diff --git "a/new-contributors-report.json" "b/new-contributors-report.json" --- "a/new-contributors-report.json" +++ "b/new-contributors-report.json" @@ -1,49 +1,199 @@ { "schema_version": "1.0", "repo": "huggingface/transformers", - "snapshot_id": "20260324T215331Z", - "generated_at": "2026-03-24T21:57:05Z", - "window_days": 42, - "max_authors": 25, + "snapshot_id": "20260325T200011Z", + "generated_at": "2026-03-26T09:36:07Z", + "window_days": 60, + "max_authors": 0, "contributors": [ + { + "author_login": "Cyrilvallez", + "name": "Cyril Vallez", + "profile_url": "https://github.com/Cyrilvallez", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ACyrilvallez", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ACyrilvallez", + "repo_first_seen_at": "2025-03-19T10:58:02Z", + "repo_last_seen_at": "2026-03-25T18:00:19Z", + "repo_primary_artifact_count": 66, + "repo_artifact_count": 814, + "snapshot_issue_count": 0, + "snapshot_pr_count": 66, + "snapshot_comment_count": 168, + "snapshot_review_count": 220, + "snapshot_review_comment_count": 360, + "repo_association": "MEMBER", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 2013, + "young_account": false, + "follow_through_score": "strong", + "breadth_score": "low", + "automation_risk_signal": "low", + "heuristic_note": "high recent PR volume; targets high-star repos", + "public_orgs": [ + "huggingface" + ], + "activity": { + "visible_authored_pr_count": 61, + "merged_pr_count": 54, + "closed_unmerged_pr_count": 5, + "open_pr_count": 2, + "merged_pr_rate": 0.8852, + "closed_unmerged_pr_rate": 0.082, + "still_open_pr_rate": 0.0328, + "distinct_repos_with_authored_prs": 1, + "distinct_repos_with_open_prs": 1 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 44950, + "title": "[Cache] Native mamba & hybrid cache", + "url": "https://github.com/huggingface/transformers/pull/44950", + "state": "open", + "merged": false, + "draft": false, + "created_at": "2026-03-23T16:25:13Z" + }, + { + "kind": "pull_request", + "number": 44888, + "title": "Remove explicit cuda stream in nemotron_h", + "url": "https://github.com/huggingface/transformers/pull/44888", + "state": "open", + "merged": false, + "draft": false, + "created_at": "2026-03-20T14:45:28Z" + }, + { + "kind": "pull_request", + "number": 44887, + "title": "Bump kernels version dependency to avoid crashes", + "url": "https://github.com/huggingface/transformers/pull/44887", + "state": "closed", + "merged": true, + "draft": false, + "created_at": "2026-03-20T14:00:33Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "ydshieh", + "name": "Yih-Dar", + "profile_url": "https://github.com/ydshieh", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aydshieh", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aydshieh", + "repo_first_seen_at": "2025-03-31T13:54:54Z", + "repo_last_seen_at": "2026-03-25T16:18:34Z", + "repo_primary_artifact_count": 51, + "repo_artifact_count": 267, + "snapshot_issue_count": 0, + "snapshot_pr_count": 51, + "snapshot_comment_count": 44, + "snapshot_review_count": 97, + "snapshot_review_comment_count": 75, + "repo_association": "MEMBER", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 4915, + "young_account": false, + "follow_through_score": "strong", + "breadth_score": "low", + "automation_risk_signal": "low", + "heuristic_note": "high recent PR volume; targets high-star repos", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 52, + "merged_pr_count": 40, + "closed_unmerged_pr_count": 5, + "open_pr_count": 7, + "merged_pr_rate": 0.7692, + "closed_unmerged_pr_rate": 0.0962, + "still_open_pr_rate": 0.1346, + "distinct_repos_with_authored_prs": 1, + "distinct_repos_with_open_prs": 1 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 44965, + "title": "try", + "url": "https://github.com/huggingface/transformers/pull/44965", + "state": "open", + "merged": false, + "draft": false, + "created_at": "2026-03-24T10:59:31Z" + }, + { + "kind": "pull_request", + "number": 44941, + "title": "Fix failing job `Update Transformers metadata` after #43514", + "url": "https://github.com/huggingface/transformers/pull/44941", + "state": "closed", + "merged": true, + "draft": false, + "created_at": "2026-03-23T10:42:09Z" + }, + { + "kind": "pull_request", + "number": 44927, + "title": "fix: improve processor loading performance by avoiding redundant tokenizer parsing", + "url": "https://github.com/huggingface/transformers/pull/44927", + "state": "closed", + "merged": true, + "draft": false, + "created_at": "2026-03-22T15:33:23Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, { "author_login": "tarekziade", "name": "Tarek Ziade", "profile_url": "https://github.com/tarekziade", "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Atarekziade", "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Atarekziade", - "repo_first_seen_at": "2026-03-10T10:40:13Z", - "repo_last_seen_at": "2026-03-24T16:04:30Z", - "repo_primary_artifact_count": 10, - "repo_artifact_count": 54, - "snapshot_issue_count": 2, - "snapshot_pr_count": 8, - "snapshot_comment_count": 10, - "snapshot_review_count": 18, - "snapshot_review_comment_count": 16, + "repo_first_seen_at": "2026-01-21T16:52:29Z", + "repo_last_seen_at": "2026-03-25T16:24:33Z", + "repo_primary_artifact_count": 52, + "repo_artifact_count": 405, + "snapshot_issue_count": 5, + "snapshot_pr_count": 47, + "snapshot_comment_count": 106, + "snapshot_review_count": 125, + "snapshot_review_comment_count": 122, "repo_association": "MEMBER", "new_to_repo": false, "first_seen_in_snapshot": false, "report_reason": null, - "account_age_days": 5815, + "account_age_days": 5816, "young_account": false, "follow_through_score": "strong", "breadth_score": "moderate", "automation_risk_signal": "low", - "heuristic_note": "high recent PR volume", + "heuristic_note": "extremely high recent PR volume", "public_orgs": [ "AFPy", "faitmain", "circus-tent" ], "activity": { - "visible_authored_pr_count": 81, - "merged_pr_count": 74, - "closed_unmerged_pr_count": 2, - "open_pr_count": 5, - "merged_pr_rate": 0.9136, - "closed_unmerged_pr_rate": 0.0247, - "still_open_pr_rate": 0.0617, + "visible_authored_pr_count": 101, + "merged_pr_count": 86, + "closed_unmerged_pr_count": 6, + "open_pr_count": 9, + "merged_pr_rate": 0.8515, + "closed_unmerged_pr_rate": 0.0594, + "still_open_pr_rate": 0.0891, "distinct_repos_with_authored_prs": 9, "distinct_repos_with_open_prs": 1 }, @@ -51,33 +201,33 @@ "pull_requests": [ { "kind": "pull_request", - "number": 44968, - "title": "Added Make to the docker and `tomli` to `.[quality]`", - "url": "https://github.com/huggingface/transformers/pull/44968", - "state": "closed", + "number": 44992, + "title": "refactoring: speedup static checks", + "url": "https://github.com/huggingface/transformers/pull/44992", + "state": "open", "merged": false, "draft": false, - "created_at": "2026-03-24T11:43:24Z" + "created_at": "2026-03-25T11:40:46Z" }, { "kind": "pull_request", - "number": 44939, - "title": "refactor: mlinter as its own package", - "url": "https://github.com/huggingface/transformers/pull/44939", - "state": "closed", - "merged": true, + "number": 44988, + "title": "typing: add rule 14 - checks for tie_word_embeddings presence", + "url": "https://github.com/huggingface/transformers/pull/44988", + "state": "open", + "merged": false, "draft": false, - "created_at": "2026-03-23T08:45:36Z" + "created_at": "2026-03-25T07:08:20Z" }, { "kind": "pull_request", - "number": 44879, - "title": "refactor: unify QA calls", - "url": "https://github.com/huggingface/transformers/pull/44879", - "state": "open", + "number": 44968, + "title": "Added Make to the docker and `tomli` to `.