Refresh transformers dataset snapshot 20260512T000156Z

README.md

@@ -75,7 +75,7 @@ Use:
 - eval set creation
 
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       "repo_first_seen_at": "2026-05-09T02:34:44Z",
-      "repo_last_seen_at": "2026-05-09T02:34:44Z",
+      "repo_last_seen_at": "2026-05-11T19:31:45Z",
       "repo_primary_artifact_count": 1,
-      "repo_artifact_count": 1,
+      "repo_artifact_count": 2,
       "snapshot_issue_count": 0,
       "snapshot_pr_count": 1,
-      "snapshot_comment_count": 0,
+      "snapshot_comment_count": 1,
       "snapshot_review_count": 0,
       "snapshot_review_comment_count": 0,
       "repo_association": "NONE",
@@ -17114,12 +17047,12 @@
       "snapshot_review_count": 0,
       "snapshot_review_comment_count": 0,
       "repo_association": "CONTRIBUTOR",
-      "new_to_repo": true,
-      "first_seen_in_snapshot": true,
+      "new_to_repo": false,
+      "first_seen_in_snapshot": false,
       "known_via_prior_merged_pr": false,
-      "report_reason": "first_seen_in_snapshot",
-      "enrichment_source": "live",
-      "live_refetch_skipped": false,
+      "report_reason": null,
+      "enrichment_source": "previous_report",
+      "live_refetch_skipped": true,
       "account_age_days": 2564,
       "young_account": false,
       "follow_through_score": "weak",
@@ -18755,63 +18688,6 @@
       },
       "fetch_error": null
     },
-    {
-      "author_login": "joshuaswanson",
-      "name": "Joshua Swanson",
-      "profile_url": "https://github.com/joshuaswanson",
-      "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ajoshuaswanson",
-      "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ajoshuaswanson",
-      "repo_first_seen_at": "2026-03-12T23:47:11Z",
-      "repo_last_seen_at": "2026-03-12T23:47:11Z",
-      "repo_primary_artifact_count": 1,
-      "repo_artifact_count": 1,
-      "snapshot_issue_count": 0,
-      "snapshot_pr_count": 1,
-      "snapshot_comment_count": 0,
-      "snapshot_review_count": 0,
-      "snapshot_review_comment_count": 0,
-      "repo_association": "FIRST_TIME_CONTRIBUTOR",
-      "new_to_repo": false,
-      "first_seen_in_snapshot": false,
-      "known_via_prior_merged_pr": false,
-      "report_reason": null,
-      "enrichment_source": "previous_report",
-      "live_refetch_skipped": true,
-      "account_age_days": 3496,
-      "young_account": false,
-      "follow_through_score": "weak",
-      "breadth_score": "very high",
-      "automation_risk_signal": "low",
-      "heuristic_note": "high recent PR volume; very broad repo spread",
-      "public_orgs": [],
-      "activity": {
-        "visible_authored_pr_count": 45,
-        "merged_pr_count": 12,
-        "closed_unmerged_pr_count": 17,
-        "open_pr_count": 16,
-        "merged_pr_rate": 0.2667,
-        "closed_unmerged_pr_rate": 0.3778,
-        "still_open_pr_rate": 0.3556,
-        "distinct_repos_with_authored_prs": 30,
-        "distinct_repos_with_open_prs": 12
-      },
-      "examples": {
-        "pull_requests": [
-          {
-            "kind": "pull_request",
-            "number": 44642,
-            "title": "Clarify that causal LM labels are shifted internally",
-            "url": "https://github.com/huggingface/transformers/pull/44642",
-            "state": "open",
-            "merged": false,
-            "draft": false,
-            "created_at": "2026-03-12T23:47:11Z"
-          }
-        ],
-        "issues": []
-      },
-      "fetch_error": null
-    },
     {
       "author_login": "juliabush",
       "name": "Julia Bush",

new-contributors-report.md

@@ -1,9 +1,9 @@
 # New Contributor Report: huggingface/transformers
 
-- Snapshot: `20260511T180035Z`
-- Generated: `2026-05-11T18:02:36Z`
+- Snapshot: `20260512T000156Z`
+- Generated: `2026-05-12T00:02:53Z`
 - Activity window: `60d`
-- Contributors: `355`
+- Contributors: `353`
 
