last seen: `2026-07-01T22:34:20Z`
 - first seen in snapshot: **no**
 - repo association: **FIRST_TIME_CONTRIBUTOR**
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **1 PRs / 1 issues**
-- snapshot discussion activity: **6 comments / 0 reviews / 0 review comments**
+- snapshot discussion activity: **7 comments / 0 reviews / 0 review comments**
 - account age: **3170 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
@@ -6618,12 +6641,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AMi-Jiazhi)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AMi-Jiazhi)
 - repo first seen: `2026-06-04T14:08:08Z`
-- repo last seen: `2026-07-01T10:11:52Z`
+- repo last seen: `2026-07-01T22:04:33Z`
 - 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 / 7 reviews / 7 review comments**
+- snapshot discussion activity: **1 comments / 9 reviews / 9 review comments**
 - account age: **2414 days**
 - recent public PR activity: **2 PRs** (1 merged / 0 closed-unmerged / 1 open; merged rate **50%**, closed-unmerged rate **0%**, open rate **50%**)
 - public orgs: none visible
@@ -7158,27 +7181,6 @@ Example artifacts:
 Example artifacts:
 - [PR #46779: feat(examples): add minimal Tensor Parallelism training example with …](https://github.com/huggingface/transformers/pull/46779) — closed
 
-### `RobTand`
-
-- profile: [github.com/RobTand](https://github.com/RobTand)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ARobTand)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ARobTand)
-- repo first seen: `2026-05-02T19:12:41Z`
-- repo last seen: `2026-05-02T19:12:41Z`
-- first seen in snapshot: **no**
-- 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**
-- account age: **3405 days**
-- recent public PR activity: **8 PRs** (1 merged / 4 closed-unmerged / 3 open; merged rate **12%**, closed-unmerged rate **50%**, open rate **38%**)
-- public orgs: none visible
-- compact scores: follow-through **weak**, breadth **moderate**, automation risk **low**
-- heuristic read: **many recent closed-unmerged PRs**
-
-Example artifacts:
-- [PR #45748: Optimize Qwen3 RoPE: precompute cos/sin cache for static rope_type](https://github.com/huggingface/transformers/pull/45748) — closed, draft
-
 ### `rraghavkaushik`
 
 - profile: [github.com/rraghavkaushik](https://github.com/rraghavkaushik)

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+          "right_pr_number": 47006,
+          "similarity": 0.383,
+          "content_similarity": 0.314,
+          "size_similarity": 0.087,
+          "breadth_similarity": 1.0,
+          "concentration_similarity": 1.0,
           "shared_filenames": [
-            "src/transformers/models/gemma4/modeling_gemma4.py",
-            "src/transformers/models/gemma4/modular_gemma4.py"
+            "src/transformers/generation/utils.py"
           ],
           "shared_directories": [
-            "src/transformers/models/gemma4",
-            "src/transformers/models",
+            "src/transformers/generation",
             "src/transformers",
             "src"
           ]
@@ -2163,7 +2259,7 @@
         46885
       ],
       "representative_pr_number": 42975,
-      "average_similarity": 0.539,
+      "average_similarity": 0.538,
       "summary": "4 open PRs share weighted file overlap around `.github/workflows/build-docker-images.yml`, `.github/workflows/build-nightly-ci-docker-images.yml`, `.github/workflows/build-past-ci-docker-images.yml`; representative PR #42975.",
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@@ -2184,7 +2280,7 @@
           "left_pr_number": 42975,
           "right_pr_number": 46885,
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-          "content_similarity": 0.709,
+          "content_similarity": 0.708,
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           "concentration_similarity": 1.0,
@@ -2209,7 +2305,7 @@
           "left_pr_number": 42975,
           "right_pr_number": 45077,
           "similarity": 0.659,
-          "content_similarity": 0.595,
+          "content_similarity": 0.594,
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           "breadth_similarity": 0.833,
           "concentration_similarity": 1.0,
@@ -2233,7 +2329,7 @@
         {
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           "right_pr_number": 46885,
-          "similarity": 0.555,
+          "similarity": 0.554,
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@@ -2256,7 +2352,7 @@
           "left_pr_number": 45077,
           "right_pr_number": 46885,
           "similarity": 0.48,
-          "content_similarity": 0.458,
+          "content_similarity": 0.457,
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           "breadth_similarity": 0.867,
           "concentration_similarity": 1.0,
