Refresh transformers dataset snapshot 20260711T180021Z

README.md

@@ -75,7 +75,7 @@ Use:
 - eval set creation
 
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-      "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3A1fanwang",
-      "repo_first_seen_at": "2026-05-12T13:51:52Z",
-      "repo_last_seen_at": "2026-05-12T13:51:52Z",
-      "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": 3545,
-      "young_account": false,
-      "follow_through_score": "weak",
-      "breadth_score": "very high",
-      "automation_risk_signal": "medium",
-      "heuristic_note": "extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos",
-      "public_orgs": [
-        "linkedin"
-      ],
-      "activity": {
-        "visible_authored_pr_count": 123,
-        "merged_pr_count": 23,
-        "closed_unmerged_pr_count": 12,
-        "open_pr_count": 88,
-        "merged_pr_rate": 0.187,
-        "closed_unmerged_pr_rate": 0.0976,
-        "still_open_pr_rate": 0.7154,
-        "distinct_repos_with_authored_prs": 66,
-        "distinct_repos_with_open_prs": 51
-      },
-      "examples": {
-        "pull_requests": [
-          {
-            "kind": "pull_request",
-            "number": 45917,
-            "title": "Stop align_special_tokens from rewriting eos_token_id when no alignment is needed",
-            "url": "https://github.com/huggingface/transformers/pull/45917",
-            "state": "open",
-            "merged": false,
-            "draft": false,
-            "created_at": "2026-05-12T13:51:52Z"
-          }
-        ],
-        "issues": []
-      },
-      "fetch_error": null
-    },
     {
       "author_login": "abcd1927",
       "name": "yifei wu",
@@ -18519,6 +18460,63 @@
       },
       "fetch_error": null
     },
+    {
+      "author_login": "DivyanshPoothiya",
+      "name": null,
+      "profile_url": "https://github.com/DivyanshPoothiya",
+      "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ADivyanshPoothiya",
+      "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ADivyanshPoothiya",
+      "repo_first_seen_at": "2026-07-11T13:33:40Z",
+      "repo_last_seen_at": "2026-07-11T15:39:45Z",
+      "repo_primary_artifact_count": 1,
+      "repo_artifact_count": 2,
+      "snapshot_issue_count": 0,
+      "snapshot_pr_count": 1,
+      "snapshot_comment_count": 1,
+      "snapshot_review_count": 0,
+      "snapshot_review_comment_count": 0,
+      "repo_association": "FIRST_TIME_CONTRIBUTOR",
+      "new_to_repo": true,
+      "first_seen_in_snapshot": true,
+      "known_via_prior_merged_pr": false,
+      "report_reason": "first_seen_in_snapshot",
+      "enrichment_source": "live",
+      "live_refetch_skipped": false,
+      "account_age_days": 1132,
+      "young_account": false,
+      "follow_through_score": "weak",
+      "breadth_score": "low",
+      "automation_risk_signal": "low",
+      "heuristic_note": "high open PR share; no visible non-self stars; targets high-star repos",
+      "public_orgs": [],
+      "activity": {
+        "visible_authored_pr_count": 2,
+        "merged_pr_count": 0,
+        "closed_unmerged_pr_count": 0,
+        "open_pr_count": 2,
+        "merged_pr_rate": 0.0,
+        "closed_unmerged_pr_rate": 0.0,
+        "still_open_pr_rate": 1.0,
+        "distinct_repos_with_authored_prs": 2,
+        "distinct_repos_with_open_prs": 2
+      },
+      "examples": {
+        "pull_requests": [
+          {
+            "kind": "pull_request",
+            "number": 47260,
+            "title": "Standardize COCO test image fixture loading",
+            "url": "https://github.com/huggingface/transformers/pull/47260",
+            "state": "open",
+            "merged": false,
+            "draft": false,
+            "created_at": "2026-07-11T13:33:40Z"
+          }
+        ],
+        "issues": []
+      },
+      "fetch_error": null
+    },
     {
       "author_login": "Diwak4r",
       "name": "Diwakar Ray Yadav",
@@ -24218,12 +24216,12 @@
       "snapshot_review_count": 0,
       "snapshot_review_comment_count": 0,
       "repo_association": "FIRST_TIME_CONTRIBUTOR",
-      "new_to_repo": true,
-      "first_seen_in_snapshot": true,
+      "new_to_repo": false,
+      "first_seen_in_snapshot": false,
       "known_via_prior_merged_pr": false,
-      "report_reason": "first_seen_in_snapshot",
-      "enrichment_source": "live",
-      "live_refetch_skipped": false,
+      "report_reason": null,
+      "enrichment_source": "previous_report",
+      "live_refetch_skipped": true,
       "account_age_days": 2654,
       "young_account": false,
       "follow_through_score": "mixed",

new-contributors-report.md

@@ -1,7 +1,7 @@
 # New Contributor Report: huggingface/transformers
 
-- Snapshot: `20260711T120022Z`
-- Generated: `2026-07-11T12:00:56Z`
+- Snapshot: `20260711T180021Z`
+- Generated: `2026-07-11T18:00:54Z`
 - Activity window: `60d`
 - Contributors: `370`
 
