Refresh transformers dataset snapshot 20260722T120022Z

README.md

@@ -75,7 +75,7 @@ Use:
 - eval set creation
 
 Notes:
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+- latest snapshot: `20260722T120022Z`
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+      "enrichment_source": "previous_report",
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       "account_age_days": 448,
       "young_account": false,
       "follow_through_score": "weak",
@@ -14338,14 +14416,14 @@
       "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AOmkumarSolanki",
       "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AOmkumarSolanki",
       "repo_first_seen_at": "2026-06-26T02:23:31Z",
-      "repo_last_seen_at": "2026-07-21T11:14:44Z",
+      "repo_last_seen_at": "2026-07-22T11:48:58Z",
       "repo_primary_artifact_count": 2,
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       "snapshot_pr_count": 1,
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-      "snapshot_review_count": 4,
-      "snapshot_review_comment_count": 4,
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+      "snapshot_review_comment_count": 9,
       "repo_association": "FIRST_TIME_CONTRIBUTOR",
       "new_to_repo": false,
       "first_seen_in_snapshot": false,
@@ -14378,7 +14456,7 @@
           {
             "kind": "pull_request",
             "number": 46903,
-            "title": "Fix PPFormulaNet training-loss double-shift (train against labels, not labels[..., 1:])",
+            "title": "Fix loss alignment and Trainer token counting for encoder decoder models",
             "url": "https://github.com/huggingface/transformers/pull/46903",
             "state": "open",
             "merged": false,
@@ -14401,6 +14479,74 @@
       },
       "fetch_error": null
     },
+    {
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+      "name": "Vidraft",
+      "profile_url": "https://github.com/openaiteams",
+      "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aopenaiteams",
+      "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aopenaiteams",
+      "repo_first_seen_at": "2026-07-22T11:00:56Z",
+      "repo_last_seen_at": "2026-07-22T11:14:33Z",
+      "repo_primary_artifact_count": 2,
+      "repo_artifact_count": 2,
+      "snapshot_issue_count": 1,
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+      "snapshot_comment_count": 0,
+      "snapshot_review_count": 0,
+      "snapshot_review_comment_count": 0,
+      "repo_association": "FIRST_TIMER",
+      "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": 1252,
+      "young_account": false,
+      "follow_through_score": "weak",
+      "breadth_score": "low",
+      "automation_risk_signal": "low",
+      "heuristic_note": "high open PR share; targets high-star repos",
+      "public_orgs": [],
+      "activity": {
+        "visible_authored_pr_count": 1,
+        "merged_pr_count": 0,
+        "closed_unmerged_pr_count": 0,
+        "open_pr_count": 1,
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+        "closed_unmerged_pr_rate": 0.0,
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+        "distinct_repos_with_authored_prs": 1,
+        "distinct_repos_with_open_prs": 1
+      },
+      "examples": {
+        "pull_requests": [
+          {
+            "kind": "pull_request",
+            "number": 47476,
+            "title": "Fix causality violation in Zamba2 inter-chunk state recurrence",
+            "url": "https://github.com/huggingface/transformers/pull/47476",
