Refresh transformers dataset snapshot 20260717T180032Z

README.md

@@ -75,7 +75,7 @@ Use:
 - eval set creation
 
 Notes:
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+- latest snapshot: `20260717T180032Z`
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-      "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": 46034,
-            "title": "Fix outdated RAG documentation example",
-            "url": "https://github.com/huggingface/transformers/pull/46034",
-            "state": "closed",
-            "merged": false,
-            "draft": false,
-            "created_at": "2026-05-18T14:39:35Z"
-          }
-        ],
-        "issues": []
-      },
-      "fetch_error": null
-    },
     {
       "author_login": "abderahmane-ai",
       "name": "Abderahmane Ainouche",
@@ -19859,7 +19802,7 @@
       "repo_association": "CONTRIBUTOR",
       "new_to_repo": false,
       "first_seen_in_snapshot": false,
-      "known_via_prior_merged_pr": false,
+      "known_via_prior_merged_pr": true,
       "report_reason": null,
       "enrichment_source": "previous_report",
       "live_refetch_skipped": true,
@@ -20133,18 +20076,18 @@
       "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ALevelVoid",
       "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ALevelVoid",
       "repo_first_seen_at": "2026-07-09T15:16:26Z",
-      "repo_last_seen_at": "2026-07-16T06:38:55Z",
+      "repo_last_seen_at": "2026-07-17T13:29:57Z",
       "repo_primary_artifact_count": 1,
-      "repo_artifact_count": 13,
+      "repo_artifact_count": 14,
       "snapshot_issue_count": 0,
       "snapshot_pr_count": 1,
-      "snapshot_comment_count": 8,
+      "snapshot_comment_count": 9,
       "snapshot_review_count": 2,
       "snapshot_review_comment_count": 2,
       "repo_association": "CONTRIBUTOR",
       "new_to_repo": false,
       "first_seen_in_snapshot": false,
-      "known_via_prior_merged_pr": false,
+      "known_via_prior_merged_pr": true,
       "report_reason": null,
       "enrichment_source": "previous_report",
       "live_refetch_skipped": true,
@@ -21581,7 +21524,7 @@
       "snapshot_comment_count": 1,
       "snapshot_review_count": 0,
       "snapshot_review_comment_count": 0,
-      "repo_association": "FIRST_TIME_CONTRIBUTOR",
+      "repo_association": "NONE",
       "new_to_repo": false,
       "first_seen_in_snapshot": false,
       "known_via_prior_merged_pr": false,
@@ -21613,7 +21556,7 @@
             "number": 47376,
             "title": "Fix torch_float casting to int instead of float",
             "url": "https://github.com/huggingface/transformers/pull/47376",
-            "state": "open",
+            "state": "closed",
             "merged": false,
             "draft": false,
             "created_at": "2026-07-16T21:10:20Z"
@@ -23230,14 +23173,14 @@
       "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AShareLer",
       "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AShareLer",
       "repo_first_seen_at": "2026-07-08T10:26:48Z",
-      "repo_last_seen_at": "2026-07-17T03:54:01Z",
+      "repo_last_seen_at": "2026-07-17T16:14:12Z",
       "repo_primary_artifact_count": 1,
-      "repo_artifact_count": 20,
+      "repo_artifact_count": 24,
       "snapshot_issue_count": 0,
       "snapshot_pr_count": 1,
       "snapshot_comment_count": 3,
-      "snapshot_review_count": 8,
-      "snapshot_review_comment_count": 8,
+      "snapshot_review_count": 10,
+      "snapshot_review_comment_count": 10,
       "repo_association": "FIRST_TIME_CONTRIBUTOR",
       "new_to_repo": false,
       "first_seen_in_snapshot": false,
@@ -23508,6 +23451,63 @@
       },
       "fetch_error": null
     },
+    {
+      "author_login": "sj0618",
+      "name": null,
+      "profile_url": "https://github.com/sj0618",
+      "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Asj0618",
+      "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asj0618",
+      "repo_first_seen_at": "2026-07-17T16:38:14Z",
+      "repo_last_seen_at": "2026-07-17T16:38:14Z",
+      "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": 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": 1216,
+      "young_account": false,
+      "follow_through_score": "weak",
+      "breadth_score": "moderate",
+      "automation_risk_signal": "low",
+      "heuristic_note": "high open PR share",
+      "public_orgs": [],
+      "activity": {
+        "visible_authored_pr_count": 11,
+        "merged_pr_count": 2,
+        "closed_unmerged_pr_count": 4,
+        "open_pr_count": 5,
+        "merged_pr_rate": 0.1818,
+        "closed_unmerged_pr_rate": 0.3636,
+        "still_open_pr_rate": 0.4545,
+        "distinct_repos_with_authored_prs": 7,
+        "distinct_repos_with_open_prs": 5
+      },
+      "examples": {
+        "pull_requests": [
+          {
+            "kind": "pull_request",
+            "number": 47385,
+            "title": "BLT: vectorize patch length processing",
+            "url": "https://github.com/huggingface/transformers/pull/47385",
+            "state": "open",
+            "merged": false,
+            "draft": false,
+            "created_at": "2026-07-17T16:38:14Z"
+          }
+        ],
+        "issues": []
+      },
+      "fetch_error": null
+    },
     {
       "author_login": "skshmjn",
       "name": "Saksham jain",

new-contributors-report.md

@@ -1,7 +1,7 @@
 # New Contributor Report: huggingface/transformers
 
-- Snapshot: `20260717T120048Z`
-- Generated: `2026-07-17T12:02:52Z`
+- Snapshot: `20260717T180032Z`
+- Generated: `2026-07-17T18:02:39Z`
 - Activity window: `60d`
 - Contributors: `364`
 
