Refresh transformers dataset snapshot 20260505T120036Z

README.md

@@ -75,7 +75,7 @@ Use:
 - eval set creation
 
 Notes:
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+      "automation_risk_signal": "low",
+      "heuristic_note": "high open PR share; no visible non-self stars",
+      "public_orgs": [],
+      "activity": {
+        "visible_authored_pr_count": 15,
+        "merged_pr_count": 0,
+        "closed_unmerged_pr_count": 3,
+        "open_pr_count": 12,
+        "merged_pr_rate": 0.0,
+        "closed_unmerged_pr_rate": 0.2,
+        "still_open_pr_rate": 0.8,
+        "distinct_repos_with_authored_prs": 9,
+        "distinct_repos_with_open_prs": 8
+      },
+      "examples": {
+        "pull_requests": [
+          {
+            "kind": "pull_request",
+            "number": 45781,
+            "title": "..",
+            "url": "https://github.com/huggingface/transformers/pull/45781",
+            "state": "closed",
+            "merged": false,
+            "draft": false,
+            "created_at": "2026-05-05T09:01:04Z"
+          }
+        ],
+        "issues": []
+      },
+      "fetch_error": null
+    },
     {
       "author_login": "songyuc",
       "name": "Song Yucheng",

new-contributors-report.md

@@ -1,9 +1,9 @@
 # New Contributor Report: huggingface/transformers
 
-- Snapshot: `20260505T060044Z`
-- Generated: `2026-05-05T06:01:38Z`
+- Snapshot: `20260505T120036Z`
+- Generated: `2026-05-05T12:01:50Z`
 - Activity window: `60d`
-- Contributors: `358`
+- Contributors: `359`
 