+            "state": "open",
+            "merged": false,
+            "draft": false,
+            "created_at": "2026-07-22T11:14:33Z"
+          }
+        ],
+        "issues": [
+          {
+            "kind": "issue",
+            "number": 47475,
+            "title": "[Zamba2] Causality violation in torch_forward: inter-chunk state recurrence reduces over the wrong axis",
+            "url": "https://github.com/huggingface/transformers/issues/47475",
+            "state": "open",
+            "merged": null,
+            "draft": null,
+            "created_at": "2026-07-22T11:00:56Z"
+          }
+        ]
+      },
+      "fetch_error": null
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     {
       "author_login": "Reigenleif",
       "name": "Reigenlef",
@@ -18206,63 +18352,6 @@
       },
       "fetch_error": null
     },
-    {
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-      "name": "Alex Esteban Folch",
-      "profile_url": "https://github.com/guinik",
-      "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aguinik",
-      "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aguinik",
-      "repo_first_seen_at": "2026-05-23T07:48:33Z",
-      "repo_last_seen_at": "2026-05-23T07:48:33Z",
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-      "known_via_prior_merged_pr": false,
-      "report_reason": null,
-      "enrichment_source": "previous_report",
-      "live_refetch_skipped": true,
-      "account_age_days": 1302,
-      "young_account": false,
-      "follow_through_score": "strong",
-      "breadth_score": "low",
-      "automation_risk_signal": "low",
-      "heuristic_note": "\u2014",
-      "public_orgs": [],
-      "activity": {
-        "visible_authored_pr_count": 10,
-        "merged_pr_count": 9,
-        "closed_unmerged_pr_count": 0,
-        "open_pr_count": 1,
-        "merged_pr_rate": 0.9,
-        "closed_unmerged_pr_rate": 0.0,
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-        "distinct_repos_with_authored_prs": 2,
-        "distinct_repos_with_open_prs": 1
-      },
-      "examples": {
-        "pull_requests": [
-          {
-            "kind": "pull_request",
-            "number": 46169,
-            "title": "[LED][Longformer] Replace for-loop with unfold in _chunk ONNX-export path",
-            "url": "https://github.com/huggingface/transformers/pull/46169",
-            "state": "open",
-            "merged": false,
-            "draft": false,
-            "created_at": "2026-05-23T07:48:33Z"
-          }
-        ],
-        "issues": []
-      },
-      "fetch_error": null
-    },
     {
       "author_login": "hai1222",
       "name": "ShawnMao",
@@ -23545,14 +23634,14 @@
       "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ated-mosi",
       "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ated-mosi",
       "repo_first_seen_at": "2026-06-05T13:30:42Z",
-      "repo_last_seen_at": "2026-07-16T11:40:08Z",
+      "repo_last_seen_at": "2026-07-22T11:12:49Z",
       "repo_primary_artifact_count": 1,
-      "repo_artifact_count": 29,
+      "repo_artifact_count": 33,
       "snapshot_issue_count": 0,
       "snapshot_pr_count": 1,
       "snapshot_comment_count": 6,
-      "snapshot_review_count": 11,
-      "snapshot_review_comment_count": 11,
+      "snapshot_review_count": 13,
+      "snapshot_review_comment_count": 13,
       "repo_association": "FIRST_TIME_CONTRIBUTOR",
       "new_to_repo": false,
       "first_seen_in_snapshot": false,