@@ -13,13 +13,13 @@
 | `Cyrilvallez` | [profile](https://github.com/Cyrilvallez) | no | MEMBER | 2036d | `2025-03-19T10:58:02Z` | 121 | 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` | 115 | 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` | 110 | 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` | 101 | 0 | 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 |
 | `ArthurZucker` | [profile](https://github.com/ArthurZucker) | no | MEMBER | 2590d | `2023-02-24T14:13:29Z` | 71 | 4 | mixed | moderate | low | high recent PR volume; targets high-star repos |
 | `vasqu` | [profile](https://github.com/vasqu) | no | MEMBER | 1991d | `2025-08-26T12:13:50Z` | 60 | 2 | mixed | low | low | targets high-star repos |
 | `remi-or` | [profile](https://github.com/remi-or) | no | MEMBER | 1813d | `2025-09-11T21:27:59Z` | 56 | 1 | strong | low | low | targets high-star repos |
 | `SunMarc` | [profile](https://github.com/SunMarc) | no | MEMBER | 2360d | `2024-09-02T13:41:47Z` | 51 | 2 | strong | moderate | low | high recent PR volume; targets high-star repos |
-| `Rocketknight1` | [profile](https://github.com/Rocketknight1) | no | MEMBER | 3961d | `2023-02-27T14:00:41Z` | 49 | 0 | strong | low | low | targets high-star repos |
+| `Rocketknight1` | [profile](https://github.com/Rocketknight1) | no | MEMBER | 3961d | `2023-02-27T14:00:41Z` | 50 | 0 | strong | low | low | targets high-star repos |
 | `sywangyi` | [profile](https://github.com/sywangyi) | no | CONTRIBUTOR | 2996d | `2025-10-14T03:02:06Z` | 44 | 1 | strong | moderate | low | targets high-star repos |
 | `3outeille` | [profile](https://github.com/3outeille) | no | MEMBER | 2625d | `2025-11-26T16:58:10Z` | 38 | 1 | mixed | low | low | high open PR share; targets high-star repos |
 | `harshaljanjani` | [profile](https://github.com/harshaljanjani) | no | CONTRIBUTOR | 1961d | `2025-09-17T20:29:13Z` | 37 | 20 | strong | low | low | targets high-star repos |
@@ -31,7 +31,7 @@
 | `sergereview[bot]` | [profile](https://github.com/sergereview[bot]) | no | CONTRIBUTOR | ?d | `2026-05-13T06:40:41Z` | 31 | 0 | n/a | n/a | n/a | summary unavailable |
 | `cyyever` | [profile](https://github.com/cyyever) | no | CONTRIBUTOR | 3752d | `2025-08-10T08:43:09Z` | 30 | 0 | weak | moderate | medium | extremely high recent PR volume; many recent closed-unmerged PRs; targets high-star repos |
 | `qgallouedec` | [profile](https://github.com/qgallouedec) | no | MEMBER | 2692d | `2024-12-13T13:39:10Z` | 28 | 15 | strong | moderate | low | extremely high recent PR volume; targets high-star repos |
-| `hmellor` | [profile](https://github.com/hmellor) | no | MEMBER | 3592d | `2025-08-14T10:03:14Z` | 27 | 2 | strong | low | low | high recent PR volume; targets high-star repos |
+| `hmellor` | [profile](https://github.com/hmellor) | no | MEMBER | 3592d | `2025-08-14T10:03:14Z` | 28 | 2 | strong | low | low | high recent PR volume; targets high-star repos |
 | `hf-security-analysis[bot]` | [profile](https://github.com/hf-security-analysis[bot]) | no | CONTRIBUTOR | ?d | `2026-03-11T15:39:30Z` | 27 | 0 | n/a | n/a | n/a | summary unavailable |
 | `Abdennacer-Badaoui` | [profile](https://github.com/Abdennacer-Badaoui) | no | MEMBER | 1414d | `2026-01-08T18:13:10Z` | 24 | 0 | strong | moderate | low | — |
 | `kashif` | [profile](https://github.com/kashif) | no | MEMBER | 6569d | `2025-09-08T13:05:54Z` | 23 | 0 | mixed | high | low | high recent PR volume; broad repo spread; targets high-star repos |
@@ -49,8 +49,8 @@
 | `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 |
+| `kylesayrs` | [profile](https://github.com/kylesayrs) | no | CONTRIBUTOR | 3784d | `2025-07-28T19:40:18Z` | 9 | 2 | mixed | moderate | medium | high recent PR volume; high open PR share |
 | `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 |
-| `kylesayrs` | [profile](https://github.com/kylesayrs) | no | CONTRIBUTOR | 3784d | `2025-07-28T19:40:18Z` | 8 | 2 | mixed | moderate | medium | high recent PR volume; high open PR share |
 | `IMvision12` | [profile](https://github.com/IMvision12) | no | CONTRIBUTOR | 1735d | `2022-10-14T20:02:21Z` | 8 | 1 | strong | low | low | high recent PR volume |
 | `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 |
@@ -114,7 +114,6 @@
 | `Ace3Z` | [profile](https://github.com/Ace3Z) | no | CONTRIBUTOR | 2598d | `2026-05-24T21:47:03Z` | 2 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
 | `Achyuthan-S` | [profile](https://github.com/Achyuthan-S) | no | NONE | 1368d | `2026-06-06T07:20:32Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `aoright` | [profile](https://github.com/aoright) | no | NONE | 1548d | `2026-06-30T04:02:20Z` | 2 | 0 | weak | high | medium | broad repo spread; high open PR share; targets high-star repos |
-| `avihu111` | [profile](https://github.com/avihu111) | no | CONTRIBUTOR | 2928d | `2026-04-29T11:45:47Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `bglglzd` | [profile](https://github.com/bglglzd) | no | NONE | 213d | `2026-07-12T08:39:28Z` | 2 | 0 | weak | high | medium | young account; high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
 | `Bhavana998` | [profile](https://github.com/Bhavana998) | no | FIRST_TIME_CONTRIBUTOR | 447d | `2026-06-05T15:57:49Z` | 2 | 0 | weak | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
 | `blipbyte` | [profile](https://github.com/blipbyte) | no | CONTRIBUTOR | 2606d | `2026-05-20T19:46:05Z` | 2 | 0 | n/a | low | low | no visible non-self stars |
@@ -161,6 +160,7 @@
 | `Wauplin` | [profile](https://github.com/Wauplin) | no | MEMBER | 4075d | `2025-12-02T12:54:40Z` | 2 | 1 | strong | moderate | low | high recent PR volume |
 | `adil-a` | [profile](https://github.com/adil-a) | no | CONTRIBUTOR | 2704d | `2026-02-26T17:57:16Z` | 2 | 0 | mixed | moderate | low | high recent PR volume |