[quality]`", + "url": "https://github.com/huggingface/transformers/pull/44968", + "state": "closed", "merged": false, "draft": false, - "created_at": "2026-03-20T10:24:29Z" + "created_at": "2026-03-24T11:43:24Z" } ], "issues": [ @@ -100,6 +250,16 @@ "merged": null, "draft": null, "created_at": "2026-03-12T06:00:58Z" + }, + { + "kind": "issue", + "number": 44238, + "title": "CI: failing slow runs fails to report properly", + "url": "https://github.com/huggingface/transformers/issues/44238", + "state": "closed", + "merged": null, + "draft": null, + "created_at": "2026-02-23T17:58:30Z" } ] }, @@ -111,20 +271,20 @@ "profile_url": "https://github.com/zucchini-nlp", "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Azucchini-nlp", "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Azucchini-nlp", - "repo_first_seen_at": "2025-03-31T13:48:19Z", - "repo_last_seen_at": "2026-03-24T16:03:10Z", - "repo_primary_artifact_count": 8, - "repo_artifact_count": 546, + "repo_first_seen_at": "2024-10-31T05:47:20Z", + "repo_last_seen_at": "2026-03-25T18:31:30Z", + "repo_primary_artifact_count": 47, + "repo_artifact_count": 1959, "snapshot_issue_count": 0, - "snapshot_pr_count": 8, - "snapshot_comment_count": 37, - "snapshot_review_count": 80, - "snapshot_review_comment_count": 421, + "snapshot_pr_count": 47, + "snapshot_comment_count": 315, + "snapshot_review_count": 481, + "snapshot_review_comment_count": 1116, "repo_association": "MEMBER", "new_to_repo": false, "first_seen_in_snapshot": false, "report_reason": null, - "account_age_days": 1484, + "account_age_days": 1485, "young_account": false, "follow_through_score": "strong", "breadth_score": "low", @@ -135,18 +295,28 @@ "deeppavlov" ], "activity": { - "visible_authored_pr_count": 34, - "merged_pr_count": 24, + "visible_authored_pr_count": 49, + "merged_pr_count": 38, "closed_unmerged_pr_count": 3, - "open_pr_count": 7, - "merged_pr_rate": 0.7059, - "closed_unmerged_pr_rate": 0.0882, - "still_open_pr_rate": 0.2059, + "open_pr_count": 8, + "merged_pr_rate": 0.7755, + "closed_unmerged_pr_rate": 0.0612, + "still_open_pr_rate": 0.1633, "distinct_repos_with_authored_prs": 3, "distinct_repos_with_open_prs": 1 }, "examples": { "pull_requests": [ + { + "kind": "pull_request", + "number": 45000, + "title": "Embedding VLMs don't need a head", + "url": "https://github.com/huggingface/transformers/pull/45000", + "state": "open", + "merged": false, + "draft": false, + "created_at": "2026-03-25T16:28:55Z" + }, { "kind": "pull_request", "number": 44953, @@ -166,16 +336,6 @@ "merged": false, "draft": false, "created_at": "2026-03-23T13:23:04Z" - }, - { - "kind": "pull_request", - "number": 44943, - "title": "Clearer type hints and fix rope validation in configs", - "url": "https://github.com/huggingface/transformers/pull/44943", - "state": "closed", - "merged": true, - "draft": false, - "created_at": "2026-03-23T10:58:40Z" } ], "issues": [] @@ -183,300 +343,362 @@ "fetch_error": null }, { - "author_login": "Cyrilvallez", - "name": "Cyril Vallez", - "profile_url": "https://github.com/Cyrilvallez", - "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ACyrilvallez", - "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ACyrilvallez", - "repo_first_seen_at": "2025-12-08T12:48:08Z", - "repo_last_seen_at": "2026-03-24T21:12:41Z", - "repo_primary_artifact_count": 7, - "repo_artifact_count": 67, - "snapshot_issue_count": 0, - "snapshot_pr_count": 7, - "snapshot_comment_count": 13, - "snapshot_review_count": 20, - "snapshot_review_comment_count": 27, + "author_login": "ArthurZucker", + "name": "Arthur", + "profile_url": "https://github.com/ArthurZucker", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AArthurZucker", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AArthurZucker", + "repo_first_seen_at": "2023-10-25T14:56:56Z", + "repo_last_seen_at": "2026-03-25T13:51:03Z", + "repo_primary_artifact_count": 35, + "repo_artifact_count": 1258, + "snapshot_issue_count": 2, + "snapshot_pr_count": 33, + "snapshot_comment_count": 96, + "snapshot_review_count": 350, + "snapshot_review_comment_count": 777, "repo_association": "MEMBER", "new_to_repo": false, "first_seen_in_snapshot": false, "report_reason": null, - "account_age_days": 2012, + "account_age_days": 2567, "young_account": false, "follow_through_score": "mixed", "breadth_score": "low", "automation_risk_signal": "low", - "heuristic_note": "high recent PR volume; targets high-star repos", - "public_orgs": [ - "huggingface" - ], + "heuristic_note": "high recent PR volume; high open PR share; targets high-star repos", + "public_orgs": [], "activity": { - "visible_authored_pr_count": 46, - "merged_pr_count": 39, - "closed_unmerged_pr_count": 5, - "open_pr_count": 2, - "merged_pr_rate": 0.8478, - "closed_unmerged_pr_rate": 0.1087, - "still_open_pr_rate": 0.0435, - "distinct_repos_with_authored_prs": 1, - "distinct_repos_with_open_prs": 1 + "visible_authored_pr_count": 28, + "merged_pr_count": 13, + "closed_unmerged_pr_count": 2, + "open_pr_count": 13, + "merged_pr_rate": 0.4643, + "closed_unmerged_pr_rate": 0.0714, + "still_open_pr_rate": 0.4643, + "distinct_repos_with_authored_prs": 3, + "distinct_repos_with_open_prs": 3 }, "examples": { "pull_requests": [ { "kind": "pull_request", - "number": 44950, - "title": "[Cache] Native mamba & hybrid cache", - "url": "https://github.com/huggingface/transformers/pull/44950", - "state": "open", - "merged": false, + "number": 44990, + "title": "More small vllm fixes", + "url": "https://github.com/huggingface/transformers/pull/44990", + "state": "closed", + "merged": true, "draft": false, - "created_at": "2026-03-23T16:25:13Z" + "created_at": "2026-03-25T10:26:20Z" }, { "kind": "pull_request", - "number": 44888, - "title": "Remove explicit cuda stream in nemotron_h", - "url": "https://github.com/huggingface/transformers/pull/44888", - "state": "open", - "merged": false, + "number": 44971, + "title": "[ `vllm x v5`] nit", + "url": "https://github.com/huggingface/transformers/pull/44971", + "state": "closed", + "merged": true, "draft": false, - "created_at": "2026-03-20T14:45:28Z" + "created_at": "2026-03-24T14:59:36Z" }, { "kind": "pull_request", - "number": 44887, - "title": "Bump kernels version dependency to avoid crashes", - "url": "https://github.com/huggingface/transformers/pull/44887", - "state": "closed", - "merged": true, - "draft": false, - "created_at": "2026-03-20T14:00:33Z" + "number": 44815, + "title": "Dequant fix", + "url": "https://github.com/huggingface/transformers/pull/44815", + "state": "open", + "merged": false, + "draft": true, + "created_at": "2026-03-18T09:54:18Z" } ], - "issues": [] + "issues": [ + { + "kind": "issue", + "number": 44052, + "title": "Fix skipped tests for glm_moe_dsa model", + "url": "https://github.com/huggingface/transformers/issues/44052", + "state": "closed", + "merged": null, + "draft": null, + "created_at": "2026-02-16T17:58:43Z" + }, + { + "kind": "issue", + "number": 42710, + "title": "Outstanding issues / PR before we can release v5", + "url": "https://github.com/huggingface/transformers/issues/42710", + "state": "closed", + "merged": null, + "draft": null, + "created_at": "2025-12-08T16:57:54Z" + } + ] }, "fetch_error": null }, { - "author_login": "s-zx", - "name": "zxshen", - "profile_url": "https://github.com/s-zx", - "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3As-zx", - "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3As-zx", - "repo_first_seen_at": "2026-03-21T23:34:07Z", - "repo_last_seen_at": "2026-03-22T01:21:22Z", - "repo_primary_artifact_count": 6, - "repo_artifact_count": 6, - "snapshot_issue_count": 0, - "snapshot_pr_count": 6, - "snapshot_comment_count": 0, - "snapshot_review_count": 0, - "snapshot_review_comment_count": 