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evalstate
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new-contributors-report.md CHANGED Viewed

@@ -1,9 +1,9 @@
 # New Contributor Report: huggingface/transformers
-- Snapshot: `20260521T060133Z`
-- Generated: `2026-05-21T06:02:24Z`
 - Activity window: `60d`
-- Contributors: `357`
 ## Summary
@@ -29,15 +29,15 @@
 | `qgallouedec` | [profile](https://github.com/qgallouedec) | no | MEMBER | 2692d | `2024-12-13T13:39:10Z` | 20 | 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 |
 | `IlyasMoutawwakil` | [profile](https://github.com/IlyasMoutawwakil) | no | MEMBER | 2354d | `2025-07-04T08:41:29Z` | 18 | 3 | strong | low | low | — |
 | `hmellor` | [profile](https://github.com/hmellor) | no | MEMBER | 3592d | `2025-08-14T10:03:14Z` | 17 | 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` | 17 | 0 | n/a | n/a | n/a | summary unavailable |
 | `3outeille` | [profile](https://github.com/3outeille) | no | MEMBER | 2625d | `2025-11-26T16:58:10Z` | 16 | 0 | mixed | low | low | high open PR share; targets high-star repos |
 | `Abdennacer-Badaoui` | [profile](https://github.com/Abdennacer-Badaoui) | no | MEMBER | 1414d | `2026-01-08T18:13:10Z` | 16 | 0 | strong | moderate | low | — |
 | `kashif` | [profile](https://github.com/kashif) | no | MEMBER | 6569d | `2025-09-08T13:05:54Z` | 16 | 0 | mixed | high | low | high recent PR volume; broad repo spread; targets high-star repos |
 | `michaelbenayoun` | [profile](https://github.com/michaelbenayoun) | no | MEMBER | 3365d | `2024-10-24T15:39:49Z` | 15 | 0 | strong | moderate | low | targets high-star repos |
 | `AI-Safeter` | [profile](https://github.com/AI-Safeter) | no | NONE | 0d | `2026-05-19T04:38:35Z` | 14 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
 | `Sai-Suraj-27` | [profile](https://github.com/Sai-Suraj-27) | no | CONTRIBUTOR | 1745d | `2026-01-23T17:10:04Z` | 14 | 0 | strong | low | low | targets high-star repos |
-| `YangKai0616` | [profile](https://github.com/YangKai0616) | no | CONTRIBUTOR | 1497d | `2025-12-24T11:54:53Z` | 13 | 0 | mixed | moderate | low | — |
 | `AmineDiro` | [profile](https://github.com/AmineDiro) | no | MEMBER | 3865d | `2026-04-14T15:35:56Z` | 9 | 0 | mixed | moderate | low | high open PR share; targets high-star repos |
 | `winglian` | [profile](https://github.com/winglian) | no | COLLABORATOR | 5708d | `2024-10-17T15:17:05Z` | 9 | 0 | strong | high | low | extremely high recent PR volume; broad repo spread; targets high-star repos |
 | `casinca` | [profile](https://github.com/casinca) | no | CONTRIBUTOR | 2626d | `2025-12-10T12:31:18Z` | 8 | 2 | strong | moderate | low | targets high-star repos |
@@ -101,6 +101,7 @@
 | `fyhon` | [profile](https://github.com/fyhon) | no | FIRST_TIME_CONTRIBUTOR | 1467d | `2026-05-06T09:12:14Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `gabrielspmoreira` | [profile](https://github.com/gabrielspmoreira) | no | FIRST_TIME_CONTRIBUTOR | 5647d | `2026-05-18T23:25:12Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `GitGlimpse895` | [profile](https://github.com/GitGlimpse895) | no | NONE | 5d | `2026-04-12T10:14:58Z` | 2 | 0 | weak | moderate | high | very new account; many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
 | `hijingsong` | [profile](https://github.com/hijingsong) | no | FIRST_TIME_CONTRIBUTOR | 24d | `2026-04-11T16:23:48Z` | 2 | 0 | weak | high | medium | very new account; broad repo spread; high open PR share; no visible non-self stars; targets high-star repos |
 | `irfaan101` | [profile](https://github.com/irfaan101) | no | CONTRIBUTOR | 613d | `2026-05-16T11:43:33Z` | 2 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
 | `Jeevang1-epic` | [profile](https://github.com/Jeevang1-epic) | no | CONTRIBUTOR | 207d | `2026-04-24T19:22:05Z` | 2 | 0 | weak | low | low | young account; high open PR share; targets high-star repos |
@@ -180,6 +181,7 @@
 | `HallerPatrick` | [profile](https://github.com/HallerPatrick) | no | CONTRIBUTOR | 3474d | `2026-03-31T14:44:05Z` | 1 | 1 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
 | `HanFa` | [profile](https://github.com/HanFa) | no | CONTRIBUTOR | 3537d | `2026-03-29T04:06:21Z` | 1 | 1 | mixed | low | low | targets high-star repos |
 | `inisis` | [profile](https://github.com/inisis) | no | CONTRIBUTOR | 2670d | `2026-03-24T02:42:32Z` | 1 | 1 | strong | low | low | — |
 | `jesperschlegel` | [profile](https://github.com/jesperschlegel) | no | FIRST_TIME_CONTRIBUTOR | 3705d | `2026-04-07T17:51:38Z` | 1 | 1 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `josh-kean` | [profile](https://github.com/josh-kean) | no | FIRST_TIME_CONTRIBUTOR | 2847d | `2026-03-22T17:57:33Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