new-contributors-report.md

@@ -1,9 +1,9 @@
 # New Contributor Report: huggingface/transformers
 
-- Snapshot: `20260722T060034Z`
-- Generated: `2026-07-22T06:01:44Z`
+- Snapshot: `20260722T120022Z`
+- Generated: `2026-07-22T12:02:38Z`
 - Activity window: `60d`
-- Contributors: `358`
+- Contributors: `359`
 
 ## Summary
 
@@ -11,7 +11,7 @@
 | --- | --- | --- | --- | ---: | --- | ---: | ---: | --- | --- | --- | --- |
 | `ydshieh` | [profile](https://github.com/ydshieh) | no | MEMBER | 4938d | `2022-08-08T13:56:20Z` | 142 | 1 | 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` | 124 | 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` | 116 | 7 | 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` | 117 | 7 | strong | high | low | extremely high recent PR volume; broad repo spread; targets high-star repos |
 | `kaixuanliu` | [profile](https://github.com/kaixuanliu) | no | CONTRIBUTOR | 3934d | `2025-06-20T09:58:55Z` | 113 | 4 | mixed | moderate | low | high recent PR volume; targets high-star repos |
 | `zucchini-nlp` | [profile](https://github.com/zucchini-nlp) | no | MEMBER | 1508d | `2024-07-19T13:27:51Z` | 102 | 0 | 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` | 83 | 2 | strong | low | low | high recent PR volume; no visible non-self stars; targets high-star repos |
@@ -104,6 +104,7 @@
 | `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 |
 | `Bluear7878` | [profile](https://github.com/Bluear7878) | no | CONTRIBUTOR | 461d | `2026-05-29T04:39:19Z` | 2 | 1 | mixed | low | low | — |
+| `crackalamoo` | [profile](https://github.com/crackalamoo) | no | CONTRIBUTOR | 3045d | `2026-07-22T05:33:56Z` | 2 | 1 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `DavidJohnQuinlan` | [profile](https://github.com/DavidJohnQuinlan) | no | FIRST_TIME_CONTRIBUTOR | 2501d | `2026-07-09T14:26:35Z` | 2 | 1 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `Partha-Shankar` | [profile](https://github.com/Partha-Shankar) | no | CONTRIBUTOR | 947d | `2026-07-08T05:54:35Z` | 2 | 1 | mixed | moderate | low | high open PR share; targets high-star repos |
 | `Sainava` | [profile](https://github.com/Sainava) | no | CONTRIBUTOR | 865d | `2026-06-09T09:43:45Z` | 2 | 1 | mixed | moderate | low | — |
@@ -136,7 +137,7 @@
 | `primordialomegazero` | [profile](https://github.com/primordialomegazero) | no | FIRST_TIME_CONTRIBUTOR | 98d | `2026-06-18T22:40:42Z` | 2 | 0 | weak | moderate | medium | young account; many recent closed-unmerged PRs; targets high-star repos |
 | `punyamodi` | [profile](https://github.com/punyamodi) | no | CONTRIBUTOR | 2156d | `2026-06-12T08:32:21Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `py-ai-dev` | [profile](https://github.com/py-ai-dev) | no | NONE | 78d | `2026-03-21T22:53:27Z` | 2 | 0 | weak | high | medium | very new account; broad repo spread; high open PR share; no visible non-self stars; targets high-star repos |
-| `rahulrshetty45` | [profile](https://github.com/rahulrshetty45) | yes | CONTRIBUTOR | 448d | `2026-07-22T05:03:16Z` | 2 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
+| `rahulrshetty45` | [profile](https://github.com/rahulrshetty45) | no | CONTRIBUTOR | 448d | `2026-07-22T05:03:16Z` | 2 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
 | `srishtiii28` | [profile](https://github.com/srishtiii28) | no | FIRST_TIME_CONTRIBUTOR | 1008d | `2026-06-09T09:34:02Z` | 2 | 0 | mixed | low | low | — |
 | `w-Jessamine` | [profile](https://github.com/w-Jessamine) | no | FIRST_TIME_CONTRIBUTOR | 980d | `2026-06-28T20:34:00Z` | 2 | 0 | weak | moderate | low | high open PR share |