@@ -48,12 +48,12 @@
 | `Anai-Guo` | [profile](https://github.com/Anai-Guo) | no | CONTRIBUTOR | 9d | `2026-04-22T13:14:19Z` | 10 | 0 | weak | high | medium | very new account; high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
 | `BenjaminBossan` | [profile](https://github.com/BenjaminBossan) | no | MEMBER | 4501d | `2024-10-17T11:56:32Z` | 10 | 0 | strong | moderate | low | high recent PR volume; targets high-star repos |
 | `nightcityblade` | [profile](https://github.com/nightcityblade) | no | CONTRIBUTOR | 97d | `2026-02-18T23:07:23Z` | 10 | 0 | weak | very high | high | young account; extremely high recent PR volume; very broad repo spread |
+| `Incheonkirin` | [profile](https://github.com/Incheonkirin) | no | CONTRIBUTOR | 2854d | `2026-06-09T11:35:01Z` | 9 | 2 | weak | moderate | low | high open PR share; targets high-star repos |
 | `AmineDiro` | [profile](https://github.com/AmineDiro) | no | MEMBER | 3865d | `2026-04-14T15:35:56Z` | 9 | 0 | mixed | moderate | low | high open PR share; targets high-star repos |
 | `albertvillanova` | [profile](https://github.com/albertvillanova) | no | MEMBER | 4257d | `2026-01-17T10:42:01Z` | 8 | 3 | strong | moderate | low | extremely high recent PR volume; targets high-star repos |
 | `dependabot[bot]` | [profile](https://github.com/dependabot[bot]) | no | CONTRIBUTOR | ?d | `2024-08-30T13:24:23Z` | 8 | 0 | n/a | n/a | n/a | summary unavailable |
 | `juliendenize` | [profile](https://github.com/juliendenize) | no | CONTRIBUTOR | 2852d | `2026-03-13T10:24:11Z` | 8 | 0 | mixed | moderate | low | high recent PR volume; targets high-star repos |
 | `dacorvo` | [profile](https://github.com/dacorvo) | no | MEMBER | 5087d | `2026-03-13T14:45:22Z` | 7 | 10 | weak | moderate | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
-| `Incheonkirin` | [profile](https://github.com/Incheonkirin) | no | CONTRIBUTOR | 2854d | `2026-06-09T11:35:01Z` | 7 | 2 | weak | moderate | low | high open PR share; targets high-star repos |
 | `guarin` | [profile](https://github.com/guarin) | no | MEMBER | 2794d | `2026-05-12T18:20:58Z` | 7 | 0 | strong | low | low | — |
 | `IMvision12` | [profile](https://github.com/IMvision12) | no | CONTRIBUTOR | 1735d | `2026-05-10T21:08:04Z` | 7 | 0 | strong | low | low | high recent PR volume |
 | `kpal002` | [profile](https://github.com/kpal002) | no | CONTRIBUTOR | 2595d | `2026-05-30T07:56:05Z` | 7 | 0 | strong | moderate | low | high recent PR volume |
@@ -81,7 +81,6 @@
 | `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 |
 | `MutugiD` | [profile](https://github.com/MutugiD) | no | FIRST_TIME_CONTRIBUTOR | 2310d | `2026-07-04T00:14:46Z` | 3 | 1 | strong | moderate | low | high recent PR volume |
 | `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 |
-| `tengomucho` | [profile](https://github.com/tengomucho) | no | MEMBER | 4442d | `2026-04-29T09:26:52Z` | 3 | 1 | mixed | low | low | — |
 | `ammmanism` | [profile](https://github.com/ammmanism) | no | FIRST_TIME_CONTRIBUTOR | 1620d | `2026-07-09T14:36:07Z` | 3 | 0 | mixed | moderate | low | — |
 | `boringcrypto` | [profile](https://github.com/boringcrypto) | no | CONTRIBUTOR | 5420d | `2026-06-23T10:53:58Z` | 3 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `Chao1Han` | [profile](https://github.com/Chao1Han) | no | FIRST_TIME_CONTRIBUTOR | 1422d | `2026-05-14T09:13:18Z` | 3 | 0 | mixed | moderate | low | high open PR share |
@@ -102,6 +101,7 @@
 | `merveenoyan` | [profile](https://github.com/merveenoyan) | no | MEMBER | 2500d | `2025-10-30T12:45:06Z` | 4 | 1 | mixed | moderate | low | — |
 | `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 |
 | `gante` | [profile](https://github.com/gante) | no | CONTRIBUTOR | 4054d | `2023-02-24T12:09:33Z` | 3 | 2 | strong | low | low | targets high-star repos |
+| `tengomucho` | [profile](https://github.com/tengomucho) | no | MEMBER | 4442d | `2026-04-29T09:26:52Z` | 3 | 1 | mixed | low | low | — |
 | `VectorPeak` | [profile](https://github.com/VectorPeak) | no | FIRST_TIME_CONTRIBUTOR | 2084d | `2026-07-03T09:46:12Z` | 2 | 3 | mixed | very high | medium | high recent PR volume; very broad repo spread; 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 |
@@ -209,7 +209,6 @@
 | `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 |
 | `XanxusCrypto` | [profile](https://github.com/XanxusCrypto) | no | FIRST_TIME_CONTRIBUTOR | 3282d | `2026-04-02T09:17:32Z` | 1 | 1 | weak | 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 |
-| `1fanwang` | [profile](https://github.com/1fanwang) | no | FIRST_TIME_CONTRIBUTOR | 3545d | `2026-05-12T13:51:52Z` | 1 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share; 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 |
 | `abderahmane-ai` | [profile](https://github.com/abderahmane-ai) | no | NONE | 294d | `2026-06-18T22:40:41Z` | 1 | 0 | weak | low | low | young account; high open PR share; 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 |
@@ -261,6 +260,7 @@
 | `devteamaegis` | [profile](https://github.com/devteamaegis) | no | NONE | 43d | `2026-05-28T21:52:17Z` | 1 | 0 | weak | very high | high | very new account; high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
 | `dfgvaetyj3456356-hash` | [profile](https://github.com/dfgvaetyj3456356-hash) | no | NONE | 3d | `2026-06-01T03:10:16Z` | 1 | 0 | weak | very high | high | very new account; high recent PR volume; very broad repo spread; high open PR share; no visible non-self stars; targets high-star repos |
 | `divya234-hue` | [profile](https://github.com/divya234-hue) | no | FIRST_TIMER | 553d | `2026-07-06T08:47:57Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
+| `DivyanshPoothiya` | [profile](https://github.com/DivyanshPoothiya) | yes | FIRST_TIME_CONTRIBUTOR | 1132d | `2026-07-11T13:33:40Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `Diwak4r` | [profile](https://github.com/Diwak4r) | no | NONE | 696d | `2026-07-09T08:10:37Z` | 1 | 0 | weak | very high | medium | high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
 | `DiwanshuG` | [profile](https://github.com/DiwanshuG) | no | NONE | 1279d | `2026-05-22T10:39:02Z` | 1 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `EdoardoMosca` | [profile](https://github.com/EdoardoMosca) | no | NONE | 2778d | `2026-06-30T12:56:34Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
@@ -360,7 +360,7 @@
 | `Shylin26` | [profile](https://github.com/Shylin26) | no | NONE | 170d | `2026-06-08T23:29:09Z` | 1 | 0 | weak | moderate | medium | young account; high open PR share |
 | `skshmjn` | [profile](https://github.com/skshmjn) | no | CONTRIBUTOR | 2609d | `2026-05-31T07:49:22Z` | 1 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
 | `snehasuman019` | [profile](https://github.com/snehasuman019) | no | NONE | 474d | `2026-05-29T16:36:41Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
-| `snkii` | [profile](https://github.com/snkii) | yes | FIRST_TIME_CONTRIBUTOR | 2654d | `2026-07-11T06:10:43Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
+| `snkii` | [profile](https://github.com/snkii) | no | FIRST_TIME_CONTRIBUTOR | 2654d | `2026-07-11T06:10:43Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
 | `someaka` | [profile](https://github.com/someaka) | no | NONE | 1845d | `2026-06-07T17:49:40Z` | 1 | 0 | weak | moderate | medium | high recent PR volume; many recent closed-unmerged PRs; targets high-star repos |
 | `srinjoy356` | [profile](https://github.com/srinjoy356) | no | FIRST_TIME_CONTRIBUTOR | 992d | `2026-05-26T18:36:12Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `sshivampeta` | [profile](https://github.com/sshivampeta) | no | CONTRIBUTOR | 2929d | `2026-07-04T17:25:37Z` | 1 | 0 | weak | moderate | low | high open PR share |
@@ -756,12 +756,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AIlyasMoutawwakil)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AIlyasMoutawwakil)
 - repo first seen: `2025-07-04T08:41:29Z`
-- repo last seen: `2026-07-10T13:20:59Z`
+- repo last seen: `2026-07-11T13:03:19Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **37**
 - snapshot authored PRs/issues: **33 PRs / 4 issues**
-- snapshot discussion activity: **87 comments / 500 reviews / 459 review comments**
+- snapshot discussion activity: **87 comments / 502 reviews / 461 review comments**
 - account age: **2354 days**
 - recent public PR activity: **22 PRs** (16 merged / 2 closed-unmerged / 4 open; merged rate **73%**, closed-unmerged rate **9%**, open rate **18%**)
 - public orgs: `huggingface`, `Chouafa`
@@ -1315,6 +1315,31 @@ Example artifacts:
 - [PR #46578: Fix Wav2Vec2 word delimiter special token handling](https://github.com/huggingface/transformers/pull/46578) — open
 - [PR #46466: Fix generate masks for unknown layer types](https://github.com/huggingface/transformers/pull/46466) — closed
 