 | `ArjunSrivastava1` | [profile](https://github.com/ArjunSrivastava1) | no | CONTRIBUTOR | 430d | `2026-05-07T18:36:08Z` | 2 | 0 | weak | moderate | low | high open PR share |
+| `avihu111` | [profile](https://github.com/avihu111) | no | CONTRIBUTOR | 2928d | `2026-04-29T11:45:47Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `glegendre01` | [profile](https://github.com/glegendre01) | no | MEMBER | 1347d | `2026-04-21T12:37:31Z` | 2 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `hanouticelina` | [profile](https://github.com/hanouticelina) | no | MEMBER | 3037d | `2026-04-10T11:59:37Z` | 2 | 0 | strong | high | low | high recent PR volume; broad repo spread |
 | `humanprojectceo` | [profile](https://github.com/humanprojectceo) | no | NONE | 279d | `2025-12-21T23:21:38Z` | 2 | 0 | weak | low | low | young account; high open PR share; no visible non-self stars; targets high-star repos |
@@ -176,7 +176,7 @@
 | `andreasgoulas` | [profile](https://github.com/andreasgoulas) | no | CONTRIBUTOR | 5178d | `2026-06-15T09:54:17Z` | 1 | 3 | weak | low | low | high open PR share; targets high-star repos |
 | `AliOsm` | [profile](https://github.com/AliOsm) | no | CONTRIBUTOR | 4434d | `2026-07-12T08:43:51Z` | 1 | 2 | strong | moderate | low | — |
 | `ir2718` | [profile](https://github.com/ir2718) | no | CONTRIBUTOR | 1648d | `2026-05-21T13:18:46Z` | 1 | 2 | weak | low | low | high open PR share; targets high-star repos |
-| `janbernloehr` | [profile](https://github.com/janbernloehr) | no | FIRST_TIME_CONTRIBUTOR | 5413d | `2026-03-10T09:22:21Z` | 1 | 2 | strong | moderate | low | targets high-star repos |
+| `janbernloehr` | [profile](https://github.com/janbernloehr) | no | CONTRIBUTOR | 5413d | `2026-03-10T09:22:21Z` | 1 | 2 | strong | moderate | low | targets high-star repos |
 | `pasta-paul` | [profile](https://github.com/pasta-paul) | no | FIRST_TIME_CONTRIBUTOR | 932d | `2026-05-20T20:41:45Z` | 1 | 2 | weak | moderate | low | high open PR share; targets high-star repos |
 | `abcgco` | [profile](https://github.com/abcgco) | no | FIRST_TIME_CONTRIBUTOR | 2524d | `2026-07-05T12:41:27Z` | 1 | 1 | weak | moderate | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `agiulucom42-del` | [profile](https://github.com/agiulucom42-del) | no | NONE | 194d | `2026-06-08T21:16:27Z` | 1 | 1 | strong | high | low | young account; high recent PR volume; broad repo spread |
@@ -203,7 +203,6 @@
 | `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 |
 | `sohumt123` | [profile](https://github.com/sohumt123) | no | NONE | 451d | `2026-07-14T16:42:44Z` | 1 | 1 | weak | high | medium | broad repo spread; high open PR share; no visible non-self stars; targets high-star repos |
 | `XanxusCrypto` | [profile](https://github.com/XanxusCrypto) | no | 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 |
 | `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 |
 | `Aditya-ad48` | [profile](https://github.com/Aditya-ad48) | no | FIRST_TIME_CONTRIBUTOR | 705d | `2026-05-24T09:20:39Z` | 1 | 0 | weak | moderate | low | high open PR share |
@@ -315,7 +314,7 @@
 | `ndvbd` | [profile](https://github.com/ndvbd) | no | NONE | 5482d | `2026-06-16T08:24:44Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `NicolasHug` | [profile](https://github.com/NicolasHug) | no | CONTRIBUTOR | 5321d | `2026-06-08T11:13:46Z` | 1 | 0 | strong | moderate | low | extremely high recent PR volume |
 | `onuralpszr` | [profile](https://github.com/onuralpszr) | no | CONTRIBUTOR | 5146d | `2026-05-31T20:25:01Z` | 1 | 0 | strong | high | low | extremely high recent PR volume; broad repo spread |
-| `Osamaali313` | [profile](https://github.com/Osamaali313) | no | FIRST_TIME_CONTRIBUTOR | 1845d | `2026-07-16T21:10:20Z` | 1 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
+| `Osamaali313` | [profile](https://github.com/Osamaali313) | no | NONE | 1845d | `2026-07-16T21:10:20Z` | 1 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
 | `pablopupo` | [profile](https://github.com/pablopupo) | no | NONE | 1025d | `2026-07-11T20:34:13Z` | 1 | 0 | weak | high | medium | high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
 | `pariidanDKE` | [profile](https://github.com/pariidanDKE) | no | CONTRIBUTOR | 2103d | `2026-07-07T19:10:11Z` | 1 | 0 | mixed | low | low | — |
 | `petecao` | [profile](https://github.com/petecao) | no | CONTRIBUTOR | 2982d | `2026-05-25T19:01:18Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
@@ -349,6 +348,7 @@
 | `shoushinya123` | [profile](https://github.com/shoushinya123) | no | CONTRIBUTOR | 669d | `2026-06-13T11:44:09Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars |
 | `shreyescodes` | [profile](https://github.com/shreyescodes) | no | NONE | 1108d | `2026-06-17T07:30:01Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `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 |
+| `sj0618` | [profile](https://github.com/sj0618) | yes | FIRST_TIME_CONTRIBUTOR | 1216d | `2026-07-17T16:38:14Z` | 1 | 0 | weak | moderate | low | 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 |
 | `smart8986` | [profile](https://github.com/smart8986) | no | CONTRIBUTOR | 2608d | `2026-07-13T03:38:50Z` | 1 | 0 | weak | low | low | high open PR share; 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 |
@@ -428,12 +428,12 @@ 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: `2026-07-17T11:33:32Z`
+- repo last seen: `2026-07-17T14:39:47Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **122**
 - snapshot authored PRs/issues: **115 PRs / 7 issues**
-- snapshot discussion activity: **223 comments / 237 reviews / 212 review comments**
+- snapshot discussion activity: **224 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`
@@ -441,8 +441,8 @@ Example artifacts:
 - heuristic read: **extremely high recent PR volume; broad repo spread; targets high-star repos**
 