 | `karnakarreddi` | [profile](https://github.com/karnakarreddi) | no | FIRST_TIME_CONTRIBUTOR | 3847d | `2026-05-20T05:12:29Z` | 1 | 1 | weak | low | medium | many recent closed-unmerged PRs; high open PR share |
@@ -204,6 +206,7 @@
 | `abhiprd200` | [profile](https://github.com/abhiprd200) | no | FIRST_TIMER | 42d | `2026-04-24T18:01:06Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
 | `abidlabs` | [profile](https://github.com/abidlabs) | no | MEMBER | 5075d | `2026-01-13T19:16:29Z` | 1 | 0 | mixed | moderate | low | high recent PR volume |
 | `adityachoksi2512` | [profile](https://github.com/adityachoksi2512) | no | FIRST_TIMER | 1471d | `2026-05-01T03:03:13Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `agentspan` | [profile](https://github.com/agentspan) | no | NONE | 15d | `2026-04-08T08:40:08Z` | 1 | 0 | weak | low | high | very new account; many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
 | `AjAyrAo43` | [profile](https://github.com/AjAyrAo43) | no | FIRST_TIME_CONTRIBUTOR | 303d | `2026-05-10T17:28:09Z` | 1 | 0 | weak | moderate | low | young account; high open PR share; no visible non-self stars; targets high-star repos |
 | `AkshajKashyap` | [profile](https://github.com/AkshajKashyap) | no | FIRST_TIME_CONTRIBUTOR | 873d | `2026-03-25T00:11:43Z` | 1 | 0 | mixed | low | low | high open PR share; no visible non-self stars; targets high-star repos |
@@ -256,7 +259,6 @@
 | `glegendre01` | [profile](https://github.com/glegendre01) | no | MEMBER | 1282d | `2026-04-21T12:37:31Z` | 1 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
 | `GopalGB` | [profile](https://github.com/GopalGB) | no | NONE | 2136d | `2026-04-30T04:04:10Z` | 1 | 0 | weak | very high | high | high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `GuaiZai233` | [profile](https://github.com/GuaiZai233) | no | CONTRIBUTOR | 821d | `2026-04-28T15:36:03Z` | 1 | 0 | strong | low | low | — |
-| `guarin` | [profile](https://github.com/guarin) | no | MEMBER | 2794d | `2026-05-12T18:20:58Z` | 1 | 0 | strong | low | low | — |
 | `hanouticelina` | [profile](https://github.com/hanouticelina) | no | MEMBER | 2974d | `2026-04-10T11:59:37Z` | 1 | 0 | strong | moderate | low | high recent PR volume |
 | `harryfrzz` | [profile](https://github.com/harryfrzz) | no | FIRST_TIME_CONTRIBUTOR | 735d | `2026-05-09T15:53:39Z` | 1 | 0 | weak | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
 | `HelloAnner` | [profile](https://github.com/HelloAnner) | no | NONE | 1658d | `2026-04-11T06:22:52Z` | 1 | 0 | mixed | low | low | — |
@@ -338,7 +340,7 @@
 | `sebastianvlad1` | [profile](https://github.com/sebastianvlad1) | no | CONTRIBUTOR | 3207d | `2026-04-30T16:48:02Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `SebTardif` | [profile](https://github.com/SebTardif) | no | FIRST_TIME_CONTRIBUTOR | 5216d | `2026-05-19T17:17:53Z` | 1 | 0 | weak | very high | high | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
 | `shadeMe` | [profile](https://github.com/shadeMe) | no | FIRST_TIME_CONTRIBUTOR | 5922d | `2026-05-20T09:24:48Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
-| `Shashank-Tripathi-07` | [profile](https://github.com/Shashank-Tripathi-07) | no | FIRST_TIME_CONTRIBUTOR | 644d | `2026-05-20T15:18:30Z` | 1 | 0 | mixed | moderate | low | high recent PR volume; targets high-star repos |
 | `shhKnight30` | [profile](https://github.com/shhKnight30) | no | CONTRIBUTOR | 931d | `2026-04-04T10:29:57Z` | 1 | 0 | strong | low | low | targets high-star repos |
 | `Shikhar-S` | [profile](https://github.com/Shikhar-S) | no | FIRST_TIME_CONTRIBUTOR | 3763d | `2026-04-10T04:26:05Z` | 1 | 0 | weak | low | low | high open PR share |
 | `silencelamb` | [profile](https://github.com/silencelamb) | no | CONTRIBUTOR | 4218d | `2026-05-05T09:41:39Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
@@ -571,12 +573,12 @@ 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: `2026-05-20T13:13:52Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **45**
 - snapshot authored PRs/issues: **45 PRs / 0 issues**
-- snapshot discussion activity: **661 comments / 234 reviews / 130 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`
@@ -682,7 +684,7 @@ Example artifacts:
 - heuristic read: **targets high-star repos**
 Example artifacts:
-- [PR #46130: Fix image-segmentation pipeline support for RF-DETR](https://github.com/huggingface/transformers/pull/46130) — open
 - [PR #46128: Add SAM 3.1 to Transformers](https://github.com/huggingface/transformers/pull/46128) — open
 - [PR #46041: Fix post processing RF-DETR](https://github.com/huggingface/transformers/pull/46041) — closed, merged