+### `Incheonkirin`
+
+- profile: [github.com/Incheonkirin](https://github.com/Incheonkirin)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AIncheonkirin)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AIncheonkirin)
+- repo first seen: `2026-06-09T11:35:01Z`
+- repo last seen: `2026-07-11T14:22:05Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **11**
+- snapshot authored PRs/issues: **9 PRs / 2 issues**
+- snapshot discussion activity: **12 comments / 0 reviews / 0 review comments**
+- account age: **2854 days**
+- recent public PR activity: **10 PRs** (1 merged / 1 closed-unmerged / 8 open; merged rate **10%**, closed-unmerged rate **10%**, open rate **80%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **moderate**, automation risk **low**
+- heuristic read: **high open PR share; targets high-star repos**
+
+Example artifacts:
+- [PR #47262: Respect min_tokens_to_keep in TopHLogitsWarper](https://github.com/huggingface/transformers/pull/47262) — open
+- [PR #47261: Fix gradient inflation when combining label smoothing with gradient accumulation](https://github.com/huggingface/transformers/pull/47261) — open
+- [PR #46784: Fix Moonshine training-loss double-shift (train against labels, not labels[..., 1:])](https://github.com/huggingface/transformers/pull/46784) — closed, merged
+- [Issue #46731: LabelSmoother ignores num_items_in_batch, inflating gradients by ~gradient_accumulation_steps with label smoothing](https://github.com/huggingface/transformers/issues/46731) — open
+- [Issue #46519: StopStringCriteria misses CJK stop strings on byte-level tokenizers when a character splits into byte-fragment tokens](https://github.com/huggingface/transformers/issues/46519) — closed
+
 ### `AmineDiro`
 