 ## Summary
 
@@ -15,7 +15,7 @@
 | `zucchini-nlp` | [profile](https://github.com/zucchini-nlp) | no | MEMBER | 1508d | `2024-09-26T09:23:39Z` | 76 | 0 | mixed | moderate | low | high recent PR volume; targets high-star repos |
 | `kaixuanliu` | [profile](https://github.com/kaixuanliu) | no | CONTRIBUTOR | 3934d | `2025-06-20T09:58:55Z` | 73 | 4 | mixed | moderate | low | high recent PR volume; targets high-star repos |
 | `ArthurZucker` | [profile](https://github.com/ArthurZucker) | no | MEMBER | 2590d | `2023-02-24T14:13:29Z` | 53 | 3 | mixed | moderate | low | high recent PR volume; targets high-star repos |
-| `stevhliu` | [profile](https://github.com/stevhliu) | no | MEMBER | 2296d | `2025-01-06T17:52:26Z` | 45 | 1 | strong | low | low | high recent PR volume; no visible non-self stars; targets high-star repos |
+| `stevhliu` | [profile](https://github.com/stevhliu) | no | MEMBER | 2296d | `2025-01-06T17:52:26Z` | 47 | 1 | strong | low | low | high recent PR volume; no visible non-self stars; targets high-star repos |
 | `SunMarc` | [profile](https://github.com/SunMarc) | no | MEMBER | 2360d | `2024-09-02T13:41:47Z` | 43 | 2 | strong | moderate | low | high recent PR volume; targets high-star repos |
 | `vasqu` | [profile](https://github.com/vasqu) | no | MEMBER | 1991d | `2025-08-26T12:13:50Z` | 43 | 1 | mixed | low | low | targets high-star repos |
 | `Rocketknight1` | [profile](https://github.com/Rocketknight1) | no | MEMBER | 3961d | `2023-02-27T14:00:41Z` | 40 | 0 | strong | low | low | targets high-star repos |
@@ -25,7 +25,7 @@
 | `remi-or` | [profile](https://github.com/remi-or) | no | MEMBER | 1813d | `2026-01-13T09:15:18Z` | 24 | 0 | strong | low | low | targets high-star repos |
 | `jiqing-feng` | [profile](https://github.com/jiqing-feng) | no | CONTRIBUTOR | 1396d | `2024-03-21T04:37:45Z` | 22 | 4 | strong | moderate | low | high recent PR volume |
 | `eustlb` | [profile](https://github.com/eustlb) | no | MEMBER | 1607d | `2025-01-20T12:27:19Z` | 20 | 0 | strong | low | low | targets high-star repos |
-| `qgallouedec` | [profile](https://github.com/qgallouedec) | no | MEMBER | 2692d | `2024-12-13T13:39:10Z` | 18 | 13 | strong | moderate | low | extremely high recent PR volume; targets high-star repos |
+| `qgallouedec` | [profile](https://github.com/qgallouedec) | no | MEMBER | 2692d | `2024-12-13T13:39:10Z` | 19 | 13 | strong | moderate | low | extremely high recent PR volume; targets high-star repos |
 | `tomaarsen` | [profile](https://github.com/tomaarsen) | no | MEMBER | 2949d | `2025-12-02T16:00:11Z` | 18 | 6 | strong | moderate | low | high recent PR volume; targets high-star repos |
 | `BillionClaw` | [profile](https://github.com/BillionClaw) | no | FIRST_TIME_CONTRIBUTOR | 35d | `2026-03-16T16:17:54Z` | 18 | 0 | weak | very high | high | very new account; extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos |
 | `IlyasMoutawwakil` | [profile](https://github.com/IlyasMoutawwakil) | no | MEMBER | 2354d | `2025-07-04T08:41:29Z` | 17 | 3 | strong | low | low | — |
@@ -55,7 +55,7 @@