@@ -859,6 +861,30 @@ Example artifacts:
 - [Issue #43682: `torch.compile` and `torch.export` helper function to be moved from `import_utils`](https://github.com/huggingface/transformers/issues/43682) — open
 - [Issue #43317: device_map=auto fails to load the dequantized model on gpu+cpu offload](https://github.com/huggingface/transformers/issues/43317) — closed
 ### `hmellor`
 - profile: [github.com/hmellor](https://github.com/hmellor)
@@ -884,30 +910,6 @@ Example artifacts:
 - [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
-### `hf-security-analysis[bot]`
-- profile: [github.com/hf-security-analysis[bot]](https://github.com/hf-security-analysis[bot])
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ahf-security-analysis%5Bbot%5D)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ahf-security-analysis%5Bbot%5D)
-- repo first seen: `2026-03-11T15:39:30Z`
-- repo last seen: `2026-05-14T07:10:08Z`
-- first seen in snapshot: **no**
-- repo association: **CONTRIBUTOR**
-- repo primary artifacts: **17**
-- snapshot authored PRs/issues: **17 PRs / 0 issues**
-- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
-- account age: **? days**
-- recent public PR activity: **? PRs** (? merged / ? closed-unmerged / ? open; merged rate **n/a**, closed-unmerged rate **n/a**, open rate **n/a**)
-- public orgs: none visible
-- compact scores: follow-through **n/a**, breadth **n/a**, automation risk **n/a**
-- heuristic read: **summary unavailable**
-- enrichment fetch error: `[{"type": "NOT_FOUND", "path": ["user"], "locations": [{"line": 13, "column": 3}], "message": "Could not resolve to a User with the login of 'hf-security-analysis[bot]'."}]`
-Example artifacts:
-- [PR #45971: chore: update pr_build_doc_with_comment.yml](https://github.com/huggingface/transformers/pull/45971) — closed
-- [PR #45970: chore: update build-ci-docker-images.yml](https://github.com/huggingface/transformers/pull/45970) — closed
-- [PR #45969: chore: update assign-reviewers.yml](https://github.com/huggingface/transformers/pull/45969) — closed
 ### `3outeille`
 - profile: [github.com/3outeille](https://github.com/3outeille)
@@ -1052,11 +1054,11 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AYangKai0616)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AYangKai0616)
 - repo first seen: `2025-12-24T11:54:53Z`
-- repo last seen: `2026-05-20T07:07:31Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
-- repo primary artifacts: **13**
-- snapshot authored PRs/issues: **13 PRs / 0 issues**
 - snapshot discussion activity: **10 comments / 26 reviews / 26 review comments**
 - account age: **1497 days**
 - recent public PR activity: **17 PRs** (8 merged / 3 closed-unmerged / 6 open; merged rate **47%**, closed-unmerged rate **18%**, open rate **35%**)
@@ -1065,9 +1067,9 @@ Example artifacts:
 - heuristic read: **—**
 Example artifacts:
 - [PR #46073: [CTRL] Support attn_implementation="sdpa" dispatch](https://github.com/huggingface/transformers/pull/46073) — open
 - [PR #46069: [ShieldGemma2] Support attn_implementation dispatch](https://github.com/huggingface/transformers/pull/46069) — open
-- [PR #46028: Support FA2 flash_attn_with_kvcache for XPU continuous batching](https://github.com/huggingface/transformers/pull/46028) — open
 ### `AmineDiro`
@@ -1088,7 +1090,7 @@ Example artifacts:
 - heuristic read: **high open PR share; targets high-star repos**
 Example artifacts:
-- [PR #46126: EP + Trainer integration on top of DistributedConfig (#45028)](https://github.com/huggingface/transformers/pull/46126) — open, draft
 - [PR #46113: clip_grad_norm avoid O(global_params) replication](https://github.com/huggingface/transformers/pull/46113) — open
 - [PR #45994: Trainer.compute_loss: fix loss over-counting under TP and EP-as-TP](https://github.com/huggingface/transformers/pull/45994) — open
@@ -1588,12 +1590,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AAbineshabee)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AAbineshabee)
 - repo first seen: `2026-04-13T08:59:27Z`
-- repo last seen: `2026-05-15T15:28:44Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **5**
 - snapshot authored PRs/issues: **3 PRs / 2 issues**
-- snapshot discussion activity: **17 comments / 0 reviews / 0 review comments**
 - account age: **1453 days**
 - recent public PR activity: **7 PRs** (3 merged / 3 closed-unmerged / 1 open; merged rate **43%**, closed-unmerged rate **43%**, open rate **14%**)
 - public orgs: none visible
@@ -2525,6 +2527,28 @@ Example artifacts:
 - [PR #45510: cache_utils: fix QuantizedLayer to correctly propagate reorder_cache, crop, and batch ops to quantized buffers](https://github.com/huggingface/transformers/pull/45510) — closed