0, - "repo_association": "NONE", + "author_login": "SunMarc", + "name": "Marc Sun", + "profile_url": "https://github.com/SunMarc", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ASunMarc", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ASunMarc", + "repo_first_seen_at": "2024-11-15T13:51:28Z", + "repo_last_seen_at": "2026-03-25T14:09:21Z", + "repo_primary_artifact_count": 33, + "repo_artifact_count": 589, + "snapshot_issue_count": 1, + "snapshot_pr_count": 32, + "snapshot_comment_count": 125, + "snapshot_review_count": 166, + "snapshot_review_comment_count": 265, + "repo_association": "MEMBER", "new_to_repo": false, "first_seen_in_snapshot": false, "report_reason": null, - "account_age_days": 1997, + "account_age_days": 2338, "young_account": false, - "follow_through_score": "weak", - "breadth_score": "very high", - "automation_risk_signal": "high", - "heuristic_note": "high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; high open PR share; targets high-star repos", - "public_orgs": [], + "follow_through_score": "strong", + "breadth_score": "low", + "automation_risk_signal": "low", + "heuristic_note": "high recent PR volume; targets high-star repos", + "public_orgs": [ + "huggingface" + ], "activity": { - "visible_authored_pr_count": 87, - "merged_pr_count": 6, - "closed_unmerged_pr_count": 36, - "open_pr_count": 45, - "merged_pr_rate": 0.069, - "closed_unmerged_pr_rate": 0.4138, - "still_open_pr_rate": 0.5172, - "distinct_repos_with_authored_prs": 36, - "distinct_repos_with_open_prs": 27 + "visible_authored_pr_count": 40, + "merged_pr_count": 34, + "closed_unmerged_pr_count": 3, + "open_pr_count": 3, + "merged_pr_rate": 0.85, + "closed_unmerged_pr_rate": 0.075, + "still_open_pr_rate": 0.075, + "distinct_repos_with_authored_prs": 3, + "distinct_repos_with_open_prs": 1 }, "examples": { "pull_requests": [ { "kind": "pull_request", - "number": 44922, - "title": "fix: pop output_* flags from kwargs in capture_outputs to prevent submodule leakage", - "url": "https://github.com/huggingface/transformers/pull/44922", + "number": 44895, + "title": "Add static FP8 expert support ", + "url": "https://github.com/huggingface/transformers/pull/44895", "state": "closed", - "merged": false, + "merged": true, "draft": false, - "created_at": "2026-03-22T01:21:22Z" + "created_at": "2026-03-20T19:01:35Z" }, { "kind": "pull_request", - "number": 44921, - "title": "fix: use shape index access in compute_3d_position_ids for Qwen VL models", - "url": "https://github.com/huggingface/transformers/pull/44921", + "number": 44864, + "title": "Switch FP8 per tensor quant to use `torch._scaled_mm`", + "url": "https://github.com/huggingface/transformers/pull/44864", "state": "closed", "merged": false, "draft": false, - "created_at": "2026-03-22T00:39:01Z" + "created_at": "2026-03-19T16:19:53Z" }, { "kind": "pull_request", - "number": 44920, - "title": "fix: propagate num_labels/id2label to text_config in Qwen3_5Config", - "url": "https://github.com/huggingface/transformers/pull/44920", - "state": "closed", + "number": 44796, + "title": "[refactor] Serving into proper modules", + "url": "https://github.com/huggingface/transformers/pull/44796", + "state": "open", "merged": false, "draft": false, - "created_at": "2026-03-22T00:01:59Z" + "created_at": "2026-03-17T13:04:06Z" } ], - "issues": [] + "issues": [ + { + "kind": "issue", + "number": 43595, + "title": "Tell Us: What Would Make Trainer Better?", + "url": "https://github.com/huggingface/transformers/issues/43595", + "state": "open", + "merged": null, + "draft": null, + "created_at": "2026-01-29T13:12:09Z" + } + ] }, "fetch_error": null }, { - "author_login": "ydshieh", - "name": "Yih-Dar", - "profile_url": "https://github.com/ydshieh", - "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aydshieh", - "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aydshieh", - "repo_first_seen_at": "2025-03-31T13:54:54Z", - "repo_last_seen_at": "2026-03-24T16:06:44Z", - "repo_primary_artifact_count": 6, - "repo_artifact_count": 48, - "snapshot_issue_count": 0, - "snapshot_pr_count": 6, - "snapshot_comment_count": 4, - "snapshot_review_count": 21, - "snapshot_review_comment_count": 17, - "repo_association": "MEMBER", + "author_login": "kaixuanliu", + "name": "kaixuanliu", + "profile_url": "https://github.com/kaixuanliu", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Akaixuanliu", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Akaixuanliu", + "repo_first_seen_at": "2026-01-16T14:47:41Z", + "repo_last_seen_at": "2026-03-24T12:03:51Z", + "repo_primary_artifact_count": 35, + "repo_artifact_count": 128, + "snapshot_issue_count": 4, + "snapshot_pr_count": 31, + "snapshot_comment_count": 43, + "snapshot_review_count": 25, + "snapshot_review_comment_count": 25, + "repo_association": "CONTRIBUTOR", "new_to_repo": false, "first_seen_in_snapshot": false, "report_reason": null, - "account_age_days": 4914, + "account_age_days": 3912, "young_account": false, - "follow_through_score": "strong", - "breadth_score": "low", + "follow_through_score": "mixed", + "breadth_score": "moderate", "automation_risk_signal": "low", "heuristic_note": "high recent PR volume; targets high-star repos", "public_orgs": [], "activity": { - "visible_authored_pr_count": 30, - "merged_pr_count": 24, - "closed_unmerged_pr_count": 3, - "open_pr_count": 3, - "merged_pr_rate": 0.8, - "closed_unmerged_pr_rate": 0.1, - "still_open_pr_rate": 0.1, - "distinct_repos_with_authored_prs": 1, - "distinct_repos_with_open_prs": 1 + "visible_authored_pr_count": 51, + "merged_pr_count": 33, + "closed_unmerged_pr_count": 12, + "open_pr_count": 6, + "merged_pr_rate": 0.6471, + "closed_unmerged_pr_rate": 0.2353, + "still_open_pr_rate": 0.1176, + "distinct_repos_with_authored_prs": 7, + "distinct_repos_with_open_prs": 4 }, "examples": { "pull_requests": [ { "kind": "pull_request", - "number": 44965, - "title": "try", - "url": "https://github.com/huggingface/transformers/pull/44965", + "number": 44739, + "title": "fix series of failed test case for janus model", + "url": "https://github.com/huggingface/transformers/pull/44739", "state": "open", "merged": false, "draft": false, - "created_at": "2026-03-24T10:59:31Z" + "created_at": "2026-03-16T07:15:33Z" }, { "kind": "pull_request", - "number": 44941, - "title": "Fix failing job `Update Transformers metadata` after #43514", - "url": "https://github.com/huggingface/transformers/pull/44941", + "number": 44733, + "title": "Fix bug and add XPU Expectations for qwen2 and jamba tests", + "url": "https://github.com/huggingface/transformers/pull/44733", "state": "closed", "merged": true, "draft": false, - "created_at": "2026-03-23T10:42:09Z" + "created_at": "2026-03-16T02:55:54Z" }, { "kind": "pull_request", - "number": 44927, - "title": "fix: improve processor loading performance by avoiding redundant tokenizer parsing", - "url": "https://github.com/huggingface/transformers/pull/44927", + "number": 44657, + "title": "fix bug embedding_size mismatch with hidden_size in electra model test", + "url": "https://github.com/huggingface/transformers/pull/44657", "state": "closed", "merged": true, "draft": false, - "created_at": "2026-03-22T15:33:23Z" + "created_at": "2026-03-13T10:25:07Z" } ], - "issues": [] + "issues": [ + { + "kind": "issue", + "number": 44964, + "title": "Cannot load `microsoft/Phi-4-multimodal-instruct` model with latest transformers.", + "url": "https://github.com/huggingface/transformers/issues/44964", + "state": "closed", + "merged": null, + "draft": null, + "created_at": "2026-03-24T06:54:38Z" + }, + { + "kind": "issue", + "number": 44792, + "title": "Failed test case `test_model_generate_images` for janus