 - profile: [github.com/AmineDiro](https://github.com/AmineDiro)
@@ -1437,31 +1462,6 @@ Example artifacts:
 - [Issue #46439: Static cache `early_initialization` corrupts linear-attention layers (wrong shapes → `RuntimeError`)](https://github.com/huggingface/transformers/issues/46439) — closed
 - [Issue #46424: Cache config max_cache_length only honored for Quantized Cache](https://github.com/huggingface/transformers/issues/46424) — closed
 
-### `Incheonkirin`
-
-- profile: [github.com/Incheonkirin](https://github.com/Incheonkirin)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AIncheonkirin)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AIncheonkirin)
-- repo first seen: `2026-06-09T11:35:01Z`
-- repo last seen: `2026-06-20T14:58:14Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **9**
-- snapshot authored PRs/issues: **7 PRs / 2 issues**
-- snapshot discussion activity: **8 comments / 0 reviews / 0 review comments**
-- account age: **2854 days**
-- recent public PR activity: **10 PRs** (1 merged / 1 closed-unmerged / 8 open; merged rate **10%**, closed-unmerged rate **10%**, open rate **80%**)
-- public orgs: none visible
-- compact scores: follow-through **weak**, breadth **moderate**, automation risk **low**
-- heuristic read: **high open PR share; targets high-star repos**
-
-Example artifacts:
-- [PR #46784: Fix Moonshine training-loss double-shift (train against labels, not labels[..., 1:])](https://github.com/huggingface/transformers/pull/46784) — closed, merged
-- [PR #46763: Round the ue8m0 FP8 scale before quantizing so dequant matches the stored inverse](https://github.com/huggingface/transformers/pull/46763) — closed, merged
-- [PR #46734: Fix gradient inflation when combining label smoothing with gradient accumulation](https://github.com/huggingface/transformers/pull/46734) — closed
-- [Issue #46731: LabelSmoother ignores num_items_in_batch, inflating gradients by ~gradient_accumulation_steps with label smoothing](https://github.com/huggingface/transformers/issues/46731) — open
-- [Issue #46519: StopStringCriteria misses CJK stop strings on byte-level tokenizers when a character splits into byte-fragment tokens](https://github.com/huggingface/transformers/issues/46519) — closed
-
 ### `guarin`
 