@@ -2281,7 +2377,7 @@
           "left_pr_number": 42976,
           "right_pr_number": 45077,
           "similarity": 0.471,
-          "content_similarity": 0.492,
+          "content_similarity": 0.491,
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           "breadth_similarity": 0.659,
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@@ -2300,8 +2396,8 @@
         {
           "left_pr_number": 42975,
           "right_pr_number": 42976,
-          "similarity": 0.395,
-          "content_similarity": 0.384,
+          "similarity": 0.394,
+          "content_similarity": 0.383,
           "size_similarity": 0.101,
           "breadth_similarity": 0.606,
           "concentration_similarity": 1.0,
@@ -2330,7 +2426,7 @@
         47005
       ],
       "representative_pr_number": 41606,
-      "average_similarity": 0.491,
+      "average_similarity": 0.492,
       "summary": "4 open PRs share weighted file overlap around `tests/test_processing_common.py`, `src/transformers/processing_utils.py`; representative PR #41606.",
       "shared_filenames": [
         "tests/test_processing_common.py",
@@ -2472,8 +2568,8 @@
         {
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           "right_pr_number": 46152,
-          "similarity": 0.618,
-          "content_similarity": 0.544,
+          "similarity": 0.619,
+          "content_similarity": 0.545,
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           "breadth_similarity": 1.0,
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@@ -2489,8 +2585,8 @@
         {
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@@ -2541,7 +2637,7 @@
           "left_pr_number": 44385,
           "right_pr_number": 44615,
           "similarity": 0.405,
-          "content_similarity": 0.332,
+          "content_similarity": 0.333,
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           "breadth_similarity": 0.667,
           "concentration_similarity": 1.0,
@@ -2558,7 +2654,7 @@
           "left_pr_number": 44385,
           "right_pr_number": 46152,
           "similarity": 0.39,
-          "content_similarity": 0.343,
+          "content_similarity": 0.344,
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           "breadth_similarity": 0.667,
           "concentration_similarity": 1.0,
@@ -2614,7 +2710,7 @@
         {
           "left_pr_number": 43875,
           "right_pr_number": 46781,
-          "similarity": 0.636,
+          "similarity": 0.637,
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           "size_similarity": 0.756,
           "breadth_similarity": 1.0,
@@ -2725,9 +2821,9 @@
           "right_pr_number": 46735,
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           "content_similarity": 0.632,
-          "size_similarity": 0.247,
+          "size_similarity": 0.248,
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+          "concentration_similarity": 0.96,
           "shared_filenames": [
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@@ -2761,11 +2857,11 @@
         {
           "left_pr_number": 42655,
           "right_pr_number": 45979,
-          "similarity": 0.391,
-          "content_similarity": 0.317,
-          "size_similarity": 0.331,
+          "similarity": 0.39,
+          "content_similarity": 0.316,
+          "size_similarity": 0.329,
           "breadth_similarity": 0.792,
-          "concentration_similarity": 0.8,
+          "concentration_similarity": 0.797,
           "shared_filenames": [
             "src/transformers/generation/utils.py",
             "tests/generation/test_utils.py"
@@ -2782,10 +2878,10 @@
           "left_pr_number": 32189,
           "right_pr_number": 45979,
           "similarity": 0.321,
-          "content_similarity": 0.164,
-          "size_similarity": 0.7,
+          "content_similarity": 0.162,
+          "size_similarity": 0.702,
           "breadth_similarity": 0.633,
-          "concentration_similarity": 0.768,
+          "concentration_similarity": 0.771,
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           ],
@@ -2843,7 +2939,7 @@
         46007
       ],
       "representative_pr_number": 44550,
-      "average_similarity": 0.354,
+      "average_similarity": 0.355,
       "summary": "4 open PRs cluster in `docs/source/en`, `docs/source`, `docs` with similar change breadth; representative PR #44550.",
       "shared_filenames": [],
       "shared_directories": [
@@ -2856,8 +2952,8 @@
         {
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-          "similarity": 0.392,
-          "content_similarity": 0.132,
+          "similarity": 0.393,
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           "breadth_similarity": 1.0,