 ## Summary
 
@@ -12,7 +12,7 @@
 | `tarekziade` | [profile](https://github.com/tarekziade) | no | MEMBER | 5839d | `2026-01-21T16:52:29Z` | 85 | 6 | strong | high | low | extremely high recent PR volume; broad repo spread; targets high-star repos |
 | `Cyrilvallez` | [profile](https://github.com/Cyrilvallez) | no | MEMBER | 2036d | `2025-03-19T10:58:02Z` | 85 | 0 | strong | low | low | high recent PR volume; targets high-star repos |
 | `ydshieh` | [profile](https://github.com/ydshieh) | no | MEMBER | 4938d | `2025-03-31T13:54:54Z` | 75 | 0 | strong | low | low | high recent PR volume; targets high-star repos |
-| `zucchini-nlp` | [profile](https://github.com/zucchini-nlp) | no | MEMBER | 1508d | `2024-09-26T09:23:39Z` | 71 | 0 | mixed | moderate | low | high recent PR volume; targets high-star repos |
+| `zucchini-nlp` | [profile](https://github.com/zucchini-nlp) | no | MEMBER | 1508d | `2024-09-26T09:23:39Z` | 72 | 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` | 65 | 4 | 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` | 50 | 2 | mixed | moderate | low | high recent PR volume; targets high-star repos |
 | `SunMarc` | [profile](https://github.com/SunMarc) | no | MEMBER | 2360d | `2024-09-02T13:41:47Z` | 43 | 2 | strong | moderate | low | high recent PR volume; targets high-star repos |
@@ -159,7 +159,6 @@
 | `oleksii-tumanov` | [profile](https://github.com/oleksii-tumanov) | no | FIRST_TIME_CONTRIBUTOR | 4519d | `2026-04-22T03:12:11Z` | 1 | 2 | mixed | moderate | low | high recent PR volume |
 | `ouroborosscr` | [profile](https://github.com/ouroborosscr) | no | FIRST_TIMER | 1967d | `2026-03-21T15:38:54Z` | 1 | 2 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
 | `softguy777` | [profile](https://github.com/softguy777) | no | FIRST_TIMER | 955d | `2026-04-28T08:23:48Z` | 1 | 2 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
-| `abhijeet-dhumal` | [profile](https://github.com/abhijeet-dhumal) | no | CONTRIBUTOR | 1789d | `2026-03-06T07:07:19Z` | 1 | 1 | mixed | high | low | high recent PR volume; broad repo spread; no visible non-self stars |
 | `ambroiseodt` | [profile](https://github.com/ambroiseodt) | no | CONTRIBUTOR | 2181d | `2026-04-14T13:45:51Z` | 1 | 1 | strong | low | low | targets high-star repos |
 | `Anakintano` | [profile](https://github.com/Anakintano) | no | FIRST_TIME_CONTRIBUTOR | 1146d | `2026-03-09T07:54:58Z` | 1 | 1 | mixed | moderate | low | — |
 | `andylizf` | [profile](https://github.com/andylizf) | no | FIRST_TIME_CONTRIBUTOR | 3277d | `2026-03-24T04:53:11Z` | 1 | 1 | strong | moderate | low | targets high-star repos |
@@ -285,7 +284,7 @@
 | `kamalrajkannan78` | [profile](https://github.com/kamalrajkannan78) | no | CONTRIBUTOR | 814d | `2026-04-07T05:24:43Z` | 1 | 0 | strong | moderate | low | high recent PR volume; no visible non-self stars |
 | `Ker102` | [profile](https://github.com/Ker102) | no | NONE | 211d | `2026-03-13T13:13:58Z` | 1 | 0 | mixed | moderate | low | young account; high recent PR volume |
 | `kevinmalana` | [profile](https://github.com/kevinmalana) | no | NONE | 2248d | `2026-04-16T10:03:07Z` | 1 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
-| `kuishou68` | [profile](https://github.com/kuishou68) | yes | FIRST_TIME_CONTRIBUTOR | 2457d | `2026-05-05T02:27:41Z` | 1 | 0 | mixed | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
+| `kuishou68` | [profile](https://github.com/kuishou68) | no | FIRST_TIME_CONTRIBUTOR | 2457d | `2026-05-05T02:27:41Z` | 1 | 0 | mixed | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
 | `kulkarni-rohan` | [profile](https://github.com/kulkarni-rohan) | no | FIRST_TIME_CONTRIBUTOR | 3161d | `2026-03-14T20:01:00Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `layla1824` | [profile](https://github.com/layla1824) | no | FIRST_TIMER | 2241d | `2026-03-26T16:48:53Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
 | `lgeiger` | [profile](https://github.com/lgeiger) | no | CONTRIBUTOR | 3947d | `2026-04-30T12:35:42Z` | 1 | 0 | mixed | moderate | low | — |
@@ -327,7 +326,7 @@
 | `pritishyuvraj` | [profile](https://github.com/pritishyuvraj) | no | FIRST_TIME_CONTRIBUTOR | 3913d | `2026-04-30T04:36:04Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `rain-1` | [profile](https://github.com/rain-1) | no | CONTRIBUTOR | 3706d | `2026-03-10T07:09:07Z` | 1 | 0 | weak | low | low | high open PR share |
 | `RicardoLee510520` | [profile](https://github.com/RicardoLee510520) | no | FIRST_TIMER | 168d | `2026-03-19T06:30:53Z` | 1 | 0 | weak | low | medium | young account; many recent closed-unmerged PRs; targets high-star repos |
-| `rigen1048` | [profile](https://github.com/rigen1048) | no | FIRST_TIME_CONTRIBUTOR | 92d | `2026-04-28T15:23:48Z` | 1 | 0 | weak | moderate | medium | young account; many recent closed-unmerged PRs; high open PR share; targets high-star repos |
+| `rigen1048` | [profile](https://github.com/rigen1048) | no | CONTRIBUTOR | 92d | `2026-04-28T15:23:48Z` | 1 | 0 | weak | moderate | medium | young account; many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `RobTand` | [profile](https://github.com/RobTand) | no | FIRST_TIME_CONTRIBUTOR | 3405d | `2026-05-02T19:12:41Z` | 1 | 0 | weak | moderate | low | many recent closed-unmerged PRs |
 | `roycho96` | [profile](https://github.com/roycho96) | no | FIRST_TIME_CONTRIBUTOR | 2160d | `2026-03-20T15:08:32Z` | 1 | 0 | mixed | moderate | low | high open PR share |
 | `rsmed31` | [profile](https://github.com/rsmed31) | no | NONE | 1321d | `2026-03-14T23:57:14Z` | 1 | 0 | mixed | low | low | many recent closed-unmerged PRs; targets high-star repos |
@@ -344,6 +343,8 @@
 | `shaealh` | [profile](https://github.com/shaealh) | no | FIRST_TIME_CONTRIBUTOR | 70d | `2026-03-13T05:05:01Z` | 1 | 0 | mixed | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
 | `shhKnight30` | [profile](https://github.com/shhKnight30) | no | CONTRIBUTOR | 931d | `2026-04-04T10:29:57Z` | 1 | 0 | strong | low | low | targets high-star repos |
 | `Shikhar-S` | [profile](https://github.com/Shikhar-S) | no | FIRST_TIME_CONTRIBUTOR | 3763d | `2026-04-10T04:26:05Z` | 1 | 0 | weak | low | low | high open PR share |
+| `silencelamb` | [profile](https://github.com/silencelamb) | yes | FIRST_TIME_CONTRIBUTOR | 4218d | `2026-05-05T09:41:39Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
+| `simon-testaccount` | [profile](https://github.com/simon-testaccount) | yes | NONE | 545d | `2026-05-05T09:01:04Z` | 1 | 0 | weak | moderate | low | high open PR share; no visible non-self stars |
 | `songyuc` | [profile](https://github.com/songyuc) | no | NONE | 3292d | `2026-04-12T12:53:49Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
 | `Spectual` | [profile](https://github.com/Spectual) | no | NONE | 1537d | `2026-04-16T06:54:56Z` | 1 | 0 | weak | high | low | broad repo spread; high open PR share; targets high-star repos |
 | `stargazerwh` | [profile](https://github.com/stargazerwh) | no | NONE | 2935d | `2026-02-21T14:34:30Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
@@ -448,12 +449,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Azucchini-nlp)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Azucchini-nlp)
 - repo first seen: `2024-09-26T09:23:39Z`
-- repo last seen: `2026-05-04T18:53:39Z`
+- repo last seen: `2026-05-05T11:49:30Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
-- repo primary artifacts: **71**
-- snapshot authored PRs/issues: **71 PRs / 0 issues**
-- snapshot discussion activity: **495 comments / 722 reviews / 1746 review comments**
+- repo primary artifacts: **72**
+- snapshot authored PRs/issues: **72 PRs / 0 issues**
+- snapshot discussion activity: **499 comments / 731 reviews / 1754 review comments**
 - account age: **1508 days**
 - recent public PR activity: **50 PRs** (33 merged / 6 closed-unmerged / 11 open; merged rate **66%**, closed-unmerged rate **12%**, open rate **22%**)
 - public orgs: `huggingface`, `deeppavlov`
@@ -461,9 +462,9 @@ Example artifacts:
 - heuristic read: **high recent PR volume; targets high-star repos**
 