 | `XananasX7` | [profile](https://github.com/XananasX7) | no | NONE | 116d | `2026-06-28T03:40:37Z` | 2 | 0 | weak | very high | high | young account; extremely high recent PR volume; very broad repo spread; high open PR share |
@@ -192,6 +193,7 @@
 | `Madhav-000-s` | [profile](https://github.com/Madhav-000-s) | no | FIRST_TIME_CONTRIBUTOR | 661d | `2026-07-03T19:34:26Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
 | `mjkmain` | [profile](https://github.com/mjkmain) | no | NONE | 2071d | `2026-06-04T22:13:07Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
 | `OmkumarSolanki` | [profile](https://github.com/OmkumarSolanki) | no | FIRST_TIME_CONTRIBUTOR | 1018d | `2026-06-26T02:23:31Z` | 1 | 1 | weak | moderate | low | high recent PR volume; high open PR share; targets high-star repos |
+| `openaiteams` | [profile](https://github.com/openaiteams) | yes | FIRST_TIMER | 1252d | `2026-07-22T11:00:56Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
 | `Reigenleif` | [profile](https://github.com/Reigenleif) | no | NONE | 1631d | `2026-06-06T14:24:41Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
 | `shubhammr21` | [profile](https://github.com/shubhammr21) | no | FIRST_TIME_CONTRIBUTOR | 4155d | `2026-05-22T10:45:10Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
 | `silicon-dispatch-100` | [profile](https://github.com/silicon-dispatch-100) | no | FIRST_TIMER | 3377d | `2026-06-24T06:33:39Z` | 1 | 1 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
@@ -257,7 +259,6 @@
 | `Gitanaskhan26` | [profile](https://github.com/Gitanaskhan26) | no | FIRST_TIME_CONTRIBUTOR | 1836d | `2026-07-08T16:25:27Z` | 1 | 0 | weak | moderate | low | high open PR share |
 | `gmrnlg1971` | [profile](https://github.com/gmrnlg1971) | no | NONE | 19d | `2026-06-20T18:21:51Z` | 1 | 0 | weak | high | high | very new account; high recent PR volume; broad repo spread; high open PR share; no visible non-self stars; targets high-star repos |
 | `goanpeca` | [profile](https://github.com/goanpeca) | no | NONE | 4866d | `2026-06-17T03:02:47Z` | 1 | 0 | strong | very high | medium | extremely high recent PR volume; very broad repo spread |
-| `guinik` | [profile](https://github.com/guinik) | no | FIRST_TIME_CONTRIBUTOR | 1302d | `2026-05-23T07:48:33Z` | 1 | 0 | strong | low | low | — |
 | `hai1222` | [profile](https://github.com/hai1222) | no | CONTRIBUTOR | 4933d | `2026-07-20T03:59:48Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `Hannan-Komari` | [profile](https://github.com/Hannan-Komari) | no | NONE | 1308d | `2026-06-03T10:28:04Z` | 1 | 0 | mixed | moderate | low | many recent closed-unmerged PRs; no visible non-self stars |
 | `hanu-14` | [profile](https://github.com/hanu-14) | no | NONE | 1756d | `2026-07-18T07:34:31Z` | 1 | 0 | weak | very high | high | extremely high recent PR volume; very broad repo spread; high open PR share |
@@ -423,12 +424,12 @@ 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: `2026-07-20T07:13:41Z`
+- repo last seen: `2026-07-22T09:04:26Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
-- repo primary artifacts: **123**
-- snapshot authored PRs/issues: **116 PRs / 7 issues**
-- snapshot discussion activity: **227 comments / 241 reviews / 216 review comments**
+- repo primary artifacts: **124**
+- snapshot authored PRs/issues: **117 PRs / 7 issues**
+- snapshot discussion activity: **229 comments / 241 reviews / 216 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%**)
 - public orgs: `AFPy`, `faitmain`, `circus-tent`
@@ -436,9 +437,9 @@ Example artifacts:
 - heuristic read: **extremely high recent PR volume; broad repo spread; targets high-star repos**
 