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@@ -2872,8 +2968,8 @@
         {
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           "right_pr_number": 44550,
-          "similarity": 0.362,
-          "content_similarity": 0.098,
+          "similarity": 0.363,
+          "content_similarity": 0.099,
           "size_similarity": 0.957,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -2888,7 +2984,7 @@
           "left_pr_number": 33686,
           "right_pr_number": 44407,
           "similarity": 0.353,
-          "content_similarity": 0.084,
+          "content_similarity": 0.085,
           "size_similarity": 0.957,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -2902,8 +2998,8 @@
         {
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           "right_pr_number": 46007,
-          "similarity": 0.343,
-          "content_similarity": 0.079,
+          "similarity": 0.344,
+          "content_similarity": 0.08,
           "size_similarity": 0.92,
           "breadth_similarity": 1.0,
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@@ -2917,8 +3013,8 @@
         {
           "left_pr_number": 44550,
           "right_pr_number": 46007,
-          "similarity": 0.342,
-          "content_similarity": 0.086,
+          "similarity": 0.343,
+          "content_similarity": 0.087,
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           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -2932,7 +3028,7 @@
         {
           "left_pr_number": 33686,
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-          "similarity": 0.334,
+          "similarity": 0.335,
           "content_similarity": 0.075,
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           "breadth_similarity": 1.0,
@@ -3034,27 +3130,27 @@
         46780
       ],
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-      "average_similarity": 0.721,
-      "summary": "3 open PRs share weighted file overlap around `src/transformers/models/vit_mae/modeling_vit_mae.py`, `src/transformers/models/vit_mae/modular_vit_mae.py`, `src/transformers/models/pp_doclayout_v2/modeling_pp_doclayout_v2.py`; representative PR #46780.",
+      "average_similarity": 0.72,
+      "summary": "3 open PRs share weighted file overlap around `src/transformers/models/vit_mae/modeling_vit_mae.py`, `src/transformers/models/vit_mae/modular_vit_mae.py`, `src/transformers/models/aimv2/modeling_aimv2.py`; representative PR #46780.",
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         "src/transformers/models/vit_mae/modeling_vit_mae.py",
         "src/transformers/models/vit_mae/modular_vit_mae.py",
-        "src/transformers/models/pp_doclayout_v2/modeling_pp_doclayout_v2.py",
         "src/transformers/models/aimv2/modeling_aimv2.py",
         "src/transformers/models/deimv2/modeling_deimv2.py",
-        "src/transformers/models/d_fine/modeling_d_fine.py",
+        "src/transformers/models/pp_doclayout_v2/modeling_pp_doclayout_v2.py",
         "src/transformers/models/pp_doclayout_v3/modeling_pp_doclayout_v3.py",
-        "src/transformers/models/rt_detr/modeling_rt_detr.py"
+        "src/transformers/models/rt_detr/modeling_rt_detr.py",
+        "src/transformers/models/d_fine/modeling_d_fine.py"
       ],
       "shared_directories": [
         "src/transformers/models/vit_mae",
         "src/transformers/models/deimv2",
-        "src/transformers/models/pp_doclayout_v2",
         "src/transformers/models/aimv2",
-        "src/transformers/models/d_fine",
+        "src/transformers/models/pp_doclayout_v2",
         "src/transformers/models/pp_doclayout_v3",
-        "src/transformers/models/rt_detr_v2",
-        "src/transformers/models/rt_detr"
+        "src/transformers/models/d_fine",
+        "src/transformers/models/rt_detr",
+        "src/transformers/models/rt_detr_v2"
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@@ -3092,8 +3188,8 @@
         {
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-          "similarity": 0.608,
-          "content_similarity": 0.636,
+          "similarity": 0.606,
+          "content_similarity": 0.635,
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           "breadth_similarity": 0.679,
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@@ -3124,8 +3220,8 @@
         {
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-          "similarity": 0.592,
-          "content_similarity": 0.63,
+          "similarity": 0.591,
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           "breadth_similarity": 0.679,
           "concentration_similarity": 0.916,
@@ -3181,7 +3277,7 @@
           "left_pr_number": 45627,
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           "similarity": 0.673,