 Example artifacts:
-- [PR #45702: Reorder decorators for autodoc and dataclass](https://github.com/huggingface/transformers/pull/45702) — open
+- [PR #45783: [generation] Encode multimodal data only once](https://github.com/huggingface/transformers/pull/45783) — open
+- [PR #45702: Reorder decorators for autodoc and dataclass](https://github.com/huggingface/transformers/pull/45702) — closed, merged
 - [PR #45655: Fix the order of `cls.config` resolution](https://github.com/huggingface/transformers/pull/45655) — open
-- [PR #45630: Add new model: Kimi2-6](https://github.com/huggingface/transformers/pull/45630) — open
 
 ### `kaixuanliu`
 
@@ -657,7 +658,7 @@ Example artifacts:
 - heuristic read: **no visible non-self stars; targets high-star repos**
 
 Example artifacts:
-- [PR #45741: deepseek r1 distilled tokenizer fix for qwen2 mapping](https://github.com/huggingface/transformers/pull/45741) — open
+- [PR #45741: deepseek r1 distilled tokenizer fix for qwen2 mapping](https://github.com/huggingface/transformers/pull/45741) — closed, merged
 - [PR #45680: change got reverted](https://github.com/huggingface/transformers/pull/45680) — closed, merged
 - [PR #45435: do not index past decoded chars with special tokens](https://github.com/huggingface/transformers/pull/45435) — closed, merged
 
@@ -811,12 +812,12 @@ 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: `2026-05-04T12:33:50Z`
+- repo last seen: `2026-05-05T11:05:47Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **20**
 - snapshot authored PRs/issues: **17 PRs / 3 issues**
-- snapshot discussion activity: **53 comments / 179 reviews / 155 review comments**
+- snapshot discussion activity: **54 comments / 200 reviews / 176 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`
@@ -837,12 +838,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ahmellor)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ahmellor)
 - repo first seen: `2025-08-14T10:03:14Z`
-- repo last seen: `2026-05-01T14:54:46Z`
+- repo last seen: `2026-05-05T09:56:48Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **18**
 - snapshot authored PRs/issues: **16 PRs / 2 issues**
-- snapshot discussion activity: **22 comments / 53 reviews / 26 review comments**
+- snapshot discussion activity: **23 comments / 54 reviews / 26 review comments**
 - account age: **3592 days**
 - recent public PR activity: **79 PRs** (72 merged / 3 closed-unmerged / 4 open; merged rate **91%**, closed-unmerged rate **4%**, open rate **5%**)
 - public orgs: `huggingface`, `vllm-project`
@@ -1050,12 +1051,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Acasinca)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Acasinca)
 - repo first seen: `2025-12-10T12:31:18Z`
-- repo last seen: `2026-04-30T19:11:12Z`
+- repo last seen: `2026-05-05T10:29:16Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **10**
 - snapshot authored PRs/issues: **8 PRs / 2 issues**
-- snapshot discussion activity: **17 comments / 30 reviews / 30 review comments**
+- snapshot discussion activity: **18 comments / 30 reviews / 30 review comments**
 - account age: **2626 days**
 - recent public PR activity: **22 PRs** (17 merged / 1 closed-unmerged / 4 open; merged rate **77%**, closed-unmerged rate **5%**, open rate **18%**)
 - public orgs: none visible
@@ -1649,10 +1650,10 @@ Example artifacts:
 - heuristic read: **high recent PR volume**
 