 Example artifacts:
-- [PR #47382: ci: harden daily CI reporting against GitHub API rate limits](https://github.com/huggingface/transformers/pull/47382) — open
-- [PR #47381: CI: add serge verify (GPU) caller workflow](https://github.com/huggingface/transformers/pull/47381) — open
+- [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
 - [PR #47368: ci: Handle missing summaries in collated reports](https://github.com/huggingface/transformers/pull/47368) — open
 - [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
@@ -480,12 +480,12 @@ 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: `2026-07-17T11:52:46Z`
+- repo last seen: `2026-07-17T14:56:04Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
-- repo primary artifacts: **101**
-- snapshot authored PRs/issues: **101 PRs / 0 issues**
-- snapshot discussion activity: **714 comments / 1166 reviews / 2461 review comments**
+- repo primary artifacts: **102**
+- snapshot authored PRs/issues: **102 PRs / 0 issues**
+- snapshot discussion activity: **718 comments / 1166 reviews / 2461 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`
@@ -493,9 +493,9 @@ Example artifacts:
 - heuristic read: **high recent PR volume; targets high-star repos**
 
 Example artifacts:
+- [PR #47383: [Kimi] add integration tests](https://github.com/huggingface/transformers/pull/47383) — open
 - [PR #47175: Olmo3 CI](https://github.com/huggingface/transformers/pull/47175) — open
 - [PR #46977: Use standard arg names in Mllama](https://github.com/huggingface/transformers/pull/46977) — closed, merged
-- [PR #46912: Better and more extensive tests for RoPE](https://github.com/huggingface/transformers/pull/46912) — open
 
 ### `stevhliu`
 
@@ -528,12 +528,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AArthurZucker)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AArthurZucker)
 - repo first seen: `2023-02-24T14:13:29Z`
-- repo last seen: `2026-07-17T10:23:42Z`
+- repo last seen: `2026-07-17T15:06:25Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **75**
 - snapshot authored PRs/issues: **71 PRs / 4 issues**
-- snapshot discussion activity: **209 comments / 785 reviews / 1559 review comments**
+- snapshot discussion activity: **209 comments / 789 reviews / 1609 review comments**
 - account age: **2590 days**
 - recent public PR activity: **60 PRs** (36 merged / 5 closed-unmerged / 19 open; merged rate **60%**, closed-unmerged rate **8%**, open rate **32%**)
 - public orgs: none visible
@@ -554,12 +554,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Avasqu)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Avasqu)
 - repo first seen: `2025-08-26T12:13:50Z`
-- repo last seen: `2026-07-16T19:09:20Z`
+- repo last seen: `2026-07-17T16:39:27Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **62**
 - snapshot authored PRs/issues: **60 PRs / 2 issues**
-- snapshot discussion activity: **811 comments / 1525 reviews / 6153 review comments**
+- snapshot discussion activity: **816 comments / 1544 reviews / 6219 review comments**
 - account age: **1991 days**
 - recent public PR activity: **21 PRs** (12 merged / 3 closed-unmerged / 6 open; merged rate **57%**, closed-unmerged rate **14%**, open rate **29%**)
 - public orgs: none visible
@@ -628,12 +628,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ARocketknight1)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ARocketknight1)
 - repo first seen: `2023-02-27T14:00:41Z`
-- repo last seen: `2026-07-16T12:08:07Z`
+- repo last seen: `2026-07-17T16:50:55Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
-- repo primary artifacts: **49**
-- snapshot authored PRs/issues: **49 PRs / 0 issues**
-- snapshot discussion activity: **927 comments / 361 reviews / 239 review comments**
+- repo primary artifacts: **50**
+- snapshot authored PRs/issues: **50 PRs / 0 issues**
+- snapshot discussion activity: **928 comments / 362 reviews / 239 review comments**
 - account age: **3961 days**
 - recent public PR activity: **17 PRs** (16 merged / 1 closed-unmerged / 0 open; merged rate **94%**, closed-unmerged rate **6%**, open rate **0%**)
 - public orgs: `huggingface`
@@ -641,9 +641,9 @@ Example artifacts:
 - heuristic read: **targets high-star repos**
 