model", + "url": "https://github.com/huggingface/transformers/issues/44792", + "state": "open", + "merged": null, + "draft": null, + "created_at": "2026-03-17T10:40:18Z" + }, + { + "kind": "issue", + "number": 43854, + "title": "Unable to load `zai-org/GLM-4.7-Flash` model correctly in the unit tests", + "url": "https://github.com/huggingface/transformers/issues/43854", + "state": "closed", + "merged": null, + "draft": null, + "created_at": "2026-02-09T07:48:27Z" + } + ] }, "fetch_error": null }, { - "author_login": "hmellor", - "name": "Harry Mellor", - "profile_url": "https://github.com/hmellor", - "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ahmellor", - "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ahmellor", - "repo_first_seen_at": "2026-03-14T11:44:24Z", - "repo_last_seen_at": "2026-03-24T19:26:33Z", - "repo_primary_artifact_count": 5, - "repo_artifact_count": 25, + "author_login": "Rocketknight1", + "name": "Matt", + "profile_url": "https://github.com/Rocketknight1", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ARocketknight1", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ARocketknight1", + "repo_first_seen_at": "2023-11-20T15:51:09Z", + "repo_last_seen_at": "2026-03-25T14:59:34Z", + "repo_primary_artifact_count": 31, + "repo_artifact_count": 681, "snapshot_issue_count": 0, - "snapshot_pr_count": 5, - "snapshot_comment_count": 2, - "snapshot_review_count": 13, - "snapshot_review_comment_count": 5, + "snapshot_pr_count": 31, + "snapshot_comment_count": 368, + "snapshot_review_count": 174, + "snapshot_review_comment_count": 108, "repo_association": "MEMBER", "new_to_repo": false, "first_seen_in_snapshot": false, "report_reason": null, - "account_age_days": 3568, + "account_age_days": 3939, "young_account": false, - "follow_through_score": "strong", - "breadth_score": "moderate", + "follow_through_score": "mixed", + "breadth_score": "low", "automation_risk_signal": "low", "heuristic_note": "high recent PR volume; targets high-star repos", "public_orgs": [ - "huggingface", - "vllm-project" + "huggingface" ], "activity": { - "visible_authored_pr_count": 74, - "merged_pr_count": 64, + "visible_authored_pr_count": 27, + "merged_pr_count": 24, "closed_unmerged_pr_count": 3, - "open_pr_count": 7, - "merged_pr_rate": 0.8649, - "closed_unmerged_pr_rate": 0.0405, - "still_open_pr_rate": 0.0946, - "distinct_repos_with_authored_prs": 4, - "distinct_repos_with_open_prs": 3 + "open_pr_count": 0, + "merged_pr_rate": 0.8889, + "closed_unmerged_pr_rate": 0.1111, + "still_open_pr_rate": 0.0, + "distinct_repos_with_authored_prs": 1, + "distinct_repos_with_open_prs": 0 }, "examples": { "pull_requests": [ { "kind": "pull_request", - "number": 44976, - "title": "Fix tie_word_embedding issues with `Qwen2VL`", - "url": "https://github.com/huggingface/transformers/pull/44976", + "number": 44890, + "title": "Add big angry code agent warnings!", + "url": "https://github.com/huggingface/transformers/pull/44890", "state": "closed", "merged": true, "draft": false, - "created_at": "2026-03-24T19:26:33Z" + "created_at": "2026-03-20T16:12:45Z" }, { "kind": "pull_request", - "number": 44942, - "title": "Add inference time layer fusion optimisations via `PreTrainedModel.from_pretrained(fuse_layers=True)`", - "url": "https://github.com/huggingface/transformers/pull/44942", - "state": "open", - "merged": false, - "draft": true, - "created_at": "2026-03-23T10:46:23Z" + "number": 44674, + "title": "Officially launch parse_response", + "url": "https://github.com/huggingface/transformers/pull/44674", + "state": "closed", + "merged": true, + "draft": false, + "created_at": "2026-03-13T15:41:42Z" }, { "kind": "pull_request", - "number": 44884, - "title": "Add missing dunder methods to `SizeDict`", - "url": "https://github.com/huggingface/transformers/pull/44884", + "number": 44575, + "title": "Correct Tapas initialization", + "url": "https://github.com/huggingface/transformers/pull/44575", "state": "closed", "merged": true, "draft": false, - "created_at": "2026-03-20T11:52:15Z" + "created_at": "2026-03-10T14:42:40Z" } ], "issues": [] @@ -484,75 +706,73 @@ "fetch_error": null }, { - "author_login": "stevhliu", - "name": "Steven Liu", - "profile_url": "https://github.com/stevhliu", - "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Astevhliu", - "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Astevhliu", - "repo_first_seen_at": "2026-01-23T01:35:55Z", - "repo_last_seen_at": "2026-03-23T17:20:37Z", - "repo_primary_artifact_count": 5, - "repo_artifact_count": 46, + "author_login": "vasqu", + "name": "Anton Vlasjuk", + "profile_url": "https://github.com/vasqu", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Avasqu", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Avasqu", + "repo_first_seen_at": "2025-08-26T12:13:50Z", + "repo_last_seen_at": "2026-03-25T18:15:21Z", + "repo_primary_artifact_count": 30, + "repo_artifact_count": 3270, "snapshot_issue_count": 0, - "snapshot_pr_count": 5, - "snapshot_comment_count": 1, - "snapshot_review_count": 14, - "snapshot_review_comment_count": 26, + "snapshot_pr_count": 30, + "snapshot_comment_count": 331, + "snapshot_review_count": 596, + "snapshot_review_comment_count": 2313, "repo_association": "MEMBER", "new_to_repo": false, "first_seen_in_snapshot": false, "report_reason": null, - "account_age_days": 2272, + "account_age_days": 1968, "young_account": false, "follow_through_score": "mixed", "breadth_score": "low", "automation_risk_signal": "low", - "heuristic_note": "high recent PR volume; high open PR share; no visible non-self stars; targets high-star repos", - "public_orgs": [ - "huggingface" - ], + "heuristic_note": "high recent PR volume; targets high-star repos", + "public_orgs": [], "activity": { "visible_authored_pr_count": 25, - "merged_pr_count": 14, - "closed_unmerged_pr_count": 0, - "open_pr_count": 11, - "merged_pr_rate": 0.56, - "closed_unmerged_pr_rate": 0.0, - "still_open_pr_rate": 0.44, + "merged_pr_count": 16, + "closed_unmerged_pr_count": 4, + "open_pr_count": 5, + "merged_pr_rate": 0.64, + "closed_unmerged_pr_rate": 0.16, + "still_open_pr_rate": 0.2, "distinct_repos_with_authored_prs": 2, - "distinct_repos_with_open_prs": 2 + "distinct_repos_with_open_prs": 1 }, "examples": { "pull_requests": [ { "kind": "pull_request", - "number": 44954, - "title": "[docs] pipeline cleanup", - "url": "https://github.com/huggingface/transformers/pull/44954", + "number": 44850, + "title": "[`Mllama`] Fix workaround compile", + "url": "https://github.com/huggingface/transformers/pull/44850", "state": "open", "merged": false, - "draft": false, - "created_at": "2026-03-23T17:20:37Z" + "draft": true, + "created_at": "2026-03-19T08:36:18Z" }, { "kind": "pull_request", - "number": 44896, - "title": "[docs] continuous batching", - "url": "https://github.com/huggingface/transformers/pull/44896", - "state": "open", - "merged": false, + "number": 44797, + "title": "[`FA4`] Add kernels fallback", + "url": "https://github.com/huggingface/transformers/pull/44797", + "state": "closed", + "merged": true, "draft": false, - "created_at": "2026-03-20T19:09:41Z" + "created_at": "2026-03-17T15:35:59Z" }, { "kind": "pull_request", - "number": 44837, - "title": "[docs] model cards", - "url": "https://github.com/huggingface/transformers/pull/44837", + "number": 44703, + "title": "[`FA`] Fix fa detection", + "url": "https://github.com/huggingface/transformers/pull/44703", "state": "closed", "merged": true, "draft": false, - "created_at": "2026-03-18T21:45:31Z" + "created_at": "2026-03-14T14:46:02Z" } ], "issues": [] @@ -560,115 +780,146 @@ "fetch_error": null }, { - "author_login": "yonigozlan", - "name": "Yoni