 Example artifacts:
-- [PR #45770: Unwrap `text_config` in `AutoModelFor*.from_config`](https://github.com/huggingface/transformers/pull/45770) — open
+- [PR #45770: Unwrap `text_config` in `AutoModelFor*.from_config`](https://github.com/huggingface/transformers/pull/45770) — closed, merged
 - [PR #45760: End-to-end test of Gemma 3 + FA2 construction](https://github.com/huggingface/transformers/pull/45760) — open
 - [PR #45589: Fix `AttributeError` on `s_aux=None` in `flash_attention_forward`](https://github.com/huggingface/transformers/pull/45589) — closed, merged
-- [Issue #45759: `AutoModelForCausalLM.from_config` does not unwrap `text_config` for composite Qwen 3.5 and 3.6 multimodal configs](https://github.com/huggingface/transformers/issues/45759) — open
+- [Issue #45759: `AutoModelForCausalLM.from_config` does not unwrap `text_config` for composite Qwen 3.5 and 3.6 multimodal configs](https://github.com/huggingface/transformers/issues/45759) — closed
 - [Issue #45663: Gemma-4 training with FSDP2 raises `KeyError` in `Gemma4TextAttention.forward` because `shared_kv_states` is rebuilt per-layer](https://github.com/huggingface/transformers/issues/45663) — open
 - [Issue #45588: `integrations/flash_attention.py` crashes with `AttributeError` on `s_aux=None` for sink-less models](https://github.com/huggingface/transformers/issues/45588) — closed
 
@@ -3649,12 +3650,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aartem-spector)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aartem-spector)
 - repo first seen: `2026-04-13T13:31:01Z`
-- repo last seen: `2026-05-03T08:15:00Z`
+- repo last seen: `2026-05-05T11:05:06Z`
 - first seen in snapshot: **no**
 - repo association: **FIRST_TIME_CONTRIBUTOR**
 - repo primary artifacts: **3**
 - snapshot authored PRs/issues: **1 PRs / 2 issues**
-- snapshot discussion activity: **10 comments / 58 reviews / 58 review comments**
+- snapshot discussion activity: **12 comments / 74 reviews / 74 review comments**
 - account age: **4093 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
@@ -3827,28 +3828,6 @@ Example artifacts:
 - [Issue #45674: [BitsAndBytesConfig] Providing llm_int8_skip_modules clears the default lm_head exclusion, causing AssertionError in 4-bit inference](https://github.com/huggingface/transformers/issues/45674) — open
 - [Issue #45672: [Gemma4] torch.finfo() TypeError on uint8 weights in audio modules during 4-bit (NF4) inference](https://github.com/huggingface/transformers/issues/45672) — open
 
-### `abhijeet-dhumal`
-
-- profile: [github.com/abhijeet-dhumal](https://github.com/abhijeet-dhumal)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aabhijeet-dhumal)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aabhijeet-dhumal)
-- repo first seen: `2026-03-06T07:07:19Z`
-- repo last seen: `2026-03-17T12:29:43Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **2**
-- snapshot authored PRs/issues: **1 PRs / 1 issues**
-- snapshot discussion activity: **2 comments / 4 reviews / 4 review comments**
-- account age: **1789 days**
-- recent public PR activity: **30 PRs** (13 merged / 7 closed-unmerged / 10 open; merged rate **43%**, closed-unmerged rate **23%**, open rate **33%**)
-- public orgs: `kubeflow`, `opendatahub-io`, `red-hat-data-services`, `CareerPod`, `instructlab-public`, `Kubeflow-Commons-Hub`
-- compact scores: follow-through **mixed**, breadth **high**, automation risk **low**
-- heuristic read: **high recent PR volume; broad repo spread; no visible non-self stars**
-
-Example artifacts:
-- [PR #44487: feat(integration): Add KubeflowCallback to enable automatic progress …](https://github.com/huggingface/transformers/pull/44487) — closed, merged
-- [Issue #44486: KubeflowCallback: Native progress reporting for Kubernetes-based Kubeflow training](https://github.com/huggingface/transformers/issues/44486) — closed
-
 ### `ambroiseodt`
 
 - profile: [github.com/ambroiseodt](https://github.com/ambroiseodt)
@@ -6518,7 +6497,7 @@ Example artifacts:
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Akuishou68)
 - repo first seen: `2026-05-05T02:27:41Z`
 - repo last seen: `2026-05-05T02:27:41Z`
-- 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**
@@ -7401,7 +7380,7 @@ Example artifacts:
 - repo first seen: `2026-04-28T15:23:48Z`
 - repo last seen: `2026-05-04T21:00:13Z`
 - first seen in snapshot: **no**
-- repo association: **FIRST_TIME_CONTRIBUTOR**
+- repo association: **CONTRIBUTOR**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
 - snapshot discussion activity: **7 comments / 0 reviews / 0 review comments**
@@ -7412,7 +7391,7 @@ Example artifacts:
 - heuristic read: **young account; many recent closed-unmerged PRs; high open PR share; targets high-star repos**
 