 - [PR #45384: generation/stopping_criteria: short-circuit StoppingCriteriaList when all sequences are done](https://github.com/huggingface/transformers/pull/45384) — closed
 ### `hijingsong`
 - profile: [github.com/hijingsong](https://github.com/hijingsong)
@@ -4289,6 +4313,28 @@ Example artifacts:
 - [PR #45016: fix: glm5 inference bug](https://github.com/huggingface/transformers/pull/45016) — closed
 - [Issue #44960: GLM5](https://github.com/huggingface/transformers/issues/44960) — closed
 ### `jesperschlegel`
 - profile: [github.com/jesperschlegel](https://github.com/jesperschlegel)
@@ -4808,6 +4854,27 @@ Example artifacts:
 Example artifacts:
 - [PR #45738: fix(musicgen_melody): use DynamicCache instead of EncoderDecoderCache](https://github.com/huggingface/transformers/pull/45738) — open
 ### `agentspan`
 - profile: [github.com/agentspan](https://github.com/agentspan)
@@ -5901,27 +5968,6 @@ Example artifacts:
 Example artifacts:
 - [PR #45688: docs(README_zh-hans): clarify conditions for not using Transformers](https://github.com/huggingface/transformers/pull/45688) — closed, merged
-### `guarin`
-- profile: [github.com/guarin](https://github.com/guarin)
-- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aguarin)
-- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aguarin)
-- repo first seen: `2026-05-12T18:20:58Z`
-- repo last seen: `2026-05-19T11:39:24Z`
-- first seen in snapshot: **no**
-- repo association: **MEMBER**
-- repo primary artifacts: **1**
-- snapshot authored PRs/issues: **1 PRs / 0 issues**
-- snapshot discussion activity: **0 comments / 21 reviews / 21 review comments**
-- account age: **2794 days**
-- recent public PR activity: **21 PRs** (19 merged / 0 closed-unmerged / 2 open; merged rate **90%**, closed-unmerged rate **0%**, open rate **10%**)
-- public orgs: `huggingface`
-- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
-- heuristic read: **—**
-Example artifacts:
-- [PR #45919: Add Sapiens2 Model](https://github.com/huggingface/transformers/pull/45919) — open, draft
 ### `hanouticelina`
 - profile: [github.com/hanouticelina](https://github.com/hanouticelina)
@@ -7629,12 +7675,12 @@ Example artifacts:
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AShashank-Tripathi-07)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AShashank-Tripathi-07)
 - repo first seen: `2026-05-20T15:18:30Z`
-- repo last seen: `2026-05-20T18:11:45Z`
 - 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: **2 comments / 0 reviews / 0 review comments**
 - account age: **644 days**
 - recent public PR activity: **60 PRs** (40 merged / 6 closed-unmerged / 14 open; merged rate **67%**, closed-unmerged rate **10%**, open rate **23%**)
 - public orgs: none visible
@@ -7642,7 +7688,7 @@ Example artifacts:
 - heuristic read: **high recent PR volume; targets high-star repos**
 Example artifacts:
-- [PR #46120: Add video_processor support to VideoClassificationPipeline](https://github.com/huggingface/transformers/pull/46120) — open
 ### `shhKnight30`

 # New Contributor Report: huggingface/transformers
+- Snapshot: `20260521T120126Z`
+- Generated: `2026-05-21T12:02:33Z`
 - Activity window: `60d`
+- Contributors: `359`
 ## Summary
 | `qgallouedec` | [profile](https://github.com/qgallouedec) | no | MEMBER | 2692d | `2024-12-13T13:39:10Z` | 20 | 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 |
 | `IlyasMoutawwakil` | [profile](https://github.com/IlyasMoutawwakil) | no | MEMBER | 2354d | `2025-07-04T08:41:29Z` | 18 | 3 | strong | low | low | — |
+| `hf-security-analysis[bot]` | [profile](https://github.com/hf-security-analysis[bot]) | no | CONTRIBUTOR | ?d | `2026-03-11T15:39:30Z` | 18 | 0 | n/a | n/a | n/a | summary unavailable |
 | `hmellor` | [profile](https://github.com/hmellor) | no | MEMBER | 3592d | `2025-08-14T10:03:14Z` | 17 | 2 | strong | low | low | high recent PR volume; targets high-star repos |
 | `3outeille` | [profile](https://github.com/3outeille) | no | MEMBER | 2625d | `2025-11-26T16:58:10Z` | 16 | 0 | mixed | low | low | high open PR share; targets high-star repos |
 | `Abdennacer-Badaoui` | [profile](https://github.com/Abdennacer-Badaoui) | no | MEMBER | 1414d | `2026-01-08T18:13:10Z` | 16 | 0 | strong | moderate | low | — |
 | `kashif` | [profile](https://github.com/kashif) | no | MEMBER | 6569d | `2025-09-08T13:05:54Z` | 16 | 0 | mixed | high | low | high recent PR volume; broad repo spread; targets high-star repos |
 | `michaelbenayoun` | [profile](https://github.com/michaelbenayoun) | no | MEMBER | 3365d | `2024-10-24T15:39:49Z` | 15 | 0 | strong | moderate | low | targets high-star repos |
 | `AI-Safeter` | [profile](https://github.com/AI-Safeter) | no | NONE | 0d | `2026-05-19T04:38:35Z` | 14 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