 Example artifacts:
+- [PR #47386: Add chat input sanitization](https://github.com/huggingface/transformers/pull/47386) — open
 - [PR #47320: Deprecate the old response_schema](https://github.com/huggingface/transformers/pull/47320) — open
 - [PR #47142: Cleanup pipelines, stop materializing generators](https://github.com/huggingface/transformers/pull/47142) — closed, merged
-- [PR #46980: Raise a loud error for missing prefix](https://github.com/huggingface/transformers/pull/46980) — closed, merged
 
 ### `sywangyi`
 
@@ -725,12 +725,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aitazap)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aitazap)
 - repo first seen: `2024-10-21T07:08:47Z`
-- repo last seen: `2026-07-16T14:53:31Z`
+- repo last seen: `2026-07-17T13:26:26Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **37**
 - snapshot authored PRs/issues: **37 PRs / 0 issues**
-- snapshot discussion activity: **71 comments / 81 reviews / 52 review comments**
+- snapshot discussion activity: **71 comments / 84 reviews / 55 review comments**
 - account age: **3139 days**
 - recent public PR activity: **20 PRs** (10 merged / 5 closed-unmerged / 5 open; merged rate **50%**, closed-unmerged rate **25%**, open rate **25%**)
 - public orgs: none visible
@@ -748,12 +748,12 @@ 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: `2026-07-17T05:35:48Z`
+- repo last seen: `2026-07-17T13:04:00Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **40**
 - snapshot authored PRs/issues: **36 PRs / 4 issues**
-- snapshot discussion activity: **87 comments / 545 reviews / 500 review comments**
+- snapshot discussion activity: **87 comments / 546 reviews / 501 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`
@@ -893,12 +893,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aqgallouedec)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aqgallouedec)
 - repo first seen: `2024-12-13T13:39:10Z`
-- repo last seen: `2026-07-17T02:55:09Z`
+- repo last seen: `2026-07-17T17:46:47Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **43**
 - snapshot authored PRs/issues: **28 PRs / 15 issues**
-- snapshot discussion activity: **63 comments / 57 reviews / 56 review comments**
+- snapshot discussion activity: **69 comments / 57 reviews / 56 review comments**
 - account age: **2692 days**
 - recent public PR activity: **128 PRs** (102 merged / 5 closed-unmerged / 21 open; merged rate **80%**, closed-unmerged rate **4%**, open rate **16%**)
 - public orgs: `huggingface`
@@ -919,12 +919,12 @@ 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: `2026-07-13T09:56:54Z`
+- repo last seen: `2026-07-17T15:07:10Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
-- repo primary artifacts: **29**
-- snapshot authored PRs/issues: **27 PRs / 2 issues**
-- snapshot discussion activity: **33 comments / 62 reviews / 33 review comments**
+- repo primary artifacts: **30**
+- snapshot authored PRs/issues: **28 PRs / 2 issues**
+- snapshot discussion activity: **33 comments / 64 reviews / 35 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`
@@ -932,9 +932,9 @@ Example artifacts:
 - heuristic read: **high recent PR volume; targets high-star repos**
 
 Example artifacts:
+- [PR #47384: Use new `per_layer_config` for Gemma 4 so that heterogeneous attention config is explicit](https://github.com/huggingface/transformers/pull/47384) — open
 - [PR #47296: Make `MODEL_IDS_TO_TOKENIZERS_BACKEND` capture all DeepSeek R1 distills](https://github.com/huggingface/transformers/pull/47296) — closed, merged
 - [PR #47245: Be more defensive with `remap_legacy_layer_types` for custom models](https://github.com/huggingface/transformers/pull/47245) — closed, merged
-- [PR #47198: :rotating_light: Fix GPTBigCode and GPTNeoX for the Transformers modelling backend for vLLM](https://github.com/huggingface/transformers/pull/47198) — 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
 
@@ -968,12 +968,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AAbdennacer-Badaoui)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AAbdennacer-Badaoui)
 - repo first seen: `2026-01-08T18:13:10Z`
-- repo last seen: `2026-07-13T19:56:07Z`
+- repo last seen: `2026-07-17T13:25:18Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **24**
 - snapshot authored PRs/issues: **24 PRs / 0 issues**
-- snapshot discussion activity: **9 comments / 51 reviews / 51 review comments**
+- snapshot discussion activity: **9 comments / 55 reviews / 55 review comments**
 - account age: **1414 days**
 - recent public PR activity: **17 PRs** (16 merged / 0 closed-unmerged / 1 open; merged rate **94%**, closed-unmerged rate **0%**, open rate **6%**)
 - public orgs: `huggingface`, `bitsandbytes-foundation`
@@ -982,7 +982,7 @@ Example artifacts:
 
 Example artifacts:
 - [PR #47307: Update AMD CI runner groups to amd-mi300](https://github.com/huggingface/transformers/pull/47307) — closed, merged
-- [PR #47298: Fix important model failures on MI450](https://github.com/huggingface/transformers/pull/47298) — open, draft
+- [PR #47298: Fix important model failures on MI450](https://github.com/huggingface/transformers/pull/47298) — open
 - [PR #47259: Switch AMD daily CI to mi300 runners](https://github.com/huggingface/transformers/pull/47259) — closed, merged
 
 ### `kashif`
@@ -1107,12 +1107,12 @@ 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: `2026-07-17T08:41:53Z`
+- repo last seen: `2026-07-17T16:36:26Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **15**
 - snapshot authored PRs/issues: **15 PRs / 0 issues**
-- snapshot discussion activity: **91 comments / 431 reviews / 1144 review comments**
+- snapshot discussion activity: **91 comments / 435 reviews / 1148 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`
@@ -1334,6 +1334,31 @@ Example artifacts:
 - [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
 