 Example artifacts:
-- [PR #45687: fix: Added Mps support in float fallback backends list ](https://github.com/huggingface/transformers/pull/45687) — open
+- [PR #45687: fix: Added Mps support in float fallback backends list ](https://github.com/huggingface/transformers/pull/45687) — closed, merged
 
 ### `RobTand`
 
@@ -7750,6 +7729,48 @@ Example artifacts:
 Example artifacts:
 - [PR #45355: Add universal phone recognition model - PhoneticXeus](https://github.com/huggingface/transformers/pull/45355) — open
 
+### `silencelamb`
+
+- profile: [github.com/silencelamb](https://github.com/silencelamb)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Asilencelamb)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asilencelamb)
+- repo first seen: `2026-05-05T09:41:39Z`
+- repo last seen: `2026-05-05T09:41:39Z`
+- 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: **4218 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 #45782: Fix WeightConverter regex incorrectly matching shared_experts as experts in DeepSeek V4](https://github.com/huggingface/transformers/pull/45782) — open
+
+### `simon-testaccount`
+
+- profile: [github.com/simon-testaccount](https://github.com/simon-testaccount)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Asimon-testaccount)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asimon-testaccount)
+- repo first seen: `2026-05-05T09:01:04Z`
+- repo last seen: `2026-05-05T09:01:36Z`
+- first seen in snapshot: **yes**
+- repo association: **NONE**
+- repo primary artifacts: **1**
+- snapshot authored PRs/issues: **1 PRs / 0 issues**
+- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
+- account age: **545 days**
+- recent public PR activity: **15 PRs** (0 merged / 3 closed-unmerged / 12 open; merged rate **0%**, closed-unmerged rate **20%**, open rate **80%**)
+- 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**
+
+Example artifacts:
+- [PR #45781: ..](https://github.com/huggingface/transformers/pull/45781) — closed
+
 ### `songyuc`
 
 - profile: [github.com/songyuc](https://github.com/songyuc)