 | `Sai-Suraj-27` | [profile](https://github.com/Sai-Suraj-27) | no | CONTRIBUTOR | 1745d | `2026-01-23T17:10:04Z` | 14 | 0 | strong | low | low | targets high-star repos |
+| `YangKai0616` | [profile](https://github.com/YangKai0616) | no | CONTRIBUTOR | 1497d | `2025-12-24T11:54:53Z` | 14 | 0 | mixed | moderate | low | — |
 | `AmineDiro` | [profile](https://github.com/AmineDiro) | no | MEMBER | 3865d | `2026-04-14T15:35:56Z` | 9 | 0 | mixed | moderate | low | high open PR share; targets high-star repos |
 | `winglian` | [profile](https://github.com/winglian) | no | COLLABORATOR | 5708d | `2024-10-17T15:17:05Z` | 9 | 0 | strong | high | low | extremely high recent PR volume; broad repo spread; targets high-star repos |
 | `casinca` | [profile](https://github.com/casinca) | no | CONTRIBUTOR | 2626d | `2025-12-10T12:31:18Z` | 8 | 2 | strong | moderate | low | targets high-star repos |
 | `fyhon` | [profile](https://github.com/fyhon) | no | FIRST_TIME_CONTRIBUTOR | 1467d | `2026-05-06T09:12:14Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `gabrielspmoreira` | [profile](https://github.com/gabrielspmoreira) | no | FIRST_TIME_CONTRIBUTOR | 5647d | `2026-05-18T23:25:12Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `GitGlimpse895` | [profile](https://github.com/GitGlimpse895) | no | NONE | 5d | `2026-04-12T10:14:58Z` | 2 | 0 | weak | moderate | high | very new account; many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
+| `guarin` | [profile](https://github.com/guarin) | no | MEMBER | 2794d | `2026-05-12T18:20:58Z` | 2 | 0 | strong | low | low | — |
 | `hijingsong` | [profile](https://github.com/hijingsong) | no | FIRST_TIME_CONTRIBUTOR | 24d | `2026-04-11T16:23:48Z` | 2 | 0 | weak | high | medium | very new account; broad repo spread; high open PR share; no visible non-self stars; targets high-star repos |
 | `irfaan101` | [profile](https://github.com/irfaan101) | no | CONTRIBUTOR | 613d | `2026-05-16T11:43:33Z` | 2 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
 | `Jeevang1-epic` | [profile](https://github.com/Jeevang1-epic) | no | CONTRIBUTOR | 207d | `2026-04-24T19:22:05Z` | 2 | 0 | weak | low | low | young account; high open PR share; targets high-star repos |
 | `HallerPatrick` | [profile](https://github.com/HallerPatrick) | no | CONTRIBUTOR | 3474d | `2026-03-31T14:44:05Z` | 1 | 1 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
 | `HanFa` | [profile](https://github.com/HanFa) | no | CONTRIBUTOR | 3537d | `2026-03-29T04:06:21Z` | 1 | 1 | mixed | low | low | targets high-star repos |
 | `inisis` | [profile](https://github.com/inisis) | no | CONTRIBUTOR | 2670d | `2026-03-24T02:42:32Z` | 1 | 1 | strong | low | low | — |
+| `J3r3myPerera` | [profile](https://github.com/J3r3myPerera) | no | FIRST_TIME_CONTRIBUTOR | 1323d | `2026-05-20T14:37:39Z` | 1 | 1 | mixed | moderate | low | no visible non-self stars |
 | `jesperschlegel` | [profile](https://github.com/jesperschlegel) | no | FIRST_TIME_CONTRIBUTOR | 3705d | `2026-04-07T17:51:38Z` | 1 | 1 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `josh-kean` | [profile](https://github.com/josh-kean) | no | FIRST_TIME_CONTRIBUTOR | 2847d | `2026-03-22T17:57:33Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
 | `karnakarreddi` | [profile](https://github.com/karnakarreddi) | no | FIRST_TIME_CONTRIBUTOR | 3847d | `2026-05-20T05:12:29Z` | 1 | 1 | weak | low | medium | many recent closed-unmerged PRs; high open PR share |
 | `abhiprd200` | [profile](https://github.com/abhiprd200) | no | FIRST_TIMER | 42d | `2026-04-24T18:01:06Z` | 1 | 0 | weak | low | medium | very new account; high open PR share; no visible non-self stars; targets high-star repos |
 | `abidlabs` | [profile](https://github.com/abidlabs) | no | MEMBER | 5075d | `2026-01-13T19:16:29Z` | 1 | 0 | mixed | moderate | low | high recent PR volume |
 | `adityachoksi2512` | [profile](https://github.com/adityachoksi2512) | no | FIRST_TIMER | 1471d | `2026-05-01T03:03:13Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
+| `adityasingh2400` | [profile](https://github.com/adityasingh2400) | yes | FIRST_TIME_CONTRIBUTOR | 2313d | `2026-05-21T11:23:35Z` | 1 | 0 | weak | high | medium | extremely high recent PR volume; broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
 | `agentspan` | [profile](https://github.com/agentspan) | no | NONE | 15d | `2026-04-08T08:40:08Z` | 1 | 0 | weak | low | high | very new account; many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
 | `AjAyrAo43` | [profile](https://github.com/AjAyrAo43) | no | FIRST_TIME_CONTRIBUTOR | 303d | `2026-05-10T17:28:09Z` | 1 | 0 | weak | moderate | low | young account; high open PR share; no visible non-self stars; targets high-star repos |