+### `kylesayrs`
+
+- profile: [github.com/kylesayrs](https://github.com/kylesayrs)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Akylesayrs)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Akylesayrs)
+- repo first seen: `2025-07-28T19:40:18Z`
+- repo last seen: `2026-07-17T16:54:33Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **11**
+- snapshot authored PRs/issues: **9 PRs / 2 issues**
+- snapshot discussion activity: **7 comments / 13 reviews / 16 review comments**
+- account age: **3784 days**
+- recent public PR activity: **65 PRs** (35 merged / 2 closed-unmerged / 28 open; merged rate **54%**, closed-unmerged rate **3%**, open rate **43%**)
+- public orgs: none visible
+- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **medium**
+- heuristic read: **high recent PR volume; high open PR share**
+
+Example artifacts:
+- [PR #47387: [WIP] Support one-to-many conversions](https://github.com/huggingface/transformers/pull/47387) — open
+- [PR #47336: [Offloading] Fix fully offloaded model saving](https://github.com/huggingface/transformers/pull/47336) — open
+- [PR #46965: [Model] Support `use_cache=False` for DeepSeek V4](https://github.com/huggingface/transformers/pull/46965) — closed, merged
+- [Issue #47333: [Offloading] Cannot save disk-offloaded `Qwen/Qwen3-30B-A3B`](https://github.com/huggingface/transformers/issues/47333) — open
+- [Issue #47332: [Offloading] Cannot save disk-offloaded `Qwen3-VL-32B-Instruct`](https://github.com/huggingface/transformers/issues/47332) — closed
+
 ### `albertvillanova`
 
 - profile: [github.com/albertvillanova](https://github.com/albertvillanova)
@@ -1360,31 +1385,6 @@ Example artifacts:
 - [Issue #44273: Lazy loading is not working properly](https://github.com/huggingface/transformers/issues/44273) — open
 - [Issue #43334: Qwen3-VL can't be loaded in transformers dev: AttributeError: 'Qwen3VLTextConfig' object has no attribute 'pad_token_id'](https://github.com/huggingface/transformers/issues/43334) — closed
 
-### `kylesayrs`
-
-- profile: [github.com/kylesayrs](https://github.com/kylesayrs)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Akylesayrs)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Akylesayrs)
-- repo first seen: `2025-07-28T19:40:18Z`
-- repo last seen: `2026-07-16T14:52:16Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **10**
-- snapshot authored PRs/issues: **8 PRs / 2 issues**
-- snapshot discussion activity: **7 comments / 13 reviews / 16 review comments**
-- account age: **3784 days**
-- recent public PR activity: **65 PRs** (35 merged / 2 closed-unmerged / 28 open; merged rate **54%**, closed-unmerged rate **3%**, open rate **43%**)
-- public orgs: none visible
-- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **medium**
-- heuristic read: **high recent PR volume; high open PR share**
-
-Example artifacts:
-- [PR #47336: [Offloading] Fix fully offloaded model saving](https://github.com/huggingface/transformers/pull/47336) — open
-- [PR #46965: [Model] Support `use_cache=False` for DeepSeek V4](https://github.com/huggingface/transformers/pull/46965) — closed, merged
-- [PR #46905: [Docs] Fix full disk offloading docs](https://github.com/huggingface/transformers/pull/46905) — closed, merged
-- [Issue #47333: [Offloading] Cannot save disk-offloaded `Qwen/Qwen3-30B-A3B`](https://github.com/huggingface/transformers/issues/47333) — open
-- [Issue #47332: [Offloading] Cannot save disk-offloaded `Qwen3-VL-32B-Instruct`](https://github.com/huggingface/transformers/issues/47332) — closed
-
 ### `IMvision12`
 
 - profile: [github.com/IMvision12](https://github.com/IMvision12)
@@ -1475,7 +1475,7 @@ Example artifacts:
 - heuristic read: **extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos**
 
 Example artifacts:
-- [PR #47372: Accept legacy list special_tokens in _set_model_specific_special_tokens](https://github.com/huggingface/transformers/pull/47372) — open
+- [PR #47372: Accept legacy list special_tokens in _set_model_specific_special_tokens](https://github.com/huggingface/transformers/pull/47372) — closed
 - [PR #47371: Make non-blocking serve uvicorn thread a daemon with force_exit](https://github.com/huggingface/transformers/pull/47371) — open
 - [PR #47370: Preserve exception cause when hub kernel loading fails](https://github.com/huggingface/transformers/pull/47370) — open
 
@@ -1905,12 +1905,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Asamyuktahegde)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asamyuktahegde)
 - repo first seen: `2026-07-06T07:32:26Z`
-- repo last seen: `2026-07-16T13:21:06Z`
+- repo last seen: `2026-07-17T14:07:37Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **4**
 - snapshot authored PRs/issues: **4 PRs / 0 issues**
-- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
+- snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
 - account age: **3567 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
@@ -1918,7 +1918,7 @@ Example artifacts:
 - heuristic read: **high open PR share; no visible non-self stars; targets high-star repos**
 
 Example artifacts:
-- [PR #47369: [docs] Fix decode examples and expected output in fast_tokenizers](https://github.com/huggingface/transformers/pull/47369) — open
+- [PR #47369: [docs] Fix decode examples and expected output in fast_tokenizers](https://github.com/huggingface/transformers/pull/47369) — closed, merged
 - [PR #47239: Clarify extra_special_tokens documentation to match the example](https://github.com/huggingface/transformers/pull/47239) — closed
 - [PR #47136: Clarify input device placement in the Quicktour inference example](https://github.com/huggingface/transformers/pull/47136) — closed, merged
 
@@ -2012,7 +2012,7 @@ Example artifacts:
 - heuristic read: **high recent PR volume; broad repo spread**
 