Gozlan", - "profile_url": "https://github.com/yonigozlan", - "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ayonigozlan", - "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ayonigozlan", - "repo_first_seen_at": "2025-10-17T15:05:33Z", - "repo_last_seen_at": "2026-03-24T21:45:54Z", - "repo_primary_artifact_count": 5, - "repo_artifact_count": 133, - "snapshot_issue_count": 0, - "snapshot_pr_count": 5, - "snapshot_comment_count": 6, - "snapshot_review_count": 22, - "snapshot_review_comment_count": 100, - "repo_association": "MEMBER", + "author_login": "harshaljanjani", + "name": "Harshal Janjani", + "profile_url": "https://github.com/harshaljanjani", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aharshaljanjani", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aharshaljanjani", + "repo_first_seen_at": "2025-09-17T20:29:13Z", + "repo_last_seen_at": "2026-03-25T19:58:57Z", + "repo_primary_artifact_count": 46, + "repo_artifact_count": 196, + "snapshot_issue_count": 18, + "snapshot_pr_count": 28, + "snapshot_comment_count": 74, + "snapshot_review_count": 38, + "snapshot_review_comment_count": 38, + "repo_association": "CONTRIBUTOR", "new_to_repo": false, "first_seen_in_snapshot": false, "report_reason": null, - "account_age_days": 1954, + "account_age_days": 1938, "young_account": false, "follow_through_score": "strong", "breadth_score": "low", "automation_risk_signal": "low", "heuristic_note": "targets high-star repos", - "public_orgs": [ - "huggingface" - ], + "public_orgs": [], "activity": { - "visible_authored_pr_count": 11, - "merged_pr_count": 10, - "closed_unmerged_pr_count": 0, - "open_pr_count": 1, - "merged_pr_rate": 0.9091, - "closed_unmerged_pr_rate": 0.0, - "still_open_pr_rate": 0.0909, - "distinct_repos_with_authored_prs": 1, - "distinct_repos_with_open_prs": 1 + "visible_authored_pr_count": 23, + "merged_pr_count": 17, + "closed_unmerged_pr_count": 1, + "open_pr_count": 5, + "merged_pr_rate": 0.7391, + "closed_unmerged_pr_rate": 0.0435, + "still_open_pr_rate": 0.2174, + "distinct_repos_with_authored_prs": 2, + "distinct_repos_with_open_prs": 2 }, "examples": { "pull_requests": [ { "kind": "pull_request", - "number": 44926, - "title": "Fix backward compatibility for full path imports of Fast Image Processors", - "url": "https://github.com/huggingface/transformers/pull/44926", - "state": "closed", - "merged": true, - "draft": false, - "created_at": "2026-03-22T14:46:17Z" + "number": 45004, + "title": "fix(testing): Fix Parakeet, Evolla, Pi0, and Phi-3 test failures on main CI", + "url": "https://github.com/huggingface/transformers/pull/45004", + "state": "open", + "merged": false, + "draft": true, + "created_at": "2026-03-25T19:58:57Z" }, { "kind": "pull_request", - "number": 44903, - "title": "Support SizeDict import in get_size_dict", - "url": "https://github.com/huggingface/transformers/pull/44903", + "number": 44899, + "title": "fix(models): Fix Perceiver interpolate_pos_encoding interpolating to the source size", + "url": "https://github.com/huggingface/transformers/pull/44899", "state": "closed", "merged": true, "draft": false, - "created_at": "2026-03-21T01:25:53Z" + "created_at": "2026-03-20T20:02:10Z" }, { "kind": "pull_request", - "number": 44897, - "title": "Add backward compatibility for direct imports from legacy `image_processing_utils_fast`", - "url": "https://github.com/huggingface/transformers/pull/44897", + "number": 44765, + "title": "fix(testing): Fix PaliGemma 2 and PaddleOCR-VL test failures on main", + "url": "https://github.com/huggingface/transformers/pull/44765", "state": "closed", "merged": true, "draft": false, - "created_at": "2026-03-20T19:30:32Z" + "created_at": "2026-03-16T17:26:22Z" } ], - "issues": [] + "issues": [ + { + "kind": "issue", + "number": 44898, + "title": "[BUG] Perceiver image classification (non-default res) fails even with interpolate_pos_encoding=True", + "url": "https://github.com/huggingface/transformers/issues/44898", + "state": "closed", + "merged": null, + "draft": null, + "created_at": "2026-03-20T19:58:09Z" + }, + { + "kind": "issue", + "number": 44610, + "title": "[BUG] OmDet-Turbo processor produces 640px inputs but the model expects 224px", + "url": "https://github.com/huggingface/transformers/issues/44610", + "state": "closed", + "merged": null, + "draft": null, + "created_at": "2026-03-11T19:58:13Z" + }, + { + "kind": "issue", + "number": 44442, + "title": "[BUG] AutoTokenizer fails to load FastSpeech2ConformerTokenizer", + "url": "https://github.com/huggingface/transformers/issues/44442", + "state": "closed", + "merged": null, + "draft": null, + "created_at": "2026-03-04T19:58:11Z" + } + ] }, "fetch_error": null }, { - "author_login": "harshaljanjani", - "name": "Harshal Janjani", - "profile_url": "https://github.com/harshaljanjani", - "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aharshaljanjani", - "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aharshaljanjani", - "repo_first_seen_at": "2026-02-27T18:08:53Z", - "repo_last_seen_at": "2026-03-24T10:00:07Z", - "repo_primary_artifact_count": 5, - "repo_artifact_count": 49, + "author_login": "stevhliu", + "name": "Steven Liu", + "profile_url": "https://github.com/stevhliu", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Astevhliu", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Astevhliu", + "repo_first_seen_at": "2025-01-06T17:52:26Z", + "repo_last_seen_at": "2026-03-25T19:48:57Z", + "repo_primary_artifact_count": 27, + "repo_artifact_count": 260, "snapshot_issue_count": 1, - "snapshot_pr_count": 4, - "snapshot_comment_count": 4, - "snapshot_review_count": 20, - "snapshot_review_comment_count": 20, - "repo_association": "CONTRIBUTOR", + "snapshot_pr_count": 26, + "snapshot_comment_count": 17, + "snapshot_review_count": 87, + "snapshot_review_comment_count": 129, + "repo_association": "MEMBER", "new_to_repo": false, "first_seen_in_snapshot": false, "report_reason": null, - "account_age_days": 1937, + "account_age_days": 2274, "young_account": false, - "follow_through_score": "strong", + "follow_through_score": "mixed", "breadth_score": "low", "automation_risk_signal": "low", - "heuristic_note": "targets high-star repos", - "public_orgs": [], + "heuristic_note": "high recent PR volume; no visible non-self stars; targets high-star repos", + "public_orgs": [ + "huggingface" + ], "activity": { - "visible_authored_pr_count": 15, - "merged_pr_count": 11, + "visible_authored_pr_count": 28, + "merged_pr_count": 17, "closed_unmerged_pr_count": 0, - "open_pr_count": 4, - "merged_pr_rate": 0.7333, + "open_pr_count": 11, + "merged_pr_rate": 0.6071, "closed_unmerged_pr_rate": 0.0, - "still_open_pr_rate": 0.2667, + "still_open_pr_rate": 0.3929, "distinct_repos_with_authored_prs": 2, "distinct_repos_with_open_prs": 2 }, @@ -676,45 +927,45 @@ "pull_requests": [ { "kind": "pull_request", - "number": 44899, - "title": "fix(models): Fix Perceiver interpolate_pos_encoding interpolating to the source size", - "url": "https://github.com/huggingface/transformers/pull/44899", + "number": 44954, + "title": "[docs] pipeline cleanup", + "url": "https://github.com/huggingface/transformers/pull/44954", "state": "open", "merged": false, "draft": false, - "created_at": "2026-03-20T20:02:10Z" + "created_at": "2026-03-23T17:20:37Z" }, { "kind": "pull_request", - "number": 44765, - "title": "fix(testing): Fix PaliGemma 2 and PaddleOCR-VL test failures on main", - "url": "https://github.com/huggingface/transformers/pull/44765", - "state": "closed", - "merged": true, + "number": 44896, + "title": "[docs] continuous batching", + "url": "https://github.com/huggingface/transformers/pull/44896", + "state": "open", + "merged": false, "draft": false, - "created_at": "2026-03-16T17:26:22Z" + "created_at": "2026-03-20T19:09:41Z" }, { "kind": "pull_request", - "number": 