 Example artifacts:
-- [PR #47422: CI: fix torchaudio pinning +proper break in rnnt](https://github.com/huggingface/transformers/pull/47422) — open
+- [PR #47474: CI: use a single function for GH calls](https://github.com/huggingface/transformers/pull/47474) — open
+- [PR #47422: CI: fix torchaudio pinning +proper break in rnnt](https://github.com/huggingface/transformers/pull/47422) — open, draft
 - [PR #47382: ci: harden daily CI reporting against GitHub API rate limits](https://github.com/huggingface/transformers/pull/47382) — closed, merged
-- [PR #47381: CI: add serge verify (GPU) caller workflow](https://github.com/huggingface/transformers/pull/47381) — closed, merged
 - [Issue #47205: Standardize test image fixture loading for COCO images](https://github.com/huggingface/transformers/issues/47205) — closed
 - [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
@@ -463,8 +464,8 @@ Example artifacts:
 
 Example artifacts:
 - [PR #47457: [Auto-Fix] Fix failing tests for inkling](https://github.com/huggingface/transformers/pull/47457) — open, draft
-- [PR #47449: fix failed test cases for qwen3_omni_moe model](https://github.com/huggingface/transformers/pull/47449) — open
-- [PR #47423: Fix multi-device mxfp4 dequantization race in `_convert_moe_packed_tensors`](https://github.com/huggingface/transformers/pull/47423) — open
+- [PR #47449: fix failed test cases for qwen3_omni_moe model](https://github.com/huggingface/transformers/pull/47449) — closed, merged
+- [PR #47423: Fix multi-device mxfp4 dequantization race in `_convert_moe_packed_tensors`](https://github.com/huggingface/transformers/pull/47423) — closed, merged
 - [Issue #44964: Cannot load `microsoft/Phi-4-multimodal-instruct` model with latest transformers.](https://github.com/huggingface/transformers/issues/44964) — closed
 - [Issue #44792: Failed test case `test_model_generate_images` for janus model](https://github.com/huggingface/transformers/issues/44792) — closed
 - [Issue #43854: Unable to load `zai-org/GLM-4.7-Flash` model correctly in the unit tests](https://github.com/huggingface/transformers/issues/43854) — closed
@@ -475,12 +476,12 @@ 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: `2024-07-19T13:27:51Z`
-- repo last seen: `2026-07-21T15:48:20Z`
+- repo last seen: `2026-07-22T10:06:03Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **102**
 - snapshot authored PRs/issues: **102 PRs / 0 issues**
-- snapshot discussion activity: **733 comments / 1175 reviews / 2512 review comments**
+- snapshot discussion activity: **734 comments / 1179 reviews / 2515 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`
@@ -743,12 +744,12 @@ 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: `2026-07-21T14:07:48Z`
+- repo last seen: `2026-07-22T11:12:26Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **40**
 - snapshot authored PRs/issues: **36 PRs / 4 issues**
-- snapshot discussion activity: **88 comments / 581 reviews / 532 review comments**
+- snapshot discussion activity: **88 comments / 586 reviews / 536 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`
@@ -769,12 +770,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ajiqing-feng)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ajiqing-feng)
 - repo first seen: `2024-03-21T04:37:45Z`
-- repo last seen: `2026-07-21T03:03:50Z`
+- repo last seen: `2026-07-22T07:37:01Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **40**
 - snapshot authored PRs/issues: **35 PRs / 5 issues**
-- snapshot discussion activity: **66 comments / 69 reviews / 69 review comments**
+- snapshot discussion activity: **68 comments / 81 reviews / 81 review comments**
 - account age: **1396 days**
 - recent public PR activity: **25 PRs** (22 merged / 1 closed-unmerged / 2 open; merged rate **88%**, closed-unmerged rate **4%**, open rate **8%**)
 - public orgs: none visible
@@ -809,7 +810,7 @@ Example artifacts:
 - enrichment fetch error: `[{"type": "NOT_FOUND", "path": ["user"], "locations": [{"line": 13, "column": 3}], "message": "Could not resolve to a User with the login of 'sergereview[bot]'."}]`
 
 Example artifacts:
-- [PR #47466: [serge] Fix 28 integration tests for model `whisper` failing with `other` (other (26), shape/size mismatch (2))](https://github.com/huggingface/transformers/pull/47466) — open
+- [PR #47466: [serge] Fix 28 integration tests for model `whisper` failing with `other` (other (26), shape/size mismatch (2))](https://github.com/huggingface/transformers/pull/47466) — open, draft
 - [PR #47445: [serge] Fix 8 integration tests for model `peft_integration` failing with `other` (other (8))](https://github.com/huggingface/transformers/pull/47445) — open
 - [PR #47444: [serge] Fix 8 integration tests for model `mpt` failing with `load_error` (other (8))](https://github.com/huggingface/transformers/pull/47444) — open
 
@@ -842,12 +843,12 @@ 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: `2026-07-21T16:17:58Z`
+- repo last seen: `2026-07-22T07:06:19Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **33**
 - snapshot authored PRs/issues: **31 PRs / 2 issues**
-- snapshot discussion activity: **34 comments / 69 reviews / 40 review comments**
+- snapshot discussion activity: **35 comments / 69 reviews / 40 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`
@@ -855,8 +856,8 @@ Example artifacts:
 - heuristic read: **high recent PR volume; targets high-star repos**
 