 Example artifacts:
-- [PR #46842: [glm-mode-dsa] Indexer uses interleaved rope](https://github.com/huggingface/transformers/pull/46842) — closed, merged
+- [PR #46842: [glm-moe-dsa] Indexer uses interleaved rope](https://github.com/huggingface/transformers/pull/46842) — closed, merged
 - [PR #46257: Update deepseek v4 snippet: model id, quant config](https://github.com/huggingface/transformers/pull/46257) — open
 - [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
@@ -2438,12 +2438,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aqflen)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aqflen)
 - repo first seen: `2026-04-25T02:09:42Z`
-- repo last seen: `2026-07-08T07:43:42Z`
+- repo last seen: `2026-07-17T17:43:13Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **8**
 - snapshot authored PRs/issues: **4 PRs / 4 issues**
-- snapshot discussion activity: **10 comments / 4 reviews / 4 review comments**
+- snapshot discussion activity: **11 comments / 4 reviews / 4 review comments**
 - account age: **479 days**
 - recent public PR activity: **49 PRs** (12 merged / 6 closed-unmerged / 31 open; merged rate **24%**, closed-unmerged rate **12%**, open rate **63%**)
 - public orgs: none visible
@@ -2853,28 +2853,6 @@ Example artifacts:
 - [PR #46987: fix(models): fix MPS float64 type compatibility crashes for MusicFlamingo and UDOP](https://github.com/huggingface/transformers/pull/46987) — closed
 - [PR #46973: Fix AttributeError when window_size is set in TimesFm2_5ModelForPrediction](https://github.com/huggingface/transformers/pull/46973) — closed
 
-### `avihu111`
-
-- profile: [github.com/avihu111](https://github.com/avihu111)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aavihu111)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aavihu111)
-- repo first seen: `2026-04-29T11:45:47Z`
-- repo last seen: `2026-06-22T06:48:48Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **2**
-- snapshot authored PRs/issues: **2 PRs / 0 issues**
-- snapshot discussion activity: **3 comments / 16 reviews / 16 review comments**
-- account age: **2928 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; targets high-star repos**
-
-Example artifacts:
-- [PR #46306: fix: Enable flash_attention in Granite4Vision](https://github.com/huggingface/transformers/pull/46306) — closed
-- [PR #46031: Support Granite Speech NAR (NLE)](https://github.com/huggingface/transformers/pull/46031) — open
-
 ### `bglglzd`
 
 - profile: [github.com/bglglzd](https://github.com/bglglzd)
@@ -3569,12 +3547,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ALysandreJik)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ALysandreJik)
 - repo first seen: `2021-08-30T15:40:15Z`
-- repo last seen: `2026-07-16T13:06:00Z`
+- repo last seen: `2026-07-17T12:15:01Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **9**
 - snapshot authored PRs/issues: **7 PRs / 2 issues**
-- snapshot discussion activity: **22 comments / 37 reviews / 52 review comments**
+- snapshot discussion activity: **23 comments / 37 reviews / 52 review comments**
 - account age: **3267 days**
 - recent public PR activity: **8 PRs** (7 merged / 0 closed-unmerged / 1 open; merged rate **88%**, closed-unmerged rate **0%**, open rate **12%**)
 - public orgs: `conda-forge`, `huggingface`, `ProjectBlackFalcon`, `PyTorch-Community-Voices`, `PyTorch-GitHub-Badge-Ecosystem-Day`, `Hugging-Face-Supporter`, `Hugging-Face-Helping-Hand`
@@ -3912,18 +3890,40 @@ Example artifacts:
 - [PR #46319: docs: customizing models.md, better comments for resnetconfig class](https://github.com/huggingface/transformers/pull/46319) — open
 - [PR #45988: docs: Fix formatting issues in weightconverter.md](https://github.com/huggingface/transformers/pull/45988) — closed, merged
 
+### `avihu111`
+
+- profile: [github.com/avihu111](https://github.com/avihu111)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aavihu111)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aavihu111)
+- repo first seen: `2026-04-29T11:45:47Z`
+- repo last seen: `2026-06-22T06:48:48Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **2**
+- snapshot authored PRs/issues: **2 PRs / 0 issues**
+- snapshot discussion activity: **3 comments / 16 reviews / 16 review comments**
+- account age: **2928 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; targets high-star repos**
+
+Example artifacts:
+- [PR #46306: fix: Enable flash_attention in Granite4Vision](https://github.com/huggingface/transformers/pull/46306) — closed
+- [PR #46031: Support Granite Speech NAR (NLE)](https://github.com/huggingface/transformers/pull/46031) — open
+
 ### `glegendre01`
 
 - profile: [github.com/glegendre01](https://github.com/glegendre01)
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aglegendre01)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aglegendre01)
 - repo first seen: `2026-04-21T12:37:31Z`
-- repo last seen: `2026-06-25T14:26:37Z`
+- repo last seen: `2026-07-17T15:29:47Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **2 PRs / 0 issues**
-- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
+- snapshot discussion activity: **0 comments / 1 reviews / 0 review comments**
 - account age: **1347 days**
 - recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
 - public orgs: none visible
@@ -4254,7 +4254,7 @@ Example artifacts:
 - repo first seen: `2026-03-10T09:22:21Z`
 - repo last seen: `2026-07-16T10:02:48Z`
 - first seen in snapshot: **no**
-- repo association: **FIRST_TIME_CONTRIBUTOR**
+- repo association: **CONTRIBUTOR**
 - repo primary artifacts: **3**
 - snapshot authored PRs/issues: **1 PRs / 2 issues**
 - snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
@@ -4265,8 +4265,8 @@ Example artifacts:
 - heuristic read: **targets high-star repos**
 