 | `AkshajKashyap` | [profile](https://github.com/AkshajKashyap) | no | FIRST_TIME_CONTRIBUTOR | 873d | `2026-03-25T00:11:43Z` | 1 | 0 | mixed | low | low | high open PR share; no visible non-self stars; targets high-star repos |
 | `glegendre01` | [profile](https://github.com/glegendre01) | no | MEMBER | 1282d | `2026-04-21T12:37:31Z` | 1 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
 | `GopalGB` | [profile](https://github.com/GopalGB) | no | NONE | 2136d | `2026-04-30T04:04:10Z` | 1 | 0 | weak | very high | high | high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; high open PR share; targets high-star repos |
 | `GuaiZai233` | [profile](https://github.com/GuaiZai233) | no | CONTRIBUTOR | 821d | `2026-04-28T15:36:03Z` | 1 | 0 | strong | low | low | — |
 | `hanouticelina` | [profile](https://github.com/hanouticelina) | no | MEMBER | 2974d | `2026-04-10T11:59:37Z` | 1 | 0 | strong | moderate | low | high recent PR volume |
 | `harryfrzz` | [profile](https://github.com/harryfrzz) | no | FIRST_TIME_CONTRIBUTOR | 735d | `2026-05-09T15:53:39Z` | 1 | 0 | weak | moderate | low | many recent closed-unmerged PRs; targets high-star repos |
 | `HelloAnner` | [profile](https://github.com/HelloAnner) | no | NONE | 1658d | `2026-04-11T06:22:52Z` | 1 | 0 | mixed | low | low | — |
 | `sebastianvlad1` | [profile](https://github.com/sebastianvlad1) | no | CONTRIBUTOR | 3207d | `2026-04-30T16:48:02Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 | `SebTardif` | [profile](https://github.com/SebTardif) | no | FIRST_TIME_CONTRIBUTOR | 5216d | `2026-05-19T17:17:53Z` | 1 | 0 | weak | very high | high | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
 | `shadeMe` | [profile](https://github.com/shadeMe) | no | FIRST_TIME_CONTRIBUTOR | 5922d | `2026-05-20T09:24:48Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
+| `Shashank-Tripathi-07` | [profile](https://github.com/Shashank-Tripathi-07) | no | NONE | 644d | `2026-05-20T15:18:30Z` | 1 | 0 | mixed | moderate | low | high recent PR volume; targets high-star repos |
 | `shhKnight30` | [profile](https://github.com/shhKnight30) | no | CONTRIBUTOR | 931d | `2026-04-04T10:29:57Z` | 1 | 0 | strong | low | low | targets high-star repos |
 | `Shikhar-S` | [profile](https://github.com/Shikhar-S) | no | FIRST_TIME_CONTRIBUTOR | 3763d | `2026-04-10T04:26:05Z` | 1 | 0 | weak | low | low | high open PR share |
 | `silencelamb` | [profile](https://github.com/silencelamb) | no | CONTRIBUTOR | 4218d | `2026-05-05T09:41:39Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
 - 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: `2026-05-21T11:41:05Z`
 - first seen in snapshot: **no**
 - repo association: **MEMBER**
 - repo primary artifacts: **45**
 - snapshot authored PRs/issues: **45 PRs / 0 issues**
+- snapshot discussion activity: **666 comments / 234 reviews / 130 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`
 - heuristic read: **targets high-star repos**
 Example artifacts:
+- [PR #46130: Fix image-segmentation pipeline support for RF-DETR](https://github.com/huggingface/transformers/pull/46130) — closed, merged
 - [PR #46128: Add SAM 3.1 to Transformers](https://github.com/huggingface/transformers/pull/46128) — open
 - [PR #46041: Fix post processing RF-DETR](https://github.com/huggingface/transformers/pull/46041) — closed, merged
 - [Issue #43682: `torch.compile` and `torch.export` helper function to be moved from `import_utils`](https://github.com/huggingface/transformers/issues/43682) — open
 - [Issue #43317: device_map=auto fails to load the dequantized model on gpu+cpu offload](https://github.com/huggingface/transformers/issues/43317) — closed
+### `hf-security-analysis[bot]`
+- profile: [github.com/hf-security-analysis[bot]](https://github.com/hf-security-analysis[bot])
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ahf-security-analysis%5Bbot%5D)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ahf-security-analysis%5Bbot%5D)
+- repo first seen: `2026-03-11T15:39:30Z`
+- repo last seen: `2026-05-21T09:57:53Z`
+- first seen in snapshot: **no**
+- repo association: **CONTRIBUTOR**
+- repo primary artifacts: **18**
+- snapshot authored PRs/issues: **18 PRs / 0 issues**
+- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
+- account age: **? days**
+- recent public PR activity: **? PRs** (? merged / ? closed-unmerged / ? open; merged rate **n/a**, closed-unmerged rate **n/a**, open rate **n/a**)
+- public orgs: none visible
+- compact scores: follow-through **n/a**, breadth **n/a**, automation risk **n/a**
+- heuristic read: **summary unavailable**