-          "content_similarity": 0.588,
+          "content_similarity": 0.589,
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@@ -3391,7 +3487,7 @@
         46928
       ],
       "representative_pr_number": 46580,
-      "average_similarity": 0.559,
+      "average_similarity": 0.56,
       "summary": "3 open PRs share weighted file overlap around `src/transformers/models/auto/tokenization_auto.py`; representative PR #46580.",
       "shared_filenames": [
         "src/transformers/models/auto/tokenization_auto.py"
@@ -3407,7 +3503,7 @@
           "left_pr_number": 46580,
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-          "content_similarity": 0.715,
+          "content_similarity": 0.716,
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           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -3424,8 +3520,8 @@
         {
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-          "similarity": 0.539,
-          "content_similarity": 0.492,
+          "similarity": 0.54,
+          "content_similarity": 0.494,
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           "breadth_similarity": 0.5,
           "concentration_similarity": 0.75,
@@ -3442,8 +3538,8 @@
         {
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-          "similarity": 0.481,
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+          "similarity": 0.482,
+          "content_similarity": 0.553,
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           "breadth_similarity": 0.5,
           "concentration_similarity": 0.75,
@@ -3521,7 +3617,7 @@
           "left_pr_number": 44940,
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           "similarity": 0.477,
-          "content_similarity": 0.414,
+          "content_similarity": 0.415,
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           "breadth_similarity": 0.833,
           "concentration_similarity": 0.882,
@@ -3768,7 +3864,7 @@
           "left_pr_number": 46257,
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           "similarity": 0.616,
-          "content_similarity": 0.451,
+          "content_similarity": 0.452,
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           "breadth_similarity": 1.0,
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@@ -3843,7 +3939,7 @@
           "left_pr_number": 43656,
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           "similarity": 0.579,
-          "content_similarity": 0.565,
+          "content_similarity": 0.566,
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           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -3989,12 +4085,12 @@
       ],
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-          "right_pr_number": 45649,
-          "similarity": 0.51,
-          "content_similarity": 0.518,
-          "size_similarity": 0.149,
-          "breadth_similarity": 0.75,
+          "left_pr_number": 45649,
+          "right_pr_number": 45655,
+          "similarity": 0.511,
+          "content_similarity": 0.348,
+          "size_similarity": 0.778,
+          "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
           "shared_filenames": [
             "src/transformers/modeling_utils.py"
@@ -4005,12 +4101,12 @@
           ]
         },
         {
-          "left_pr_number": 45649,
-          "right_pr_number": 45655,
+          "left_pr_number": 45548,
+          "right_pr_number": 45649,
           "similarity": 0.51,
-          "content_similarity": 0.348,
-          "size_similarity": 0.778,
-          "breadth_similarity": 1.0,
+          "content_similarity": 0.518,
+          "size_similarity": 0.149,
+          "breadth_similarity": 0.75,
           "concentration_similarity": 1.0,
           "shared_filenames": [
             "src/transformers/modeling_utils.py"
@@ -4064,7 +4160,7 @@
         {
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           "right_pr_number": 46994,
-          "similarity": 0.458,
+          "similarity": 0.459,
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           "size_similarity": 0.667,
           "breadth_similarity": 0.833,
@@ -4132,7 +4228,7 @@
         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",
@@ -4386,7 +4482,7 @@
           "left_pr_number": 46124,
           "right_pr_number": 46993,
           "similarity": 0.503,
-          "content_similarity": 0.344,
+          "content_similarity": 0.345,
           "size_similarity": 0.786,
           "breadth_similarity": 1.0,
           "concentration_similarity": 0.886,
@@ -4429,7 +4525,7 @@
         46775
       ],
       "representative_pr_number": 44889,
-      "average_similarity": 0.384,
+      "average_similarity": 0.385,