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           ],
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-            "src/transformers/models/gptj",
-            "src/transformers/models",
-            "src/transformers",
-            "src"
-          ]
-        }
-      ]
-    },
-    {
-      "cluster_id": "pr-scope-44015-3",
+            "src/transformers/models/ernie4_5_vl_moe",
+            "src/transformers/models/glm46v",
+            "src/transformers/models/glm4v",
+            "src/transformers/models/glm4v_moe",
+            "src/transformers/models/glm_image",
+            "src/transformers/models/glm_ocr",
+            "src/transformers/models/paddleocr_vl",
+            "src/transformers/models/qwen2_5_omni",
+            "src/transformers/models/qwen2_5_vl",
+            "src/transformers/models/qwen2_vl"
+          ]
+        },
+        {
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+          "shared_filenames": [
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+            "src/transformers/models/glm46v/modeling_glm46v.py",
+            "src/transformers/models/glm4v/modeling_glm4v.py",
+            "src/transformers/models/glm4v/modular_glm4v.py",
+            "src/transformers/models/glm4v_moe/modeling_glm4v_moe.py",
+            "src/transformers/models/glm_ocr/modeling_glm_ocr.py",
+            "src/transformers/models/paddleocr_vl/modeling_paddleocr_vl.py",
+            "src/transformers/models/paddleocr_vl/modular_paddleocr_vl.py",
+            "src/transformers/models/qwen2_5_omni/modeling_qwen2_5_omni.py",
+            "src/transformers/models/qwen2_5_omni/modular_qwen2_5_omni.py"
+          ],
+          "shared_directories": [
+            "src/transformers/models/ernie4_5_vl_moe",
+            "src/transformers/models/glm46v",
+            "src/transformers/models/glm4v",
+            "src/transformers/models/glm4v_moe",
+            "src/transformers/models/glm_ocr",
+            "src/transformers/models/paddleocr_vl",
+            "src/transformers/models/qwen2_5_omni",
+            "src/transformers/models/qwen2_5_vl",
+            "src/transformers/models/qwen2_vl",
+            "src/transformers/models/qwen3_5"
+          ]
+        },
+        {
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+          "right_pr_number": 44907,
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+          "shared_filenames": [
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+            "src/transformers/models/glm46v/modeling_glm46v.py",
+            "src/transformers/models/glm4v/modeling_glm4v.py",
+            "src/transformers/models/glm4v/modular_glm4v.py",
+            "src/transformers/models/glm4v_moe/modeling_glm4v_moe.py",
+            "src/transformers/models/glm_ocr/modeling_glm_ocr.py",
+            "src/transformers/models/paddleocr_vl/modeling_paddleocr_vl.py",
+            "src/transformers/models/paddleocr_vl/modular_paddleocr_vl.py",
+            "src/transformers/models/qwen2_5_omni/modeling_qwen2_5_omni.py",
+            "src/transformers/models/qwen2_5_omni/modular_qwen2_5_omni.py"
+          ],
+          "shared_directories": [
+            "src/transformers/models/ernie4_5_vl_moe",
+            "src/transformers/models/glm46v",
+            "src/transformers/models/glm4v",
+            "src/transformers/models/glm4v_moe",
+            "src/transformers/models/glm_ocr",
+            "src/transformers/models/paddleocr_vl",
+            "src/transformers/models/qwen2_5_omni",
+            "src/transformers/models/qwen2_5_vl",
+            "src/transformers/models/qwen2_vl",
+            "src/transformers/models/qwen3_5"
+          ]
+        }
+      ]
+    },
+    {
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+        44066,
+        44085,
+        44722
+      ],
+      "representative_pr_number": 44722,
+      "average_similarity": 0.942,
+      "summary": "3 open PRs share weighted file overlap around `src/transformers/models/gptj/modeling_gptj.py`, `src/transformers/models/codegen/modeling_codegen.py`; representative PR #44722.",
+      "shared_filenames": [
+        "src/transformers/models/gptj/modeling_gptj.py",
+        "src/transformers/models/codegen/modeling_codegen.py"
+      ],
+      "shared_directories": [
+        "src/transformers/models/gptj",
+        "src/transformers/models",
+        "src/transformers",
+        "src",
+        "src/transformers/models/codegen"
+      ],
+      "pairwise": [
+        {
+          "left_pr_number": 44066,
+          "right_pr_number": 44722,
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+          "content_similarity": 0.968,
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+          "breadth_similarity": 1.0,
+          "concentration_similarity": 0.957,
+          "shared_filenames": [
+            "src/transformers/models/codegen/modeling_codegen.py",
+            "src/transformers/models/gptj/modeling_gptj.py"
+          ],
+          "shared_directories": [
+            "src/transformers/models/codegen",
+            "src/transformers/models/gptj",
+            "src/transformers/models",
+            "src/transformers",
+            "src"
+          ]
+        },
+        {
+          "left_pr_number": 44085,
+          "right_pr_number": 44722,
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+          "content_similarity": 0.988,
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+          "breadth_similarity": 0.5,
+          "concentration_similarity": 0.986,
+          "shared_filenames": [
+            "src/transformers/models/gptj/modeling_gptj.py"
+          ],
+          "shared_directories": [
+            "src/transformers/models/gptj",
+            "src/transformers/models",
+            "src/transformers",
+            "src"
+          ]
+        },
+        {
+          "left_pr_number": 44066,
+          "right_pr_number": 44085,
+          "similarity": 0.918,
+          "content_similarity": 0.963,
+          "size_similarity": 0.979,
+          "breadth_similarity": 0.5,
+          "concentration_similarity": 0.944,
+          "shared_filenames": [
+            "src/transformers/models/gptj/modeling_gptj.py"
+          ],
+          "shared_directories": [
+            "src/transformers/models/gptj",
+            "src/transformers/models",
+            "src/transformers",
+            "src"
+          ]
+        }
+      ]
+    },
+    {
+      "cluster_id": "pr-scope-44015-3",
       "pr_numbers": [
         44015,
         44059,
         44676
       ],
       "representative_pr_number": 44059,
-      "average_similarity": 0.569,
+      "average_similarity": 0.572,