+- enrichment fetch error: `[{"type": "NOT_FOUND", "path": ["user"], "locations": [{"line": 13, "column": 3}], "message": "Could not resolve to a User with the login of 'hf-security-analysis[bot]'."}]`
+Example artifacts:
+- [PR #46138: chore: update self-comment-ci.yml](https://github.com/huggingface/transformers/pull/46138) — open
+- [PR #45971: chore: update pr_build_doc_with_comment.yml](https://github.com/huggingface/transformers/pull/45971) — closed
+- [PR #45970: chore: update build-ci-docker-images.yml](https://github.com/huggingface/transformers/pull/45970) — closed
 ### `hmellor`
 - profile: [github.com/hmellor](https://github.com/hmellor)
 - [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
 ### `3outeille`
 - profile: [github.com/3outeille](https://github.com/3outeille)
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AYangKai0616)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AYangKai0616)
 - repo first seen: `2025-12-24T11:54:53Z`
+- repo last seen: `2026-05-21T06:24:52Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
+- repo primary artifacts: **14**
+- snapshot authored PRs/issues: **14 PRs / 0 issues**
 - snapshot discussion activity: **10 comments / 26 reviews / 26 review comments**
 - account age: **1497 days**
 - recent public PR activity: **17 PRs** (8 merged / 3 closed-unmerged / 6 open; merged rate **47%**, closed-unmerged rate **18%**, open rate **35%**)
 - heuristic read: **—**
 Example artifacts:
+- [PR #46135: [Test][Kosmos2.5] Add XPU expectations for integration tests](https://github.com/huggingface/transformers/pull/46135) — open
 - [PR #46073: [CTRL] Support attn_implementation="sdpa" dispatch](https://github.com/huggingface/transformers/pull/46073) — open
 - [PR #46069: [ShieldGemma2] Support attn_implementation dispatch](https://github.com/huggingface/transformers/pull/46069) — open
 ### `AmineDiro`
 - heuristic read: **high open PR share; targets high-star repos**
 Example artifacts:
+- [PR #46126: EP + Trainer integration on top of DistributedConfig (#45028)](https://github.com/huggingface/transformers/pull/46126) — open
 - [PR #46113: clip_grad_norm avoid O(global_params) replication](https://github.com/huggingface/transformers/pull/46113) — open
 - [PR #45994: Trainer.compute_loss: fix loss over-counting under TP and EP-as-TP](https://github.com/huggingface/transformers/pull/45994) — open
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AAbineshabee)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AAbineshabee)
 - repo first seen: `2026-04-13T08:59:27Z`
+- repo last seen: `2026-05-21T08:35:34Z`
 - first seen in snapshot: **no**
 - repo association: **CONTRIBUTOR**
 - repo primary artifacts: **5**
 - snapshot authored PRs/issues: **3 PRs / 2 issues**
+- snapshot discussion activity: **18 comments / 0 reviews / 0 review comments**
 - account age: **1453 days**
 - recent public PR activity: **7 PRs** (3 merged / 3 closed-unmerged / 1 open; merged rate **43%**, closed-unmerged rate **43%**, open rate **14%**)
 - public orgs: none visible
 - [PR #45510: cache_utils: fix QuantizedLayer to correctly propagate reorder_cache, crop, and batch ops to quantized buffers](https://github.com/huggingface/transformers/pull/45510) — closed
 - [PR #45384: generation/stopping_criteria: short-circuit StoppingCriteriaList when all sequences are done](https://github.com/huggingface/transformers/pull/45384) — closed
+### `guarin`
+- profile: [github.com/guarin](https://github.com/guarin)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aguarin)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aguarin)
+- repo first seen: `2026-05-12T18:20:58Z`
+- repo last seen: `2026-05-21T11:24:07Z`
+- first seen in snapshot: **no**
+- repo association: **MEMBER**
+- repo primary artifacts: **2**
+- snapshot authored PRs/issues: **2 PRs / 0 issues**
+- snapshot discussion activity: **2 comments / 21 reviews / 21 review comments**
+- account age: **2794 days**
+- recent public PR activity: **21 PRs** (19 merged / 0 closed-unmerged / 2 open; merged rate **90%**, closed-unmerged rate **0%**, open rate **10%**)
+- public orgs: `huggingface`
+- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
+- heuristic read: **—**
+Example artifacts:
+- [PR #46137: Update self-comment-ci](https://github.com/huggingface/transformers/pull/46137) — closed, merged
+- [PR #45919: Add Sapiens2 Model](https://github.com/huggingface/transformers/pull/45919) — open, draft
 ### `hijingsong`
 - profile: [github.com/hijingsong](https://github.com/hijingsong)
 - [PR #45016: fix: glm5 inference bug](https://github.com/huggingface/transformers/pull/45016) — closed
 - [Issue #44960: GLM5](https://github.com/huggingface/transformers/issues/44960) — closed