 Example artifacts:
-- [PR #47252: Fix orthogonal_ init for low-precision dtypes (bf16/fp16)](https://github.com/huggingface/transformers/pull/47252) — open
-- [Issue #47225: orthogonal_ weight init crashes with `geqrf_cuda not implemented for BFloat16` under v5 bf16 on-device init (RWKV and any QR-based init)](https://github.com/huggingface/transformers/issues/47225) — open
+- [PR #47252: Fix orthogonal_ init for low-precision dtypes (bf16/fp16)](https://github.com/huggingface/transformers/pull/47252) — closed, merged
+- [Issue #47225: orthogonal_ weight init crashes with `geqrf_cuda not implemented for BFloat16` under v5 bf16 on-device init (RWKV and any QR-based init)](https://github.com/huggingface/transformers/issues/47225) — closed
 - [Issue #44561: Removal of `is_torch_fx_available` in v5.0 breaks `trust_remote_code` models](https://github.com/huggingface/transformers/issues/44561) — closed
 
 ### `pasta-paul`
@@ -4298,12 +4298,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aabcgco)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aabcgco)
 - repo first seen: `2026-07-05T12:41:27Z`
-- repo last seen: `2026-07-16T17:03:11Z`
+- repo last seen: `2026-07-17T17:31:17Z`
 - 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: **1 comments / 27 reviews / 27 review comments**
+- snapshot discussion activity: **1 comments / 28 reviews / 28 review comments**
 - account age: **2524 days**
 - recent public PR activity: **8 PRs** (1 merged / 2 closed-unmerged / 5 open; merged rate **12%**, closed-unmerged rate **25%**, open rate **62%**)
 - public orgs: none visible
@@ -4408,12 +4408,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Adaviswer)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Adaviswer)
 - repo first seen: `2026-06-15T02:09:07Z`
-- repo last seen: `2026-07-15T18:19:57Z`
+- repo last seen: `2026-07-17T17:22:58Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **1 PRs / 1 issues**
-- snapshot discussion activity: **3 comments / 13 reviews / 13 review comments**
+- snapshot discussion activity: **3 comments / 19 reviews / 19 review comments**
 - account age: **4261 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
@@ -4842,27 +4842,6 @@ Example artifacts:
 - [PR #47178: Fix hardcoded paths in siglip checkpoint/vocab loading](https://github.com/huggingface/transformers/pull/47178) — closed, merged
 - [Issue #45183: [Bug] XOR logic for `input_ids`/`inputs_embeds` validation produces wrong or misleading error messages across multiple models](https://github.com/huggingface/transformers/issues/45183) — closed
 
-### `0Sh1khar`
-
-- profile: [github.com/0Sh1khar](https://github.com/0Sh1khar)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3A0Sh1khar)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3A0Sh1khar)
-- repo first seen: `2026-05-18T14:31:57Z`
-- repo last seen: `2026-05-18T14:39:35Z`
-- first seen in snapshot: **no**
-- 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: **660 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 #46034: Fix outdated RAG documentation example](https://github.com/huggingface/transformers/pull/46034) — closed
-
 ### `abderahmane-ai`
 
 - profile: [github.com/abderahmane-ai](https://github.com/abderahmane-ai)
@@ -6675,12 +6654,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ALevelVoid)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ALevelVoid)
 - repo first seen: `2026-07-09T15:16:26Z`
-- repo last seen: `2026-07-16T06:38:55Z`
+- repo last seen: `2026-07-17T13:29:57Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
-- snapshot discussion activity: **8 comments / 2 reviews / 2 review comments**
+- snapshot discussion activity: **9 comments / 2 reviews / 2 review comments**
 - account age: **983 days**
 - recent public PR activity: **7 PRs** (6 merged / 0 closed-unmerged / 1 open; merged rate **86%**, closed-unmerged rate **0%**, open rate **14%**)
 - public orgs: none visible
@@ -7202,7 +7181,7 @@ Example artifacts:
 - repo first seen: `2026-07-16T21:10:20Z`
 - repo last seen: `2026-07-16T21:27:43Z`
 - first seen in snapshot: **no**
-- repo association: **FIRST_TIME_CONTRIBUTOR**
+- 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**
@@ -7213,7 +7192,7 @@ Example artifacts:
 - heuristic read: **extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos**
 
 Example artifacts:
-- [PR #47376: Fix torch_float casting to int instead of float](https://github.com/huggingface/transformers/pull/47376) — open
+- [PR #47376: Fix torch_float casting to int instead of float](https://github.com/huggingface/transformers/pull/47376) — closed
 
 ### `pablopupo`
 
@@ -7809,12 +7788,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AShareLer)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AShareLer)
 - repo first seen: `2026-07-08T10:26:48Z`
-- repo last seen: `2026-07-17T03:54:01Z`
+- repo last seen: `2026-07-17T16:14:12Z`
 - 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: **3 comments / 8 reviews / 8 review comments**
+- snapshot discussion activity: **3 comments / 10 reviews / 10 review comments**
 - account age: **2684 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
@@ -7908,6 +7887,27 @@ Example artifacts:
 Example artifacts:
 - [PR #46513: fix(rt-detr): use float32 on MPS in build_2d_sinusoidal_position_embedding](https://github.com/huggingface/transformers/pull/46513) — closed
 
+### `sj0618`
+
+- profile: [github.com/sj0618](https://github.com/sj0618)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Asj0618)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asj0618)
+- repo first seen: `2026-07-17T16:38:14Z`
+- repo last seen: `2026-07-17T16:38:14Z`
+- 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: **1216 days**
+- recent public PR activity: **11 PRs** (2 merged / 4 closed-unmerged / 5 open; merged rate **18%**, closed-unmerged rate **36%**, open rate **45%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **moderate**, automation risk **low**
+- heuristic read: **high open PR share**
+
+Example artifacts:
+- [PR #47385: BLT: vectorize patch length processing](https://github.com/huggingface/transformers/pull/47385) — open
+
 ### `skshmjn`
 
 - profile: [github.com/skshmjn](https://github.com/skshmjn)

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