 - profile: [github.com/guarin](https://github.com/guarin)
@@ -2089,30 +2089,6 @@ Example artifacts:
 - [PR #46255: Rename liger_kernels -> liger-kernels](https://github.com/huggingface/transformers/pull/46255) — closed
 - [Issue #30430: Remove `mps` workaround for `isin()`](https://github.com/huggingface/transformers/issues/30430) — closed
 
-### `tengomucho`
-
-- profile: [github.com/tengomucho](https://github.com/tengomucho)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Atengomucho)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Atengomucho)
-- repo first seen: `2026-04-29T09:26:52Z`
-- repo last seen: `2026-07-03T12:36:55Z`
-- first seen in snapshot: **no**
-- repo association: **MEMBER**
-- repo primary artifacts: **4**
-- snapshot authored PRs/issues: **3 PRs / 1 issues**
-- snapshot discussion activity: **5 comments / 1 reviews / 0 review comments**
-- account age: **4442 days**
-- recent public PR activity: **8 PRs** (5 merged / 2 closed-unmerged / 1 open; merged rate **62%**, closed-unmerged rate **25%**, open rate **12%**)
-- public orgs: none visible
-- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
-- heuristic read: **—**
-
-Example artifacts:
-- [PR #47041: Fix/qwen3 variants tp plan](https://github.com/huggingface/transformers/pull/47041) — closed, merged
-- [PR #46235: Fix `StaticCache` building an empty layer list when `num_kv_shared_layers == 0`](https://github.com/huggingface/transformers/pull/46235) — closed, merged
-- [PR #45918: Add initial torch_tpu backend support](https://github.com/huggingface/transformers/pull/45918) — closed, merged
-- [Issue #46846: [Qwen3.5] Missing `linear_attn` entries in `base_model_tp_plan` causes OOM and shape error at TP>1](https://github.com/huggingface/transformers/issues/46846) — closed
-
 ### `ammmanism`
 
 - profile: [github.com/ammmanism](https://github.com/ammmanism)
@@ -2580,6 +2556,30 @@ 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
 
+### `tengomucho`
+
+- profile: [github.com/tengomucho](https://github.com/tengomucho)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Atengomucho)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Atengomucho)
+- repo first seen: `2026-04-29T09:26:52Z`
+- repo last seen: `2026-07-03T12:36:55Z`
+- first seen in snapshot: **no**
+- repo association: **MEMBER**
+- repo primary artifacts: **4**
+- snapshot authored PRs/issues: **3 PRs / 1 issues**
+- snapshot discussion activity: **5 comments / 1 reviews / 0 review comments**
+- account age: **4442 days**
+- recent public PR activity: **8 PRs** (5 merged / 2 closed-unmerged / 1 open; merged rate **62%**, closed-unmerged rate **25%**, open rate **12%**)
+- public orgs: none visible
+- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
+- heuristic read: **—**
+
+Example artifacts:
+- [PR #47041: Fix/qwen3 variants tp plan](https://github.com/huggingface/transformers/pull/47041) — closed, merged
+- [PR #46235: Fix `StaticCache` building an empty layer list when `num_kv_shared_layers == 0`](https://github.com/huggingface/transformers/pull/46235) — closed, merged
+- [PR #45918: Add initial torch_tpu backend support](https://github.com/huggingface/transformers/pull/45918) — closed, merged
+- [Issue #46846: [Qwen3.5] Missing `linear_attn` entries in `base_model_tp_plan` causes OOM and shape error at TP>1](https://github.com/huggingface/transformers/issues/46846) — closed
+
 ### `VectorPeak`
 
 - profile: [github.com/VectorPeak](https://github.com/VectorPeak)
@@ -4981,27 +4981,6 @@ Example artifacts:
 Example artifacts:
 - [PR #46034: Fix outdated RAG documentation example](https://github.com/huggingface/transformers/pull/46034) — closed
 