 Example artifacts:
-- [PR #47460: Move MLA expansion into the attention interface](https://github.com/huggingface/transformers/pull/47460) — open
-- [PR #47451: Move `value` padding into the attention interfaces that need it](https://github.com/huggingface/transformers/pull/47451) — open
+- [PR #47460: Isolate MLA KV expansion to make it easier to bypass](https://github.com/huggingface/transformers/pull/47460) — open
+- [PR #47451: Move `value` padding into the attention interfaces that need it](https://github.com/huggingface/transformers/pull/47451) — closed, merged
 - [PR #47435: Fix yarn `mscale_all_dim` for DeepSeek v2 and Mistral 4](https://github.com/huggingface/transformers/pull/47435) — closed, merged
 - [Issue #43522: Weights are not tied when model is loaded onto the `meta` device](https://github.com/huggingface/transformers/issues/43522) — closed
 - [Issue #42738: BERT-like models with RoPE](https://github.com/huggingface/transformers/issues/42738) — open
@@ -1079,12 +1080,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Amolbap)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Amolbap)
 - repo first seen: `2024-06-13T14:13:17Z`
-- repo last seen: `2026-07-21T21:30:31Z`
+- repo last seen: `2026-07-22T09:31:14Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **16**
 - snapshot authored PRs/issues: **15 PRs / 1 issues**
-- snapshot discussion activity: **58 comments / 285 reviews / 770 review comments**
+- snapshot discussion activity: **62 comments / 285 reviews / 770 review comments**
 - account age: **2914 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
@@ -1103,12 +1104,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aebezzam)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aebezzam)
 - repo first seen: `2025-07-25T12:59:52Z`
-- repo last seen: `2026-07-21T17:45:18Z`
+- repo last seen: `2026-07-22T10:16:41Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **15**
 - snapshot authored PRs/issues: **15 PRs / 0 issues**
-- snapshot discussion activity: **93 comments / 444 reviews / 1213 review comments**
+- snapshot discussion activity: **93 comments / 445 reviews / 1214 review comments**
 - account age: **4714 days**
 - recent public PR activity: **6 PRs** (3 merged / 0 closed-unmerged / 3 open; merged rate **50%**, closed-unmerged rate **0%**, open rate **50%**)
 - public orgs: `LCAV`
@@ -1360,12 +1361,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AIMvision12)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AIMvision12)
 - repo first seen: `2022-10-14T20:02:21Z`
-- repo last seen: `2026-07-22T01:15:55Z`
+- repo last seen: `2026-07-22T09:53:12Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **9**
 - snapshot authored PRs/issues: **8 PRs / 1 issues**
-- snapshot discussion activity: **12 comments / 12 reviews / 12 review comments**
+- snapshot discussion activity: **14 comments / 12 reviews / 12 review comments**
 - account age: **1735 days**
 - recent public PR activity: **83 PRs** (80 merged / 3 closed-unmerged / 0 open; merged rate **96%**, closed-unmerged rate **4%**, open rate **0%**)
 - public orgs: none visible
@@ -1374,7 +1375,7 @@ Example artifacts:
 
 Example artifacts:
 - [PR #47365: [Model] Add LingBot-Vision Model](https://github.com/huggingface/transformers/pull/47365) — open
-- [PR #47233: Fix Hunyuan-VL PIL image resize parity with reference preprocessing](https://github.com/huggingface/transformers/pull/47233) — open
+- [PR #47233: Fix Hunyuan-VL PIL image resize parity with reference preprocessing](https://github.com/huggingface/transformers/pull/47233) — closed, merged
 - [PR #47186: Fix batched Qwen2.5/3-Omni audio generation](https://github.com/huggingface/transformers/pull/47186) — open
 - [Issue #19631: Add EDSR and MDSR](https://github.com/huggingface/transformers/issues/19631) — closed
 
@@ -1916,7 +1917,7 @@ Example artifacts:
 - [PR #46618: Fix dynamic module symlinked cache on trust_remote_code models](https://github.com/huggingface/transformers/pull/46618) — closed, merged
 - [PR #46613: Fix dynamic module symlinked cache on trust_remote_code models](https://github.com/huggingface/transformers/pull/46613) — closed
 - [PR #46611: Fix dynamic module loading from symlinked Hub cache (snapshots -> blobs)](https://github.com/huggingface/transformers/pull/46611) — closed
-- [Issue #46617: FileNotFoundError when loading a trust_remote_code model from cache](https://github.com/huggingface/transformers/issues/46617) — open
+- [Issue #46617: FileNotFoundError when loading a trust_remote_code model from cache](https://github.com/huggingface/transformers/issues/46617) — closed
 