       "summary": "3 open PRs share weighted file overlap around `src/transformers/trainer.py`, `tests/trainer/distributed/test_trainer_distributed_deepspeed.py`; representative PR #44889.",
       "shared_filenames": [
         "src/transformers/trainer.py",
@@ -4467,7 +4563,7 @@
           "left_pr_number": 44889,
           "right_pr_number": 44981,
           "similarity": 0.396,
-          "content_similarity": 0.152,
+          "content_similarity": 0.153,
           "size_similarity": 0.991,
           "breadth_similarity": 1.0,
           "concentration_similarity": 0.812,
@@ -4485,7 +4581,7 @@
           "left_pr_number": 44981,
           "right_pr_number": 46775,
           "similarity": 0.301,
-          "content_similarity": 0.124,
+          "content_similarity": 0.125,
           "size_similarity": 0.885,
           "breadth_similarity": 0.458,
           "concentration_similarity": 0.712,
@@ -4501,6 +4597,107 @@
         }
       ]
     },
+    {
+      "cluster_id": "pr-scope-46138-3",
+      "pr_numbers": [
+        46138,
+        46501,
+        46503
+      ],
+      "representative_pr_number": 46503,
+      "average_similarity": 0.345,
+      "summary": "3 open PRs cluster in `.github/workflows`, `.github` with similar change breadth; representative PR #46503.",
+      "shared_filenames": [],
+      "shared_directories": [
+        ".github/workflows",
+        ".github"
+      ],
+      "pairwise": [
+        {
+          "left_pr_number": 46501,
+          "right_pr_number": 46503,
+          "similarity": 0.363,
+          "content_similarity": 0.09,
+          "size_similarity": 1.0,
+          "breadth_similarity": 1.0,
+          "concentration_similarity": 1.0,
+          "shared_filenames": [],
+          "shared_directories": [
+            ".github/workflows",
+            ".github"
+          ]
+        },
+        {
+          "left_pr_number": 46138,
+          "right_pr_number": 46503,
+          "similarity": 0.344,
+          "content_similarity": 0.116,
+          "size_similarity": 0.75,
+          "breadth_similarity": 1.0,
+          "concentration_similarity": 1.0,
+          "shared_filenames": [],
+          "shared_directories": [
+            ".github/workflows",
+            ".github"
+          ]
+        },
+        {
+          "left_pr_number": 46138,
+          "right_pr_number": 46501,
+          "similarity": 0.328,
+          "content_similarity": 0.094,
+          "size_similarity": 0.75,
+          "breadth_similarity": 1.0,
+          "concentration_similarity": 1.0,
+          "shared_filenames": [],
+          "shared_directories": [
+            ".github/workflows",
+            ".github"
+          ]
+        }
+      ]
+    },
+    {
+      "cluster_id": "pr-scope-46847-2",
+      "pr_numbers": [
+        46847,
+        47009
+      ],
+      "representative_pr_number": 46847,
+      "average_similarity": 1.0,
+      "summary": "2 open PRs share weighted file overlap around `src/transformers/models/qwen3_5/configuration_qwen3_5.py`, `src/transformers/models/qwen3_5/modular_qwen3_5.py`; representative PR #46847.",
+      "shared_filenames": [
+        "src/transformers/models/qwen3_5/configuration_qwen3_5.py",
+        "src/transformers/models/qwen3_5/modular_qwen3_5.py"
+      ],
+      "shared_directories": [
+        "src/transformers/models/qwen3_5",
+        "src/transformers/models",
+        "src/transformers",
+        "src"
+      ],
+      "pairwise": [
+        {
+          "left_pr_number": 46847,
+          "right_pr_number": 47009,
+          "similarity": 1.0,
+          "content_similarity": 1.0,
+          "size_similarity": 1.0,
+          "breadth_similarity": 1.0,
+          "concentration_similarity": 1.0,
+          "shared_filenames": [
+            "src/transformers/models/qwen3_5/configuration_qwen3_5.py",
+            "src/transformers/models/qwen3_5/modular_qwen3_5.py"
+          ],
+          "shared_directories": [
+            "src/transformers/models/qwen3_5",
+            "src/transformers/models",
+            "src/transformers",
+            "src"
+          ]
+        }
+      ]
+    },
     {
       "cluster_id": "pr-scope-44018-2",
       "pr_numbers": [
@@ -4652,7 +4849,7 @@
           "left_pr_number": 46895,
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           "similarity": 0.887,
-          "content_similarity": 0.91,
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           "breadth_similarity": 1.0,
           "concentration_similarity": 0.744,
@@ -4849,6 +5046,47 @@
         }
       ]
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+    {
+      "cluster_id": "pr-scope-46310-2",
+      "pr_numbers": [
+        46310,
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