 | `Krishnachaitanyakc` | [profile](https://github.com/Krishnachaitanyakc) | no | CONTRIBUTOR | 3498d | `2026-03-25T02:14:38Z` | 5 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
 | `RyanMullins` | [profile](https://github.com/RyanMullins) | no | CONTRIBUTOR | 5413d | `2026-03-12T13:32:25Z` | 5 | 0 | mixed | low | low | high open PR share; targets high-star repos |
 | `dacorvo` | [profile](https://github.com/dacorvo) | no | MEMBER | 5038d | `2026-03-13T14:45:22Z` | 4 | 6 | mixed | moderate | low | — |
-| `jamesbraza` | [profile](https://github.com/jamesbraza) | no | CONTRIBUTOR | 4221d | `2026-04-23T00:37:54Z` | 4 | 4 | strong | moderate | low | high recent PR volume |
+| `jamesbraza` | [profile](https://github.com/jamesbraza) | no | CONTRIBUTOR | 4221d | `2026-04-23T00:37:54Z` | 4 | 5 | strong | moderate | low | high recent PR volume |
 | `paulinebm` | [profile](https://github.com/paulinebm) | no | MEMBER | 830d | `2026-03-25T14:55:10Z` | 4 | 1 | strong | very high | medium | extremely high recent PR volume; very broad repo spread; no visible non-self stars |
 | `hf-security-analysis[bot]` | [profile](https://github.com/hf-security-analysis[bot]) | no | CONTRIBUTOR | ?d | `2026-03-11T15:39:30Z` | 4 | 0 | n/a | n/a | n/a | summary unavailable |
 | `Jah-yee` | [profile](https://github.com/Jah-yee) | no | NONE | 736d | `2026-04-16T00:55:40Z` | 4 | 0 | weak | very high | high | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
@@ -142,7 +142,6 @@
 | `burtenshaw` | [profile](https://github.com/burtenshaw) | no | MEMBER | 3611d | `2026-03-03T11:35:13Z` | 2 | 0 | mixed | high | low | high recent PR volume; broad repo spread |
 | `excepshenal` | [profile](https://github.com/excepshenal) | no | FIRST_TIME_CONTRIBUTOR | 2481d | `2026-02-21T00:06:16Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `jackcook` | [profile](https://github.com/jackcook) | no | CONTRIBUTOR | 4658d | `2026-02-13T05:15:44Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
-| `kmbhattt-aws` | [profile](https://github.com/kmbhattt-aws) | no | FIRST_TIME_CONTRIBUTOR | 37d | `2026-03-11T01:01:18Z` | 2 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
 | `mitre88` | [profile](https://github.com/mitre88) | no | CONTRIBUTOR | 3202d | `2026-03-04T00:42:43Z` | 2 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
 | `nuxlear` | [profile](https://github.com/nuxlear) | no | CONTRIBUTOR | 3757d | `2026-01-02T07:29:46Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `tyler-romero` | [profile](https://github.com/tyler-romero) | no | CONTRIBUTOR | 3479d | `2026-02-10T18:34:03Z` | 2 | 0 | mixed | high | low | broad repo spread |
@@ -246,7 +245,7 @@
 | `evalstate` | [profile](https://github.com/evalstate) | no | MEMBER | 5042d | `2026-04-23T11:41:51Z` | 1 | 0 | n/a | low | low | — |
 | `Exile333` | [profile](https://github.com/Exile333) | no | FIRST_TIME_CONTRIBUTOR | 3582d | `2026-04-30T16:23:49Z` | 1 | 0 | n/a | low | low | no visible non-self stars |
 | `fm1320` | [profile](https://github.com/fm1320) | no | FIRST_TIME_CONTRIBUTOR | 2016d | `2026-05-02T02:04:46Z` | 1 | 0 | strong | high | low | high recent PR volume; broad repo spread |