 ### `MutugiD`
 
@@ -2110,12 +2111,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Alxcxjxhx)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Alxcxjxhx)
 - repo first seen: `2026-07-06T13:25:55Z`
-- repo last seen: `2026-07-21T14:36:48Z`
+- repo last seen: `2026-07-22T11:14:20Z`
 - 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: **3 comments / 0 reviews / 0 review comments**
+- snapshot discussion activity: **4 comments / 0 reviews / 0 review comments**
 - account age: **1034 days**
 - recent public PR activity: **28 PRs** (1 merged / 7 closed-unmerged / 20 open; merged rate **4%**, closed-unmerged rate **25%**, open rate **71%**)
 - public orgs: none visible
@@ -2623,6 +2624,29 @@ Example artifacts:
 - [PR #46277: 🚨 Fix float16 overflow in Gemma4 vision pooler](https://github.com/huggingface/transformers/pull/46277) — closed, merged
 - [Issue #46650: `save_pretrained` corrupts keys (`encoder.encoder.*`) for trust_remote_code / from_config models via non-idempotent reverse rename](https://github.com/huggingface/transformers/issues/46650) — closed
 
+### `crackalamoo`
+
+- profile: [github.com/crackalamoo](https://github.com/crackalamoo)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Acrackalamoo)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Acrackalamoo)
+- repo first seen: `2026-07-22T05:33:56Z`
+- repo last seen: `2026-07-22T07:04:56Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **3**
+- snapshot authored PRs/issues: **2 PRs / 1 issues**
+- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
+- account age: **3045 days**
+- recent public PR activity: **2 PRs** (0 merged / 1 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **50%**, open rate **50%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
+- heuristic read: **many recent closed-unmerged PRs; high open PR share; targets high-star repos**
+
+Example artifacts:
+- [PR #47472: Fix ESMFold error when explicitly cast to fp16](https://github.com/huggingface/transformers/pull/47472) — open
+- [PR #47471: Fix ESMFold error when explicitly cast to fp16](https://github.com/huggingface/transformers/pull/47471) — closed, draft
+- [Issue #47470: ESMFold throws error when explicitly cast to fp16](https://github.com/huggingface/transformers/issues/47470) — open
+
 ### `DavidJohnQuinlan`
 
 - profile: [github.com/DavidJohnQuinlan](https://github.com/DavidJohnQuinlan)
@@ -3338,7 +3362,7 @@ Example artifacts:
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Arahulrshetty45)
 - repo first seen: `2026-07-22T05:03:16Z`
 - repo last seen: `2026-07-22T05:07:13Z`
-- first seen in snapshot: **yes**
+- first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **2 PRs / 0 issues**
@@ -4579,12 +4603,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AOmkumarSolanki)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AOmkumarSolanki)
 - repo first seen: `2026-06-26T02:23:31Z`
-- repo last seen: `2026-07-21T11:14:44Z`
+- repo last seen: `2026-07-22T11:48:58Z`
 - 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: **3 comments / 4 reviews / 4 review comments**
+- snapshot discussion activity: **4 comments / 9 reviews / 9 review comments**
 - account age: **1018 days**
 - recent public PR activity: **32 PRs** (3 merged / 11 closed-unmerged / 18 open; merged rate **9%**, closed-unmerged rate **34%**, open rate **56%**)
 - public orgs: `CSYE6225-Network-Struct-Cloud-Computing`
@@ -4592,9 +4616,31 @@ Example artifacts:
 - heuristic read: **high recent PR volume; high open PR share; targets high-star repos**
 
 Example artifacts:
-- [PR #46903: Fix PPFormulaNet training-loss double-shift (train against labels, not labels[..., 1:])](https://github.com/huggingface/transformers/pull/46903) — open
+- [PR #46903: Fix loss alignment and Trainer token counting for encoder decoder models](https://github.com/huggingface/transformers/pull/46903) — open
 - [Issue #46901: PPFormulaNet training-loss double-shift: trains against labels[..., 1:] instead of labels](https://github.com/huggingface/transformers/issues/46901) — open
 