44695, - "title": "fix(testing): Fix Kyutai Speech-To-Text, LLaVA-OneVision, and LongCatFlash test failures on main CI ", - "url": "https://github.com/huggingface/transformers/pull/44695", - "state": "open", - "merged": false, + "number": 44837, + "title": "[docs] model cards", + "url": "https://github.com/huggingface/transformers/pull/44837", + "state": "closed", + "merged": true, "draft": false, - "created_at": "2026-03-14T09:05:35Z" + "created_at": "2026-03-18T21:45:31Z" } ], "issues": [ { "kind": "issue", - "number": 44898, - "title": "[BUG] Perceiver image classification (non-default res) fails even with interpolate_pos_encoding=True", - "url": "https://github.com/huggingface/transformers/issues/44898", - "state": "open", + "number": 36979, + "title": "[Community contributions] Model cards", + "url": "https://github.com/huggingface/transformers/issues/36979", + "state": "closed", "merged": null, "draft": null, - "created_at": "2026-03-20T19:58:09Z" + "created_at": "2025-03-25T20:39:10Z" } ] }, @@ -726,20 +977,20 @@ "profile_url": "https://github.com/itazap", "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aitazap", "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aitazap", - "repo_first_seen_at": "2026-02-04T17:01:41Z", - "repo_last_seen_at": "2026-03-24T09:25:11Z", - "repo_primary_artifact_count": 4, - "repo_artifact_count": 21, + "repo_first_seen_at": "2024-10-21T07:08:47Z", + "repo_last_seen_at": "2026-03-25T17:47:55Z", + "repo_primary_artifact_count": 24, + "repo_artifact_count": 108, "snapshot_issue_count": 0, - "snapshot_pr_count": 4, - "snapshot_comment_count": 4, - "snapshot_review_count": 7, - "snapshot_review_comment_count": 6, + "snapshot_pr_count": 24, + "snapshot_comment_count": 25, + "snapshot_review_count": 34, + "snapshot_review_comment_count": 25, "repo_association": "MEMBER", "new_to_repo": false, "first_seen_in_snapshot": false, "report_reason": null, - "account_age_days": 3115, + "account_age_days": 3116, "young_account": false, "follow_through_score": "mixed", "breadth_score": "low", @@ -747,47 +998,47 @@ "heuristic_note": "no visible non-self stars; targets high-star repos", "public_orgs": [], "activity": { - "visible_authored_pr_count": 15, - "merged_pr_count": 11, - "closed_unmerged_pr_count": 2, - "open_pr_count": 2, - "merged_pr_rate": 0.7333, - "closed_unmerged_pr_rate": 0.1333, - "still_open_pr_rate": 0.1333, - "distinct_repos_with_authored_prs": 1, + "visible_authored_pr_count": 23, + "merged_pr_count": 14, + "closed_unmerged_pr_count": 5, + "open_pr_count": 4, + "merged_pr_rate": 0.6087, + "closed_unmerged_pr_rate": 0.2174, + "still_open_pr_rate": 0.1739, + "distinct_repos_with_authored_prs": 2, "distinct_repos_with_open_prs": 1 }, "examples": { "pull_requests": [ { "kind": "pull_request", - "number": 44882, - "title": "fix config type", - "url": "https://github.com/huggingface/transformers/pull/44882", - "state": "closed", + "number": 44999, + "title": "Add sarvam model", + "url": "https://github.com/huggingface/transformers/pull/44999", + "state": "open", "merged": false, - "draft": false, - "created_at": "2026-03-20T11:31:20Z" + "draft": true, + "created_at": "2026-03-25T16:21:37Z" }, { "kind": "pull_request", - "number": 44880, - "title": "incorrect model list update", - "url": "https://github.com/huggingface/transformers/pull/44880", + "number": 44997, + "title": "Add sarvam model", + "url": "https://github.com/huggingface/transformers/pull/44997", "state": "closed", - "merged": true, - "draft": false, - "created_at": "2026-03-20T10:37:13Z" + "merged": false, + "draft": true, + "created_at": "2026-03-25T14:23:13Z" }, { "kind": "pull_request", - "number": 44255, - "title": "[vllm + v5 fix] handle TokenizersBackend fallback properly for v5", - "url": "https://github.com/huggingface/transformers/pull/44255", + "number": 44994, + "title": "Add sarvam model", + "url": "https://github.com/huggingface/transformers/pull/44994", "state": "closed", - "merged": true, + "merged": false, "draft": false, - "created_at": "2026-02-24T14:17:00Z" + "created_at": "2026-03-25T14:02:50Z" } ], "issues": [] @@ -795,73 +1046,73 @@ "fetch_error": null }, { - "author_login": "Qubitium", - "name": "Qubitium-ModelCloud", - "profile_url": "https://github.com/Qubitium", - "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AQubitium", - "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AQubitium", - "repo_first_seen_at": "2025-10-03T18:23:49Z", - "repo_last_seen_at": "2026-03-24T11:33:45Z", - "repo_primary_artifact_count": 4, - "repo_artifact_count": 27, + "author_login": "cyyever", + "name": "Yuanyuan Chen", + "profile_url": "https://github.com/cyyever", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Acyyever", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Acyyever", + "repo_first_seen_at": "2025-08-10T08:43:09Z", + "repo_last_seen_at": "2026-02-18T08:22:57Z", + "repo_primary_artifact_count": 23, + "repo_artifact_count": 42, "snapshot_issue_count": 0, - "snapshot_pr_count": 4, - "snapshot_comment_count": 11, - "snapshot_review_count": 6, - "snapshot_review_comment_count": 6, + "snapshot_pr_count": 23, + "snapshot_comment_count": 5, + "snapshot_review_count": 7, + "snapshot_review_comment_count": 7, "repo_association": "CONTRIBUTOR", "new_to_repo": false, "first_seen_in_snapshot": false, "report_reason": null, - "account_age_days": 5657, + "account_age_days": 3674, "young_account": false, - "follow_through_score": "strong", + "follow_through_score": "mixed", "breadth_score": "moderate", "automation_risk_signal": "low", "heuristic_note": "extremely high recent PR volume", "public_orgs": [], "activity": { - "visible_authored_pr_count": 120, - "merged_pr_count": 116, - "closed_unmerged_pr_count": 2, - "open_pr_count": 2, - "merged_pr_rate": 0.9667, - "closed_unmerged_pr_rate": 0.0167, - "still_open_pr_rate": 0.0167, + "visible_authored_pr_count": 164, + "merged_pr_count": 133, + "closed_unmerged_pr_count": 17, + "open_pr_count": 14, + "merged_pr_rate": 0.811, + "closed_unmerged_pr_rate": 0.1037, + "still_open_pr_rate": 0.0854, "distinct_repos_with_authored_prs": 6, - "distinct_repos_with_open_prs": 1 + "distinct_repos_with_open_prs": 5 }, "examples": { "pull_requests": [ { "kind": "pull_request", - "number": 44967, - "title": "Fix FA kernel launch needs correct cuda device ctx in multi-gpu env", - "url": "https://github.com/huggingface/transformers/pull/44967", + "number": 44123, + "title": "Avoid device sync in training loss accumulation", + "url": "https://github.com/huggingface/transformers/pull/44123", "state": "open", "merged": false, "draft": false, - "created_at": "2026-03-24T11:33:45Z" + "created_at": "2026-02-18T08:22:57Z" }, { "kind": "pull_request", - "number": 44940, - "title": "fix tie_weights skipping logic is not tied to model thread scope", - "url": "https://github.com/huggingface/transformers/pull/44940", - "state": "open", - "merged": false, + "number": 44069, + "title": "Use torch.isfinite", + "url": "https://github.com/huggingface/transformers/pull/44069", + "state": "closed", + "merged": true, "draft": false, - "created_at": "2026-03-23T09:55:57Z" + "created_at": "2026-02-17T06:49:38Z" }, { "kind": "pull_request", - "number": 44924, - "title": "Continuous batching thread safety", - "url": "https://github.com/huggingface/transformers/pull/44924", + "number": 44006, + "title": "Use torch.xlogy ", + "url": "https://github.com/huggingface/transformers/pull/44006", "state": "closed", "merged": true, "draft": false, - "created_at": "2026-03-22T11:46:49Z" + "created_at": "2026-02-15T04:07:50Z" } ], "issues": [] @@ -869,75 +1120,73 @@ "fetch_error": null }, { - "author_login": "3outeille", - "name": "Ferdinand