-| `fullyz` | [profile](https://github.com/fullyz) | yes | CONTRIBUTOR | 2564d | `2026-05-11T13:43:45Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
+| `fullyz` | [profile](https://github.com/fullyz) | no | CONTRIBUTOR | 2564d | `2026-05-11T13:43:45Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `gagandhakrey` | [profile](https://github.com/gagandhakrey) | no | NONE | 2285d | `2026-04-05T03:45:23Z` | 1 | 0 | weak | high | low | broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
 | `GANESH-NADKARNI` | [profile](https://github.com/GANESH-NADKARNI) | no | NONE | 631d | `2026-05-06T16:10:59Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `garybadwal` | [profile](https://github.com/garybadwal) | no | FIRST_TIME_CONTRIBUTOR | 1178d | `2026-04-21T04:38:14Z` | 1 | 0 | weak | low | low | targets high-star repos |
@@ -275,7 +274,6 @@
 | `joerowell` | [profile](https://github.com/joerowell) | no | CONTRIBUTOR | 3394d | `2026-04-28T08:24:28Z` | 1 | 0 | strong | low | low | targets high-star repos |
 | `JokeYoonic` | [profile](https://github.com/JokeYoonic) | no | FIRST_TIME_CONTRIBUTOR | 770d | `2026-03-13T16:28:01Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `JonusClapshaw` | [profile](https://github.com/JonusClapshaw) | no | NONE | 2428d | `2026-02-24T22:09:56Z` | 1 | 0 | weak | high | medium | broad repo spread; high open PR share; no visible non-self stars |
-| `joshuaswanson` | [profile](https://github.com/joshuaswanson) | no | FIRST_TIME_CONTRIBUTOR | 3496d | `2026-03-12T23:47:11Z` | 1 | 0 | weak | very high | low | high recent PR volume; very broad repo spread |
 | `juliabush` | [profile](https://github.com/juliabush) | no | NONE | 526d | `2026-04-07T21:37:00Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `Kabir08` | [profile](https://github.com/Kabir08) | no | NONE | 2216d | `2026-04-19T08:27:15Z` | 1 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
 | `Kaisan10` | [profile](https://github.com/Kaisan10) | no | FIRST_TIME_CONTRIBUTOR | 1151d | `2026-05-02T07:35:16Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
@@ -520,12 +518,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Astevhliu)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Astevhliu)
 - repo first seen: `2025-01-06T17:52:26Z`
-- repo last seen: `2026-05-11T16:17:54Z`
+- repo last seen: `2026-05-11T21:19:08Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
-- repo primary artifacts: **46**
-- snapshot authored PRs/issues: **45 PRs / 1 issues**
-- snapshot discussion activity: **27 comments / 125 reviews / 225 review comments**
+- repo primary artifacts: **48**
+- snapshot authored PRs/issues: **47 PRs / 1 issues**
+- snapshot discussion activity: **27 comments / 131 reviews / 231 review comments**
 - account age: **2296 days**
 - recent public PR activity: **30 PRs** (25 merged / 0 closed-unmerged / 5 open; merged rate **83%**, closed-unmerged rate **0%**, open rate **17%**)
 - public orgs: `huggingface`
@@ -533,9 +531,9 @@ Example artifacts:
 - heuristic read: **high recent PR volume; no visible non-self stars; targets high-star repos**
 