       "summary": "3 open PRs share weighted file overlap around `src/transformers/models/gpt2/modeling_gpt2.py`; representative PR #44059.",
       "shared_filenames": [
         "src/transformers/models/gpt2/modeling_gpt2.py"
@@ -1855,8 +1937,8 @@
         {
           "left_pr_number": 44059,
           "right_pr_number": 44676,
-          "similarity": 0.677,
-          "content_similarity": 0.74,
+          "similarity": 0.683,
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           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -1891,8 +1973,8 @@
         {
           "left_pr_number": 44015,
           "right_pr_number": 44676,
-          "similarity": 0.414,
-          "content_similarity": 0.502,
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+          "content_similarity": 0.508,
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           "breadth_similarity": 0.333,
           "concentration_similarity": 0.488,
@@ -1916,7 +1998,7 @@
         45422
       ],
       "representative_pr_number": 41606,
-      "average_similarity": 0.563,
+      "average_similarity": 0.559,
       "summary": "3 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",
@@ -1931,8 +2013,8 @@
         {
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-          "content_similarity": 0.672,
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@@ -1949,8 +2031,8 @@
         {
           "left_pr_number": 41606,
           "right_pr_number": 45422,
-          "similarity": 0.506,
-          "content_similarity": 0.43,
+          "similarity": 0.501,
+          "content_similarity": 0.424,
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           "breadth_similarity": 0.75,
           "concentration_similarity": 0.881,
@@ -1967,8 +2049,8 @@
         {
           "left_pr_number": 44543,
           "right_pr_number": 45422,
-          "similarity": 0.492,
-          "content_similarity": 0.467,
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+          "content_similarity": 0.461,
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           "breadth_similarity": 0.75,
           "concentration_similarity": 0.802,
@@ -2153,6 +2235,92 @@
         }
       ]
     },
+    {
+      "cluster_id": "pr-scope-45293-3",
+      "pr_numbers": [
+        45293,
+        45317,
+        45681
+      ],
+      "representative_pr_number": 45681,
+      "average_similarity": 0.507,
+      "summary": "3 open PRs share weighted file overlap around `tests/models/auto/test_tokenization_auto.py`, `src/transformers/models/auto/tokenization_auto.py`; representative PR #45681.",
+      "shared_filenames": [
+        "tests/models/auto/test_tokenization_auto.py",
+        "src/transformers/models/auto/tokenization_auto.py"
+      ],
+      "shared_directories": [
+        "tests/models/auto",
+        "tests/models",
+        "src/transformers",
+        "tests",
+        "src",
+        "src/transformers/models/auto",
+        "src/transformers/models"
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+          "size_similarity": 0.692,
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+          "concentration_similarity": 0.863,
+          "shared_filenames": [
+            "tests/models/auto/test_tokenization_auto.py"
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+          "shared_directories": [
+            "tests/models/auto",
+            "src/transformers",
+            "tests/models",
+            "src",
+            "tests"
+          ]
+        },
+        {
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+          "size_similarity": 0.513,
+          "breadth_similarity": 1.0,
+          "concentration_similarity": 0.891,
+          "shared_filenames": [
+            "src/transformers/models/auto/tokenization_auto.py",
+            "tests/models/auto/test_tokenization_auto.py"
+          ],
+          "shared_directories": [
+            "src/transformers/models/auto",
+            "src/transformers/models",
+            "tests/models/auto",
+            "src/transformers",
+            "tests/models",
+            "src",
+            "tests"
+          ]
+        },
+        {
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+          "concentration_similarity": 0.972,
+          "shared_filenames": [
+            "tests/models/auto/test_tokenization_auto.py"
+          ],
+          "shared_directories": [
+            "tests/models/auto",
+            "src/transformers",
+            "tests/models",
+            "src",
+            "tests"
+          ]
+        }
+      ]
+    },
     {
       "cluster_id": "pr-scope-45202-3",
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@@ -2184,8 +2352,8 @@
         {
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           "breadth_similarity": 1.0,
           "concentration_similarity": 0.989,
@@ -2212,7 +2380,7 @@
         {
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-          "similarity": 0.393,
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@@ -2257,7 +2425,7 @@
         44872
       ],
       "representative_pr_number": 34667,
-      "average_similarity": 0.467,
+      "average_similarity": 0.463,
       "summary": "3 open PRs share weighted file overlap around `src/transformers/generation/utils.py`; representative PR #34667.",
       "shared_filenames": [
         "src/transformers/generation/utils.py"
@@ -2271,8 +2439,8 @@
         {
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@@ -2288,8 +2456,8 @@
         {
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           "breadth_similarity": 1.0,
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@@ -2305,8 +2473,8 @@
         {
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@@ -2397,7 +2565,7 @@
         45524
       ],
       "representative_pr_number": 44615,
-      "average_similarity": 0.409,
+      "average_similarity": 0.408,
       "summary": "3 open PRs share weighted file overlap around `src/transformers/utils/import_utils.py`; representative PR #44615.",
       "shared_filenames": [
         "src/transformers/utils/import_utils.py"
@@ -2411,8 +2579,8 @@
         {
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           "breadth_similarity": 1.0,
           "concentration_similarity": 1.0,
@@ -2429,7 +2597,7 @@
           "left_pr_number": 44385,
           "right_pr_number": 44615,
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-          "content_similarity": 0.344,
+          "content_similarity": 0.343,
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           "breadth_similarity": 0.667,
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@@ -2445,7 +2613,7 @@
         {
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-          "similarity": 0.388,