-### `1fanwang`
-
-- profile: [github.com/1fanwang](https://github.com/1fanwang)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3A1fanwang)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3A1fanwang)
-- repo first seen: `2026-05-12T13:51:52Z`
-- repo last seen: `2026-05-12T13:51:52Z`
-- 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: **3545 days**
-- recent public PR activity: **123 PRs** (23 merged / 12 closed-unmerged / 88 open; merged rate **19%**, closed-unmerged rate **10%**, open rate **72%**)
-- public orgs: `linkedin`
-- compact scores: follow-through **weak**, breadth **very high**, automation risk **medium**
-- heuristic read: **extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos**
-
-Example artifacts:
-- [PR #45917: Stop align_special_tokens from rewriting eos_token_id when no alignment is needed](https://github.com/huggingface/transformers/pull/45917) — open
-
 ### `abcd1927`
 
 - profile: [github.com/abcd1927](https://github.com/abcd1927)
@@ -6073,6 +6052,27 @@ Example artifacts:
 Example artifacts:
 - [PR #47101: Improve README documentation](https://github.com/huggingface/transformers/pull/47101) — closed
 
+### `DivyanshPoothiya`
+
+- profile: [github.com/DivyanshPoothiya](https://github.com/DivyanshPoothiya)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ADivyanshPoothiya)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ADivyanshPoothiya)
+- repo first seen: `2026-07-11T13:33:40Z`
+- repo last seen: `2026-07-11T15:39:45Z`
+- first seen in snapshot: **yes**
+- repo association: **FIRST_TIME_CONTRIBUTOR**
+- repo primary artifacts: **1**
+- snapshot authored PRs/issues: **1 PRs / 0 issues**
+- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
+- account age: **1132 days**
+- recent public PR activity: **2 PRs** (0 merged / 0 closed-unmerged / 2 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
+- heuristic read: **high open PR share; no visible non-self stars; targets high-star repos**
+
+Example artifacts:
+- [PR #47260: Standardize COCO test image fixture loading](https://github.com/huggingface/transformers/pull/47260) — open
+
 ### `Diwak4r`
 
 - profile: [github.com/Diwak4r](https://github.com/Diwak4r)
@@ -8159,7 +8159,7 @@ Example artifacts:
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asnkii)
 - repo first seen: `2026-07-11T06:10:43Z`
 - repo last seen: `2026-07-11T06:10:43Z`
-- first seen in snapshot: **yes**
+- first seen in snapshot: **no**
 - repo association: **FIRST_TIME_CONTRIBUTOR**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**