 Example artifacts:
+- [PR #45900: [docs] ALMModelTest](https://github.com/huggingface/transformers/pull/45900) — open
+- [PR #45899: [docs] decode fast path](https://github.com/huggingface/transformers/pull/45899) — open
 - [PR #45851: [docs] chat template](https://github.com/huggingface/transformers/pull/45851) — open
-- [PR #45798: [docs] paper cuts](https://github.com/huggingface/transformers/pull/45798) — open
-- [PR #45795: [docs] adding audio/video processors](https://github.com/huggingface/transformers/pull/45795) — open
 - [Issue #36979: [Community contributions] Model cards](https://github.com/huggingface/transformers/issues/36979) — closed
 
 ### `SunMarc`
@@ -569,12 +567,12 @@ 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: `2026-05-11T17:11:21Z`
+- repo last seen: `2026-05-11T23:43:11Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **44**
 - snapshot authored PRs/issues: **43 PRs / 1 issues**
-- snapshot discussion activity: **522 comments / 921 reviews / 3914 review comments**
+- snapshot discussion activity: **523 comments / 925 reviews / 3952 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
@@ -760,12 +758,12 @@ 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: `2026-05-09T04:16:37Z`
+- repo last seen: `2026-05-11T19:47:35Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
-- repo primary artifacts: **31**
-- snapshot authored PRs/issues: **18 PRs / 13 issues**
-- snapshot discussion activity: **37 comments / 47 reviews / 47 review comments**
+- repo primary artifacts: **32**
+- snapshot authored PRs/issues: **19 PRs / 13 issues**
+- snapshot discussion activity: **37 comments / 48 reviews / 48 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`
@@ -773,9 +771,9 @@ Example artifacts:
 - heuristic read: **extremely high recent PR volume; targets high-star repos**
 
 Example artifacts:
+- [PR #45898: [fix] Add `fatal_error` to `ContinuousBatchingManager` so the serving layer can detect a dead CB worker](https://github.com/huggingface/transformers/pull/45898) — open
 - [PR #45857: Fix `tie_word_embeddings` not lifted from `text_config` for some VLM configs (BC regression)](https://github.com/huggingface/transformers/pull/45857) — open
 - [PR #45848: Add Maximal Update Parametrization (μP)](https://github.com/huggingface/transformers/pull/45848) — open
-- [PR #45794: Fix WeightConverter substring match on leaf-style source patterns](https://github.com/huggingface/transformers/pull/45794) — open
 - [Issue #45419: Chat template inconsistencies in tool-calling support](https://github.com/huggingface/transformers/issues/45419) — open
 - [Issue #45290: `apply_chat_template(tokenize=True)` crashes on assistant messages with tool calls and no content](https://github.com/huggingface/transformers/issues/45290) — closed
 - [Issue #44514: `Qwen2_5_VLProcessor.apply_chat_template` crashes on batched input when `padding=False`](https://github.com/huggingface/transformers/issues/44514) — closed
@@ -1469,11 +1467,11 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ajamesbraza)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ajamesbraza)
 - repo first seen: `2026-04-23T00:37:54Z`
-- repo last seen: `2026-05-11T17:46:23Z`
+- repo last seen: `2026-05-11T23:01:34Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
-- repo primary artifacts: **8**
-- snapshot authored PRs/issues: **4 PRs / 4 issues**
+- repo primary artifacts: **9**
+- snapshot authored PRs/issues: **4 PRs / 5 issues**
 - snapshot discussion activity: **5 comments / 3 reviews / 3 review comments**
 - account age: **4221 days**
 - recent public PR activity: **36 PRs** (32 merged / 2 closed-unmerged / 2 open; merged rate **89%**, closed-unmerged rate **6%**, open rate **6%**)
@@ -1485,9 +1483,9 @@ Example artifacts:
 - [PR #45861: Fix M-RoPE device mismatch in Qwen3VL family under FSDP2 CPU offload](https://github.com/huggingface/transformers/pull/45861) — open
 - [PR #45770: Unwrap `text_config` in `AutoModelFor*.from_config`](https://github.com/huggingface/transformers/pull/45770) — closed, merged
 - [PR #45760: End-to-end test of Gemma 3 + FA2 construction](https://github.com/huggingface/transformers/pull/45760) — closed
+- [Issue #45902: `Qwen3_5MoeTextRotaryEmbedding.inv_freq` reads uninitialized memory after `meta → to_empty(cuda)` materialization](https://github.com/huggingface/transformers/issues/45902) — open
 - [Issue #45859: `Qwen3_5MoeTextRotaryEmbedding.forward` is not compatible with CPU offload](https://github.com/huggingface/transformers/issues/45859) — open
 - [Issue #45759: `AutoModelForCausalLM.from_config` does not unwrap `text_config` for composite Qwen 3.5 and 3.6 multimodal configs](https://github.com/huggingface/transformers/issues/45759) — closed
-- [Issue #45663: Gemma-4 training with FSDP2 raises `KeyError` in `Gemma4TextAttention.forward` because `shared_kv_states` is rebuilt per-layer](https://github.com/huggingface/transformers/issues/45663) — open
 