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           "size_similarity": 0.615,
           "breadth_similarity": 0.667,
@@ -2461,6 +2629,108 @@
         }
       ]
     },
+    {
+      "cluster_id": "pr-scope-44664-3",
+      "pr_numbers": [
+        44664,
+        45034,
+        45513
+      ],
+      "representative_pr_number": 45513,
+      "average_similarity": 0.385,
+      "summary": "3 open PRs share weighted file overlap around `tests/models/qwen3_5/test_modeling_qwen3_5.py`, `src/transformers/models/qwen3_5/modular_qwen3_5.py`, `src/transformers/models/qwen3_5/modeling_qwen3_5.py`; representative PR #45513.",
+      "shared_filenames": [
+        "tests/models/qwen3_5/test_modeling_qwen3_5.py",
+        "src/transformers/models/qwen3_5/modular_qwen3_5.py",
+        "src/transformers/models/qwen3_5/modeling_qwen3_5.py",
+        "src/transformers/models/qwen3_next/modular_qwen3_next.py",
+        "src/transformers/models/qwen3_next/modeling_qwen3_next.py"
+      ],
+      "shared_directories": [
+        "src/transformers/models/qwen3_5",
+        "tests/models/qwen3_5",
+        "src/transformers/models",
+        "tests/models",
+        "src/transformers",
+        "tests",
+        "src",
+        "src/transformers/models/qwen3_next"
+      ],
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+          "shared_filenames": [
+            "src/transformers/models/qwen3_5/modeling_qwen3_5.py",
+            "src/transformers/models/qwen3_5/modular_qwen3_5.py",
+            "src/transformers/models/qwen3_next/modeling_qwen3_next.py",
+            "src/transformers/models/qwen3_next/modular_qwen3_next.py",
+            "tests/models/qwen3_5/test_modeling_qwen3_5.py"
+          ],
+          "shared_directories": [
+            "src/transformers/models/qwen3_5",
+            "src/transformers/models/qwen3_next",
+            "src/transformers/models",
+            "tests/models/qwen3_5",
+            "src/transformers",
+            "tests/models",
+            "src",
+            "tests"
+          ]
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+        {
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+          "size_similarity": 0.854,
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+          "shared_filenames": [
+            "src/transformers/models/qwen3_5/modeling_qwen3_5.py",
+            "src/transformers/models/qwen3_5/modular_qwen3_5.py",
+            "tests/models/qwen3_5/test_modeling_qwen3_5.py"
+          ],
+          "shared_directories": [
+            "src/transformers/models/qwen3_5",
+            "src/transformers/models",
+            "tests/models/qwen3_5",
+            "src/transformers",
+            "tests/models",
+            "src",
+            "tests"
+          ]
+        },
+        {
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+          "size_similarity": 0.346,
+          "breadth_similarity": 0.873,
+          "concentration_similarity": 0.877,
+          "shared_filenames": [
+            "src/transformers/models/qwen3_5/modeling_qwen3_5.py",
+            "src/transformers/models/qwen3_5/modular_qwen3_5.py",
+            "tests/models/qwen3_5/test_modeling_qwen3_5.py"
+          ],
+          "shared_directories": [
+            "src/transformers/models/qwen3_5",
+            "src/transformers/models",
+            "tests/models/qwen3_5",
+            "src/transformers",
+            "tests/models",
+            "src",
+            "tests"
+          ]
+        }
+      ]
+    },
     {
       "cluster_id": "pr-scope-33686-3",
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@@ -2499,7 +2769,7 @@
           "left_pr_number": 44407,
           "right_pr_number": 44550,
           "similarity": 0.368,
-          "content_similarity": 0.107,
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@@ -3061,7 +3331,7 @@
         43469
       ],
       "representative_pr_number": 41441,
-      "average_similarity": 0.684,
+      "average_similarity": 0.683,
       "summary": "2 open PRs share weighted file overlap around `src/transformers/hf_argparser.py`; representative PR #41441.",
       "shared_filenames": [
         "src/transformers/hf_argparser.py"
@@ -3074,7 +3344,7 @@
         {
           "left_pr_number": 41441,
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-          "similarity": 0.684,
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           "breadth_similarity": 0.5,
@@ -3170,7 +3440,7 @@
         45627
       ],
       "representative_pr_number": 42668,
-      "average_similarity": 0.662,
+      "average_similarity": 0.663,
       "summary": "2 open PRs share weighted file overlap around `tests/models/auto/test_processor_auto.py`, `src/transformers/processing_utils.py`; representative PR #42668.",
       "shared_filenames": [
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@@ -3187,8 +3457,8 @@
         {
           "left_pr_number": 42668,
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           "breadth_similarity": 0.216,
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@@ -3213,7 +3483,7 @@
         44116
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+      "summary": "2 open PRs share weighted file overlap around `src/transformers/models/data2vec/modeling_data2vec_audio.py`, `src/transformers/models/hubert/modeling_hubert.py`, `src/transformers/models/unispeech/modeling_unispeech.py`; representative PR #44114.",
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-      "summary": "2 open PRs share weighted file overlap around `src/transformers/utils/auto_docstring.py`; representative PR #45056.",
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+      "average_similarity": 0.503,
+      "summary": "2 open PRs share weighted file overlap around `src/transformers/testing_utils.py`; representative PR #45351.",
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-      "summary": "2 open PRs share weighted file overlap around `src/transformers/testing_utils.py`; representative PR #45351.",
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+      "average_similarity": 0.502,
+      "summary": "2 open PRs share weighted file overlap around `src/transformers/utils/auto_docstring.py`; representative PR #45056.",
       "shared_filenames": [
-        "src/transformers/testing_utils.py"
+        "src/transformers/utils/auto_docstring.py"
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+      "summary": "2 open PRs share weighted file overlap around `src/transformers/models/timesfm/modeling_timesfm.py`, `src/transformers/models/timesfm/modular_timesfm.py`, `tests/models/timesfm/test_modeling_timesfm.py`; representative PR #40755.",
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 }