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         46161
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       "summary": "6 open PRs share weighted file overlap around `src/transformers/processing_utils.py`, `tests/test_processing_common.py`, `tests/models/auto/test_processor_auto.py`; representative PR #45627.",
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@@ -1770,8 +1770,8 @@
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@@ -2274,8 +2274,8 @@
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@@ -2770,7 +2770,7 @@
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@@ -2875,7 +2875,7 @@
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@@ -2961,7 +2961,7 @@
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@@ -2994,514 +2994,97 @@
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+      "average_similarity": 0.356,
+      "summary": "5 open PRs cluster in `docs/source/en`, `docs/source`, `docs` with similar change breadth; representative PR #44407.",
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-      "summary": "5 open PRs cluster in `docs/source/en`, `docs/source`, `docs` with similar change breadth; representative PR #44407.",
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-          "size_similarity": 0.92,
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-          "concentration_similarity": 1.0,
-          "shared_filenames": [],
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+          "right_pr_number": 46007,
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+          "content_similarity": 0.083,
+          "size_similarity": 0.92,
+          "breadth_similarity": 1.0,
+          "concentration_similarity": 1.0,
+          "shared_filenames": [],
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@@ -3527,7 +3110,7 @@
           "left_pr_number": 46007,
           "right_pr_number": 47109,
           "similarity": 0.338,
-          "content_similarity": 0.077,
+          "content_similarity": 0.078,
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           "breadth_similarity": 1.0,
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@@ -3541,7 +3124,7 @@
         {
           "left_pr_number": 33686,
           "right_pr_number": 46007,
-          "similarity": 0.336,
+          "similarity": 0.337,
           "content_similarity": 0.078,
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           "breadth_similarity": 1.0,
@@ -3885,7 +3468,7 @@
         {
           "left_pr_number": 42975,
           "right_pr_number": 42976,
-          "similarity": 0.396,
+          "similarity": 0.397,
           "content_similarity": 0.387,
           "size_similarity": 0.101,
           "breadth_similarity": 0.606,
@@ -3915,7 +3498,7 @@
         45985
       ],
       "representative_pr_number": 45985,
-      "average_similarity": 0.509,
+      "average_similarity": 0.506,
       "summary": "4 open PRs share weighted file overlap around `src/transformers/generation/utils.py`; representative PR #45985.",
       "shared_filenames": [
         "src/transformers/generation/utils.py"
@@ -3929,8 +3512,8 @@
         {
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           "right_pr_number": 45985,
-          "similarity": 0.607,
-          "content_similarity": 0.495,
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+          "content_similarity": 0.49,
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           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -3946,8 +3529,8 @@
         {
           "left_pr_number": 39683,
           "right_pr_number": 45985,
-          "similarity": 0.6,
-          "content_similarity": 0.503,
+          "similarity": 0.597,
+          "content_similarity": 0.499,
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           "breadth_similarity": 1.0,
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@@ -3963,8 +3546,8 @@
         {
           "left_pr_number": 34667,
           "right_pr_number": 39683,
-          "similarity": 0.54,
-          "content_similarity": 0.454,
+          "similarity": 0.536,
+          "content_similarity": 0.449,
           "size_similarity": 0.478,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -3980,8 +3563,8 @@
         {
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           "right_pr_number": 45985,
-          "similarity": 0.452,
-          "content_similarity": 0.389,
+          "similarity": 0.45,
+          "content_similarity": 0.386,
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           "breadth_similarity": 1.0,
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@@ -3997,8 +3580,8 @@
         {
           "left_pr_number": 34667,
           "right_pr_number": 44872,
-          "similarity": 0.436,
-          "content_similarity": 0.351,
+          "similarity": 0.434,
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           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -4014,8 +3597,8 @@
         {
           "left_pr_number": 39683,
           "right_pr_number": 44872,
-          "similarity": 0.419,
-          "content_similarity": 0.357,
+          "similarity": 0.417,
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           "size_similarity": 0.13,
           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -4099,7 +3682,7 @@
           "left_pr_number": 46580,
           "right_pr_number": 47017,
           "similarity": 0.505,
-          "content_similarity": 0.537,
+          "content_similarity": 0.538,
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           "breadth_similarity": 0.5,
           "concentration_similarity": 0.625,
@@ -4401,7 +3984,7 @@
         {
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           "right_pr_number": 46942,
-          "similarity": 0.596,
+          "similarity": 0.597,
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@@ -4687,7 +4270,7 @@
         {
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-          "similarity": 0.379,
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           "breadth_similarity": 1.0,
@@ -4914,7 +4497,7 @@
           "left_pr_number": 43997,
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           "similarity": 0.274,
-          "content_similarity": 0.022,
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           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -4962,7 +4545,7 @@
           "left_pr_number": 44114,
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           "similarity": 0.668,
-          "content_similarity": 0.7,
+          "content_similarity": 0.701,
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@@ -5067,66 +4650,226 @@
         44682
       ],
       "representative_pr_number": 43656,
-      "average_similarity": 0.475,
+      "average_similarity": 0.476,
       "summary": "3 open PRs share weighted file overlap around `src/transformers/cli/serve.py`; representative PR #43656.",
       "shared_filenames": [
         "src/transformers/cli/serve.py"
       ],
       "shared_directories": [
-        "src/transformers/cli",
+        "src/transformers/cli",
+        "src/transformers",
+        "src"
+      ],
+      "pairwise": [
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+          "similarity": 0.58,
+          "content_similarity": 0.566,
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+          "breadth_similarity": 1.0,
+          "concentration_similarity": 1.0,
+          "shared_filenames": [
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+          ],
+          "shared_directories": [
+            "src/transformers/cli",
+            "src/transformers",