 ### `paulinebm`
 
@@ -2574,12 +2572,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ajonghwanhyeon)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ajonghwanhyeon)
 - repo first seen: `2026-04-21T11:42:03Z`
-- repo last seen: `2026-05-05T00:48:26Z`
+- repo last seen: `2026-05-11T19:43:29Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **2 PRs / 0 issues**
-- snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
+- snapshot discussion activity: **3 comments / 0 reviews / 0 review comments**
 - account age: **5135 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
@@ -2618,12 +2616,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AKash6)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AKash6)
 - repo first seen: `2026-04-01T18:07:49Z`
-- repo last seen: `2026-04-16T03:54:51Z`
+- repo last seen: `2026-05-11T18:49:56Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **2 PRs / 0 issues**
-- snapshot discussion activity: **6 comments / 0 reviews / 0 review comments**
+- snapshot discussion activity: **7 comments / 0 reviews / 0 review comments**
 - account age: **2226 days**
 - recent public PR activity: **6 PRs** (2 merged / 0 closed-unmerged / 4 open; merged rate **33%**, closed-unmerged rate **0%**, open rate **67%**)
 - public orgs: `CynatraDevelopers`
@@ -3014,12 +3012,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Asdharani91)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asdharani91)
 - repo first seen: `2026-03-18T05:45:40Z`
-- repo last seen: `2026-05-08T23:32:25Z`
+- repo last seen: `2026-05-11T23:23:55Z`
 - first seen in snapshot: **no**
 - repo association: **FIRST_TIME_CONTRIBUTOR**
 - repo primary artifacts: **2**
 - snapshot authored PRs/issues: **2 PRs / 0 issues**
-- snapshot discussion activity: **19 comments / 23 reviews / 23 review comments**
+- snapshot discussion activity: **20 comments / 24 reviews / 24 review comments**
 - account age: **3365 days**
 - recent public PR activity: **3 PRs** (0 merged / 1 closed-unmerged / 2 open; merged rate **0%**, closed-unmerged rate **33%**, open rate **67%**)
 - public orgs: none visible
@@ -3285,12 +3283,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Akhushali9)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Akhushali9)
 - repo first seen: `2025-11-26T16:41:09Z`
-- repo last seen: `2026-05-07T15:33:55Z`
+- repo last seen: `2026-05-11T18:05:31Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **3**
 - snapshot authored PRs/issues: **3 PRs / 0 issues**
-- snapshot discussion activity: **23 comments / 15 reviews / 15 review comments**
+- snapshot discussion activity: **24 comments / 15 reviews / 15 review comments**
 - account age: **4226 days**
 - recent public PR activity: **9 PRs** (1 merged / 5 closed-unmerged / 3 open; merged rate **11%**, closed-unmerged rate **56%**, open rate **33%**)
 - public orgs: `systers`, `crowdresearch`
@@ -3437,28 +3435,6 @@ Example artifacts:
 - [PR #45367: Add dtype config options for Four Over Six](https://github.com/huggingface/transformers/pull/45367) — closed, merged
 - [PR #43970: Add Four Over Six quantization integration](https://github.com/huggingface/transformers/pull/43970) — closed, merged
 