+### `J3r3myPerera`
+- profile: [github.com/J3r3myPerera](https://github.com/J3r3myPerera)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AJ3r3myPerera)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AJ3r3myPerera)
+- repo first seen: `2026-05-20T14:37:39Z`
+- repo last seen: `2026-05-21T11:56:15Z`
+- 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: **4 comments / 3 reviews / 2 review comments**
+- account age: **1323 days**
+- recent public PR activity: **19 PRs** (15 merged / 2 closed-unmerged / 2 open; merged rate **79%**, closed-unmerged rate **11%**, open rate **11%**)
+- public orgs: none visible
+- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
+- heuristic read: **no visible non-self stars**
+Example artifacts:
+- [PR #46136: Fix is_last off-by-one in MaskGenerationPipeline for partial batches](https://github.com/huggingface/transformers/pull/46136) — open
+- [Issue #46123: MaskGenerationPipeline: is_last never True on final partial batch, silently dropping results](https://github.com/huggingface/transformers/issues/46123) — open
 ### `jesperschlegel`
 - profile: [github.com/jesperschlegel](https://github.com/jesperschlegel)
 Example artifacts:
 - [PR #45738: fix(musicgen_melody): use DynamicCache instead of EncoderDecoderCache](https://github.com/huggingface/transformers/pull/45738) — open
+### `adityasingh2400`
+- profile: [github.com/adityasingh2400](https://github.com/adityasingh2400)
+- repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aadityasingh2400)
+- repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aadityasingh2400)
+- repo first seen: `2026-05-21T11:23:35Z`
+- repo last seen: `2026-05-21T11:23:35Z`
+- 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: **2313 days**
+- recent public PR activity: **160 PRs** (48 merged / 70 closed-unmerged / 42 open; merged rate **30%**, closed-unmerged rate **44%**, open rate **26%**)
+- public orgs: none visible
+- compact scores: follow-through **weak**, breadth **high**, automation risk **medium**
+- heuristic read: **extremely high recent PR volume; broad repo spread; many recent closed-unmerged PRs; targets high-star repos**
+Example artifacts:
+- [PR #46140: Fix LlamaConfig rejecting explicit head_dim when hidden_size is not divisible by num_attention_heads](https://github.com/huggingface/transformers/pull/46140) — open
 ### `agentspan`
 - profile: [github.com/agentspan](https://github.com/agentspan)
 Example artifacts:
 - [PR #45688: docs(README_zh-hans): clarify conditions for not using Transformers](https://github.com/huggingface/transformers/pull/45688) — closed, merged
 ### `hanouticelina`
 - profile: [github.com/hanouticelina](https://github.com/hanouticelina)
 - repo PR search: [open search](https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AShashank-Tripathi-07)
 - repo issue search: [open search](https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AShashank-Tripathi-07)
 - repo first seen: `2026-05-20T15:18:30Z`
+- repo last seen: `2026-05-21T11:42:39Z`
 - first seen in snapshot: **no**
+- repo association: **NONE**
 - repo primary artifacts: **1**
 - snapshot authored PRs/issues: **1 PRs / 0 issues**
+- snapshot discussion activity: **6 comments / 0 reviews / 0 review comments**
 - account age: **644 days**
 - recent public PR activity: **60 PRs** (40 merged / 6 closed-unmerged / 14 open; merged rate **67%**, closed-unmerged rate **10%**, open rate **23%**)
 - public orgs: none visible
 - heuristic read: **high recent PR volume; targets high-star repos**
 Example artifacts:
+- [PR #46120: Add video_processor support to VideoClassificationPipeline](https://github.com/huggingface/transformers/pull/46120) — closed
 ### `shhKnight30`

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   "repo": "huggingface/transformers",
-  "snapshot_dir": "snapshots/20260521T060133Z"
 }

 {
+  "archived_manifest_path": "snapshots/20260521T120126Z/manifest.json",
+  "latest_snapshot_id": "20260521T120126Z",
   "manifest_path": "manifest.json",
+  "next_since": "2026-05-21T12:01:26Z",
   "repo": "huggingface/transformers",
+  "snapshot_dir": "snapshots/20260521T120126Z"
 }

state/watermark.json CHANGED Viewed

@@ -1,7 +1,7 @@
 {
-  "effective_since": "2026-05-21T00:00:27Z",
-  "last_successful_snapshot_id": "20260521T060133Z",
-  "next_since": "2026-05-21T06:01:33Z",
   "repo": "huggingface/transformers",
-  "updated_at": "2026-05-21T06:01:33Z"
 }

 {
+  "effective_since": "2026-05-21T06:01:33Z",
+  "last_successful_snapshot_id": "20260521T120126Z",
+  "next_since": "2026-05-21T12:01:26Z",
   "repo": "huggingface/transformers",
+  "updated_at": "2026-05-21T12:01:26Z"
 }