+            "src"
+          ]
+        },
+        {
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+          "right_pr_number": 44682,
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+          "size_similarity": 0.048,
+          "breadth_similarity": 0.5,
+          "concentration_similarity": 0.802,
+          "shared_filenames": [
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+          ],
+          "shared_directories": [
+            "src/transformers/cli",
+            "src/transformers",
+            "src"
+          ]
+        },
+        {
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+          "right_pr_number": 44682,
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+          "content_similarity": 0.45,
+          "size_similarity": 0.011,
+          "breadth_similarity": 0.5,
+          "concentration_similarity": 0.802,
+          "shared_filenames": [
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+          ],
+          "shared_directories": [
+            "src/transformers/cli",
+            "src/transformers",
+            "src"
+          ]
+        }
+      ]
+    },
+    {
+      "cluster_id": "pr-scope-34925-3",
+      "pr_numbers": [
+        34925,
+        45917,
+        47261
+      ],
+      "representative_pr_number": 34925,
+      "average_similarity": 0.47,
+      "summary": "3 open PRs share weighted file overlap around `tests/trainer/test_trainer.py`, `src/transformers/trainer.py`; representative PR #34925.",
+      "shared_filenames": [
+        "tests/trainer/test_trainer.py",
+        "src/transformers/trainer.py"
+      ],
+      "shared_directories": [
+        "tests/trainer",
+        "src/transformers",
+        "tests",
+        "src"
+      ],
+      "pairwise": [
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+          "size_similarity": 0.39,
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+          "concentration_similarity": 0.78,
+          "shared_filenames": [
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+          "shared_directories": [
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+            "tests/trainer",
+            "src",
+            "tests"
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+        },
+        {
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+          "shared_filenames": [
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+          ],
+          "shared_directories": [
+            "src/transformers",
+            "tests/trainer",
+            "src",
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+        },
+        {
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+          "size_similarity": 0.404,
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+          "shared_filenames": [
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+          "shared_directories": [
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+      "summary": "3 open PRs share weighted file overlap around `tests/generation/test_utils.py`, `src/transformers/generation/utils.py`; representative PR #47153.",
+      "shared_filenames": [
+        "tests/generation/test_utils.py",
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+            "src/transformers/generation/utils.py",
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           ],
           "shared_directories": [
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           "shared_directories": [
-            "src/transformers/cli",
+            "src/transformers/generation",
             "src/transformers",
-            "src"
+            "tests/generation",
+            "src",
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-          "breadth_similarity": 0.5,
-          "concentration_similarity": 0.802,
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+          "right_pr_number": 46735,
+          "similarity": 0.384,
+          "content_similarity": 0.24,
+          "size_similarity": 0.467,
+          "breadth_similarity": 1.0,
+          "concentration_similarity": 0.917,
           "shared_filenames": [
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           ],
           "shared_directories": [
-            "src/transformers/cli",
+            "src/transformers/generation",
             "src/transformers",
-            "src"
+            "tests/generation",
+            "src",
+            "tests"
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@@ -5234,7 +4977,7 @@
           "left_pr_number": 46269,
           "right_pr_number": 47165,
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           "concentration_similarity": 0.825,
@@ -5369,7 +5112,7 @@
           "left_pr_number": 45541,
           "right_pr_number": 47224,
           "similarity": 0.414,
-          "content_similarity": 0.342,
+          "content_similarity": 0.343,
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           "breadth_similarity": 0.267,
           "concentration_similarity": 0.694,
@@ -5640,6 +5383,86 @@
         }
       ]
     },
+    {
+      "cluster_id": "pr-scope-44889-3",
+      "pr_numbers": [
+        44889,
+        44981,
+        46775
+      ],
+      "representative_pr_number": 44889,
+      "average_similarity": 0.386,
+      "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",
+        "tests/trainer/distributed/test_trainer_distributed_deepspeed.py"
+      ],
+      "shared_directories": [
+        "tests/trainer",
+        "src/transformers",
+        "tests",
+        "src",
+        "tests/trainer/distributed"
+      ],
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+          "size_similarity": 0.877,
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+          "shared_filenames": [
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+          ],
+          "shared_directories": [
+            "tests/trainer/distributed",
+            "src/transformers",
+            "tests/trainer",
+            "src",
+            "tests"
+          ]
+        },
+        {
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+          "content_similarity": 0.156,
+          "size_similarity": 0.991,
+          "breadth_similarity": 1.0,
+          "concentration_similarity": 0.812,
+          "shared_filenames": [
+            "src/transformers/trainer.py"
+          ],
+          "shared_directories": [
+            "src/transformers",
+            "tests/trainer",
+            "src",
+            "tests"
+          ]
+        },
+        {
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+          "right_pr_number": 46775,
+          "similarity": 0.304,
+          "content_similarity": 0.128,
+          "size_similarity": 0.885,
+          "breadth_similarity": 0.458,
+          "concentration_similarity": 0.712,
+          "shared_filenames": [
+            "src/transformers/trainer.py"
+          ],
+          "shared_directories": [
+            "src/transformers",
+            "tests/trainer",
+            "src",
+            "tests"
+          ]
+        }
+      ]
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     {
       "cluster_id": "pr-scope-46319-3",
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@@ -5661,7 +5484,7 @@
           "left_pr_number": 46319,
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           "similarity": 0.362,
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           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -5886,6 +5709,71 @@
         }
       ]
     },
+    {
+      "cluster_id": "pr-scope-47218-2",
+      "pr_numbers": [
+        47218,
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