-### `kmbhattt-aws`
-
-- profile: [github.com/kmbhattt-aws](https://github.com/kmbhattt-aws)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Akmbhattt-aws)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Akmbhattt-aws)
-- repo first seen: `2026-03-11T01:01:18Z`
-- repo last seen: `2026-03-12T23:01:11Z`
-- first seen in snapshot: **no**
-- repo association: **FIRST_TIME_CONTRIBUTOR**
-- repo primary artifacts: **2**
-- snapshot authored PRs/issues: **2 PRs / 0 issues**
-- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **37 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 **medium**
-- heuristic read: **very new account; high open PR share; no visible non-self stars; targets high-star repos**
-
-Example artifacts:
-- [PR #44641: Conditinally passing and_mask_function arg to create_causal_mask ](https://github.com/huggingface/transformers/pull/44641) — open, draft
-- [PR #44587: Fix: Handling fused qkv result tensor slicing for tp sharded qkv weights](https://github.com/huggingface/transformers/pull/44587) — open, draft
-
 ### `mitre88`
 
 - profile: [github.com/mitre88](https://github.com/mitre88)
@@ -4399,12 +4375,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Anunq)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Anunq)
 - repo first seen: `2026-05-08T00:29:00Z`
-- repo last seen: `2026-05-08T00:40:59Z`
+- repo last seen: `2026-05-11T19:58:43Z`
 - 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: **0 comments / 0 reviews / 0 review comments**
+- snapshot discussion activity: **0 comments / 1 reviews / 1 review comments**
 - account age: **2694 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
@@ -4974,12 +4950,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aandreay99)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aandreay99)
 - repo first seen: `2026-05-09T02:34:44Z`
-- repo last seen: `2026-05-09T02:34:44Z`
+- repo last seen: `2026-05-11T19:31:45Z`
 - first seen in snapshot: **no**
 - repo association: **NONE**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
-- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
+- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
 - account age: **1374 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
@@ -5690,7 +5666,7 @@ Example artifacts:
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Afullyz)
 - repo first seen: `2026-05-11T13:43:45Z`
 - repo last seen: `2026-05-11T13:43:45Z`
-- first seen in snapshot: **yes**
+- first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
@@ -6292,27 +6268,6 @@ Example artifacts:
 Example artifacts:
 - [PR #44870: fix: ensure prediction_step returns tensor for logits, not tuple #42200](https://github.com/huggingface/transformers/pull/44870) — closed
 
-### `joshuaswanson`
-
-- profile: [github.com/joshuaswanson](https://github.com/joshuaswanson)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ajoshuaswanson)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ajoshuaswanson)
-- repo first seen: `2026-03-12T23:47:11Z`
-- repo last seen: `2026-03-12T23:47:11Z`
-- 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: **3496 days**
-- recent public PR activity: **45 PRs** (12 merged / 17 closed-unmerged / 16 open; merged rate **27%**, closed-unmerged rate **38%**, open rate **36%**)
-- public orgs: none visible
-- compact scores: follow-through **weak**, breadth **very high**, automation risk **low**
-- heuristic read: **high recent PR volume; very broad repo spread**
-
-Example artifacts:
-- [PR #44642: Clarify that causal LM labels are shifted internally](https://github.com/huggingface/transformers/pull/44642) — open
-
 ### `juliabush`
 
 - profile: [github.com/juliabush](https://github.com/juliabush)

new_contributors.parquet

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@@ -2088,6 +2088,118 @@
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+        44407,
+        44550,
+        45899
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+      "representative_pr_number": 44550,
+      "average_similarity": 0.362,
+      "summary": "4 open PRs cluster in `docs/source/en`, `docs/source`, `docs` with similar change breadth; representative PR #44550.",
+      "shared_filenames": [],
+      "shared_directories": [
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+        "docs/source",
+        "docs",
+        "docs/source/en/model_doc"
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+          "size_similarity": 0.957,
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+          "concentration_similarity": 1.0,
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+          "shared_directories": [
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+        {
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+          "concentration_similarity": 1.0,
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+          "shared_directories": [
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+            "docs"
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+        {
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+          "shared_directories": [
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@@ -2497,7 +2609,7 @@
         44872
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-      "average_similarity": 0.47,
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@@ -2511,8 +2623,8 @@
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@@ -2528,8 +2640,8 @@
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