+### `openaiteams`
+
+- profile: [github.com/openaiteams](https://github.com/openaiteams)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aopenaiteams)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aopenaiteams)
+- repo first seen: `2026-07-22T11:00:56Z`
+- repo last seen: `2026-07-22T11:14:33Z`
+- first seen in snapshot: **yes**
+- repo association: **FIRST_TIMER**
+- repo primary artifacts: **2**
+- snapshot authored PRs/issues: **1 PRs / 1 issues**
+- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
+- account age: **1252 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 #47476: Fix causality violation in Zamba2 inter-chunk state recurrence](https://github.com/huggingface/transformers/pull/47476) — open
+- [Issue #47475: [Zamba2] Causality violation in torch_forward: inter-chunk state recurrence reduces over the wrong axis](https://github.com/huggingface/transformers/issues/47475) — open
+
 ### `Reigenleif`
 
 - profile: [github.com/Reigenleif](https://github.com/Reigenleif)
@@ -5967,27 +6013,6 @@ Example artifacts:
 Example artifacts:
 - [PR #46702: Docs: load weights from S3-compatible object storage (Backblaze B2)](https://github.com/huggingface/transformers/pull/46702) — closed, draft
 
-### `guinik`
-
-- profile: [github.com/guinik](https://github.com/guinik)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aguinik)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aguinik)
-- repo first seen: `2026-05-23T07:48:33Z`
-- repo last seen: `2026-05-23T07:48:33Z`
-- 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 / 0 reviews / 0 review comments**
-- account age: **1302 days**
-- recent public PR activity: **10 PRs** (9 merged / 0 closed-unmerged / 1 open; merged rate **90%**, closed-unmerged rate **0%**, open rate **10%**)
-- public orgs: none visible
-- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
-- heuristic read: **—**
-
-Example artifacts:
-- [PR #46169: [LED][Longformer] Replace for-loop with unfold in _chunk ONNX-export path](https://github.com/huggingface/transformers/pull/46169) — open
-
 ### `hai1222`
 
 - profile: [github.com/hai1222](https://github.com/hai1222)
@@ -7926,12 +7951,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ated-mosi)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ated-mosi)
 - repo first seen: `2026-06-05T13:30:42Z`
-- repo last seen: `2026-07-16T11:40:08Z`
+- repo last seen: `2026-07-22T11:12:49Z`
 - first seen in snapshot: **no**
 - repo association: **FIRST_TIME_CONTRIBUTOR**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
-- snapshot discussion activity: **6 comments / 11 reviews / 11 review comments**
+- snapshot discussion activity: **6 comments / 13 reviews / 13 review comments**
 - account age: **3 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

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+size 1149977

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@@ -0,0 +1,41 @@
+{
+  "artifacts": {
+    "archived_pr_scope_clusters_json": "snapshots/20260722T120022Z/pr-scope-clusters.json",
+    "new_contributors_json": "new-contributors-report.json",
+    "new_contributors_markdown": "new-contributors-report.md",
+    "new_contributors_parquet": "new_contributors.parquet",
+    "pr_scope_clusters_json": "pr-scope-clusters.json"
+  },
+  "counts": {
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+  "crawl_started_at": "2026-07-22T12:00:22Z",
+  "delta_counts": {
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+    "next_since": "2026-07-22T12:00:22Z"
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+}

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@@ -1,8 +1,8 @@
 {
-  "archived_manifest_path": "snapshots/20260722T060034Z/manifest.json",
-  "latest_snapshot_id": "20260722T060034Z",
+  "archived_manifest_path": "snapshots/20260722T120022Z/manifest.json",
+  "latest_snapshot_id": "20260722T120022Z",
   "manifest_path": "manifest.json",
-  "next_since": "2026-07-22T06:00:34Z",
+  "next_since": "2026-07-22T12:00:22Z",
   "repo": "huggingface/transformers",
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+  "snapshot_dir": "snapshots/20260722T120022Z"
 }

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-  "next_since": "2026-07-22T06:00:34Z",
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+  "next_since": "2026-07-22T12:00:22Z",
   "repo": "huggingface/transformers",
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+  "updated_at": "2026-07-22T12:00:22Z"
 }