Mom", - "profile_url": "https://github.com/3outeille", - "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3A3outeille", - "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3A3outeille", - "repo_first_seen_at": "2026-02-17T10:57:06Z", - "repo_last_seen_at": "2026-03-24T16:13:25Z", - "repo_primary_artifact_count": 3, - "repo_artifact_count": 17, + "author_login": "ManasVardhan", + "name": "Manas Vardhan", + "profile_url": "https://github.com/ManasVardhan", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AManasVardhan", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AManasVardhan", + "repo_first_seen_at": "2026-02-15T11:10:48Z", + "repo_last_seen_at": "2026-03-01T17:07:35Z", + "repo_primary_artifact_count": 22, + "repo_artifact_count": 37, "snapshot_issue_count": 0, - "snapshot_pr_count": 3, - "snapshot_comment_count": 0, - "snapshot_review_count": 7, - "snapshot_review_comment_count": 7, - "repo_association": "MEMBER", + "snapshot_pr_count": 22, + "snapshot_comment_count": 15, + "snapshot_review_count": 0, + "snapshot_review_comment_count": 0, + "repo_association": "NONE", "new_to_repo": false, "first_seen_in_snapshot": false, "report_reason": null, - "account_age_days": 2601, + "account_age_days": 2466, "young_account": false, "follow_through_score": "weak", - "breadth_score": "low", - "automation_risk_signal": "low", - "heuristic_note": "high open PR share; targets high-star repos", - "public_orgs": [ - "huggingface" - ], + "breadth_score": "high", + "automation_risk_signal": "medium", + "heuristic_note": "high recent PR volume; broad repo spread; many recent closed-unmerged PRs; targets high-star repos", + "public_orgs": [], "activity": { - "visible_authored_pr_count": 4, - "merged_pr_count": 1, - "closed_unmerged_pr_count": 0, - "open_pr_count": 3, - "merged_pr_rate": 0.25, - "closed_unmerged_pr_rate": 0.0, - "still_open_pr_rate": 0.75, - "distinct_repos_with_authored_prs": 1, - "distinct_repos_with_open_prs": 1 + "visible_authored_pr_count": 59, + "merged_pr_count": 15, + "closed_unmerged_pr_count": 37, + "open_pr_count": 7, + "merged_pr_rate": 0.2542, + "closed_unmerged_pr_rate": 0.6271, + "still_open_pr_rate": 0.1186, + "distinct_repos_with_authored_prs": 22, + "distinct_repos_with_open_prs": 6 }, "examples": { "pull_requests": [ { "kind": "pull_request", - "number": 44974, - "title": "Refactor core_model_loading to support FSDP shard-on-read loading", - "url": "https://github.com/huggingface/transformers/pull/44974", - "state": "open", + "number": 44374, + "title": "Fix incorrect position_ids docstring in modeling_flash_attention_utils.py", + "url": "https://github.com/huggingface/transformers/pull/44374", + "state": "closed", "merged": false, "draft": false, - "created_at": "2026-03-24T16:13:25Z" + "created_at": "2026-03-01T17:07:35Z" }, { "kind": "pull_request", - "number": 44827, - "title": "Fix Mistral4 tests", - "url": "https://github.com/huggingface/transformers/pull/44827", - "state": "open", + "number": 44335, + "title": "Refactor RoFormer output tracing with @capture_outputs and @can_return_tuple", + "url": "https://github.com/huggingface/transformers/pull/44335", + "state": "closed", "merged": false, "draft": false, - "created_at": "2026-03-18T13:36:53Z" + "created_at": "2026-02-27T17:23:01Z" }, { "kind": "pull_request", - "number": 44083, - "title": "FSDP2 native support in transformers ", - "url": "https://github.com/huggingface/transformers/pull/44083", - "state": "open", + "number": 44333, + "title": "Refactor ALBERT to use named attributes and remove redundant return_dict=True", + "url": "https://github.com/huggingface/transformers/pull/44333", + "state": "closed", "merged": false, "draft": false, - "created_at": "2026-02-17T10:57:06Z" + "created_at": "2026-02-27T17:12:25Z" } ], "issues": [] @@ -945,75 +1194,73 @@ "fetch_error": null }, { - "author_login": "SunMarc", - "name": "Marc Sun", - "profile_url": "https://github.com/SunMarc", - "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ASunMarc", - "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ASunMarc", - "repo_first_seen_at": "2026-02-20T17:11:25Z", - "repo_last_seen_at": "2026-03-24T15:12:22Z", - "repo_primary_artifact_count": 3, - "repo_artifact_count": 41, + "author_login": "BillionClaw", + "name": "BillionToken", + "profile_url": "https://github.com/BillionClaw", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ABillionClaw", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ABillionClaw", + "repo_first_seen_at": "2026-03-16T16:17:54Z", + "repo_last_seen_at": "2026-03-18T12:08:35Z", + "repo_primary_artifact_count": 18, + "repo_artifact_count": 24, "snapshot_issue_count": 0, - "snapshot_pr_count": 3, - "snapshot_comment_count": 5, - "snapshot_review_count": 13, - "snapshot_review_comment_count": 20, - "repo_association": "MEMBER", + "snapshot_pr_count": 18, + "snapshot_comment_count": 6, + "snapshot_review_count": 0, + "snapshot_review_comment_count": 0, + "repo_association": "FIRST_TIME_CONTRIBUTOR", "new_to_repo": false, "first_seen_in_snapshot": false, "report_reason": null, - "account_age_days": 2337, - "young_account": false, - "follow_through_score": "strong", - "breadth_score": "low", - "automation_risk_signal": "low", - "heuristic_note": "high recent PR volume; targets high-star repos", - "public_orgs": [ - "huggingface" - ], + "account_age_days": 12, + "young_account": true, + "follow_through_score": "weak", + "breadth_score": "very high", + "automation_risk_signal": "high", + "heuristic_note": "very new account; extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos", + "public_orgs": [], "activity": { - "visible_authored_pr_count": 30, - "merged_pr_count": 24, - "closed_unmerged_pr_count": 3, - "open_pr_count": 3, - "merged_pr_rate": 0.8, - "closed_unmerged_pr_rate": 0.1, - "still_open_pr_rate": 0.1, - "distinct_repos_with_authored_prs": 3, - "distinct_repos_with_open_prs": 1 + "visible_authored_pr_count": 477, + "merged_pr_count": 47, + "closed_unmerged_pr_count": 225, + "open_pr_count": 205, + "merged_pr_rate": 0.0985, + "closed_unmerged_pr_rate": 0.4717, + "still_open_pr_rate": 0.4298, + "distinct_repos_with_authored_prs": 130, + "distinct_repos_with_open_prs": 61 }, "examples": { "pull_requests": [ { "kind": "pull_request", - "number": 44895, - "title": "Add static FP8 expert support ", - "url": "https://github.com/huggingface/transformers/pull/44895", + "number": 44826, + "title": "fix: allow AutoImageProcessor to load from URL", + "url": "https://github.com/huggingface/transformers/pull/44826", "state": "closed", - "merged": true, + "merged": false, "draft": false, - "created_at": "2026-03-20T19:01:35Z" + "created_at": "2026-03-18T12:08:35Z" }, { "kind": "pull_request", - "number": 44864, - "title": "Switch FP8 per tensor quant to use `torch._scaled_mm`", - "url": "https://github.com/huggingface/transformers/pull/44864", + "number": 44824, + "title": "fix(xlnet): add device parameter to relative_positional_encoding", + "url": "https://github.com/huggingface/transformers/pull/44824", "state": "closed", "merged": false, "draft": false, - "created_at": "2026-03-19T16:19:53Z" + "created_at": "2026-03-18T11:55:01Z" }, { "kind": "pull_request", - "number": 44796, - "title": "[refactor] Serving into proper modules", - "url": "https://github.com/huggingface/transformers/pull/44796", - "state": "open", + "number": 44823, + "title": "fix: AutoImageProcessor from URL loading", + "url": "https://github.com/huggingface/transformers/pull/44823", + "state": "closed", "merged": false, "draft": false, - "created_at": "2026-03-17T13:04:06Z" + "created_at": "2026-03-18T11:54:24Z" } ], "issues": [] @@ -1021,76 +1268,75 @@ "fetch_error": null }, { - "author_login": "IlyasMoutawwakil", - "name": "Ilyas Moutawwakil", - "profile_url": "https://github.com/IlyasMoutawwakil", - "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AIlyasMoutawwakil", - "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AIlyasMoutawwakil", - "repo_first_seen_at": "2025-11-03T14:20:21Z", - "repo_last_seen_at": "2026-03-24T13:49:21Z", - "repo_primary_artifact_count": 3, - "repo_artifact_count": 50, + "author_login": "yonigozlan", + "name": "Yoni Gozlan", + "profile_url": "https://github.com/yonigozlan", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ayonigozlan", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ayonigozlan", + "repo_first_seen_at": "2025-10-03T15:26:01Z", + "repo_last_seen_at": "2026-03-25T15:35:09Z", + "repo_primary_artifact_count": 18, + "repo_artifact_count": 444, "snapshot_issue_count": 0, - "snapshot_pr_count": 3, - "snapshot_comment_count": 0, - "snapshot_review_count": 23, - "snapshot_review_comment_count": 24, + "snapshot_pr_count": 18, + "snapshot_comment_count": 29, + "snapshot_review_count": 114, + "snapshot_review_comment_count": 283, "repo_association": "MEMBER", "new_to_repo": false, "first_seen_in_snapshot": false, "report_reason": null, - "account_age_days": 2330, + "account_age_days": 1955, "young_account": false, - "follow_through_score": "mixed", + "follow_through_score": "strong", "breadth_score": "low", "automation_risk_signal": "low", "heuristic_note": "targets high-star repos", "public_orgs": [ - "huggingface", - "Chouafa" + "huggingface" ], "activity": { - "visible_authored_pr_count": 18, - "merged_pr_count": 13, - "closed_unmerged_pr_count": 2, + "visible_authored_pr_count": 15, + "merged_pr_count": 12, + "closed_unmerged_pr_count": 0, "open_pr_count": 3, - "merged_pr_rate": 0.7222, - "closed_unmerged_pr_rate": 0.1111, - "still_open_pr_rate": 0.1667, - "distinct_repos_with_authored_prs": 2, - "distinct_repos_with_open_prs": 2 + "merged_pr_rate": 0.8, + "closed_unmerged_pr_rate": 0.0, + "still_open_pr_rate": 0.2, + "distinct_repos_with_authored_prs": 1, + "distinct_repos_with_open_prs": 1 }, "examples": { "pull_requests": [ { "kind": "pull_request", - "number": 44970, - "title": "Fix CPU 16 bytes alignment issue using equivalent fallback", - "url": "https://github.com/huggingface/transformers/pull/44970", - "state": "open", - "merged": false, + "number": 44926, + "title": "Fix backward compatibility for full path imports of Fast Image Processors", + "url": "https://github.com/huggingface/transformers/pull/44926", + "state": "closed", + "merged": true, "draft": false, - "created_at": "2026-03-24T13:49:21Z" + "created_at": "2026-03-22T14:46:17Z" }, { "kind": "pull_request", - "number": 44832, - "title": "DeepGEMM", - "url": "https://github.com/huggingface/transformers/pull/44832", - "state": "open", - "merged": false, + "number": 44903, + "title": "Support SizeDict import in get_size_dict", + "url": "https://github.com/huggingface/transformers/pull/44903", + "state": "closed", + "merged": true, "draft": false, - "created_at": "2026-03-18T15:33:15Z" + "created_at": "2026-03-21T01:25:53Z" }, { "kind": "pull_request", - "number": 41992, - "title": "[PoC] HF exporters", - "url": "https://github.com/huggingface/transformers/pull/41992", - "state": "open", - "merged": false, + "number": 44897, + "title": "Add backward compatibility for direct imports from legacy `image_processing_utils_fast`", + "url": "https://github.com/huggingface/transformers/pull/44897", + "state": "closed", + "merged": true, "draft": false, - "created_at": "2025-11-03T14:20:21Z" + "created_at": "2026-03-20T19:30:32Z" } ], "issues": [] @@ -1098,63 +1344,73 @@ "fetch_error": null }, { - "author_login": "ArthurZucker", - "name": "Arthur", - "profile_url": "https://github.com/ArthurZucker", - "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AArthurZucker", - "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AArthurZucker", - "repo_first_seen_at": "2025-03-31T13:54:19Z", - "repo_last_seen_at": "2026-03-24T20:41:33Z", - "repo_primary_artifact_count": 2, - "repo_artifact_count": 195, + "author_login": "weiguangli-io", + "name": "Weiguang Li", + "profile_url": "https://github.com/weiguangli-io", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aweiguangli-io", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aweiguangli-io", + "repo_first_seen_at": "2026-02-09T02:10:15Z", + "repo_last_seen_at": "2026-03-05T14:30:17Z", + "repo_primary_artifact_count": 16, + "repo_artifact_count": 41, "snapshot_issue_count": 0, - "snapshot_pr_count": 2, - "snapshot_comment_count": 4, - "snapshot_review_count": 46, - "snapshot_review_comment_count": 143, - "repo_association": "MEMBER", + "snapshot_pr_count": 16, + "snapshot_comment_count": 17, + "snapshot_review_count": 4, + "snapshot_review_comment_count": 4, + "repo_association": "CONTRIBUTOR", "new_to_repo": false, "first_seen_in_snapshot": false, "report_reason": null, - "account_age_days": 2566, + "account_age_days": 2208, "young_account": false, - "follow_through_score": "mixed", - "breadth_score": "low", - "automation_risk_signal": "low", - "heuristic_note": "high open PR share; targets high-star repos", + "follow_through_score": "weak", + "breadth_score": "very high", + "automation_risk_signal": "medium", + "heuristic_note": "extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; targets high-star repos", "public_orgs": [], "activity": { - "visible_authored_pr_count": 19, - "merged_pr_count": 9, - "closed_unmerged_pr_count": 2, - "open_pr_count": 8, - "merged_pr_rate": 0.4737, - "closed_unmerged_pr_rate": 0.1053, - "still_open_pr_rate": 0.4211, - "distinct_repos_with_authored_prs": 2, - "distinct_repos_with_open_prs": 2 + "visible_authored_pr_count": 205, + "merged_pr_count": 47, + "closed_unmerged_pr_count": 137, + "open_pr_count": 21, + "merged_pr_rate": 0.2293, + "closed_unmerged_pr_rate": 0.6683, + "still_open_pr_rate": 0.1024, + "distinct_repos_with_authored_prs": 43, + "distinct_repos_with_open_prs": 8 }, "examples": { "pull_requests": [ { "kind": "pull_request", - "number": 44971, - "title": "[ `vllm x v5`] nit", - "url": "https://github.com/huggingface/transformers/pull/44971", + "number": 44471, + "title": "Fix tied weights serialization being device-dependent", + "url": "https://github.com/huggingface/transformers/pull/44471", "state": "closed", - "merged": true, + "merged": false, "draft": false, - "created_at": "2026-03-24T14:59:36Z" + "created_at": "2026-03-05T14:30:17Z" }, { "kind": "pull_request", - "number": 44815, - "title": "Dequant fix", - "url": "https://github.com/huggingface/transformers/pull/44815", - "state": "open", + "number": 44470, + "title": "Add missing ReLU in GlmMoeDsaIndexer", + "url": "https://github.com/huggingface/transformers/pull/44470", + "state": "closed", "merged": false, - "draft": true, - "created_at": "2026-03-18T09:54:18Z" + "draft": false, + "created_at": "2026-03-05T14:02:05Z" + }, + { + "kind": "pull_request", + "number": 44463, + "title": "Fix AutoTokenizer ignoring tokenizer.json for unregistered model types", + "url": "https://github.com/huggingface/transformers/pull/44463", + "state": "closed", + "merged": false, + "draft": false, + "created_at": "2026-03-05T12:45:57Z" } ], "issues": [] @@ -1162,63 +1418,73 @@ "fetch_error": null }, { - "author_login": "guoyangzhen", - "name": "guoyangzhen", - "profile_url": "https://github.com/guoyangzhen", - "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aguoyangzhen", - "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aguoyangzhen", - "repo_first_seen_at": "2026-03-20T13:03:54Z", - "repo_last_seen_at": "2026-03-20T22:08:49Z", - "repo_primary_artifact_count": 2, - "repo_artifact_count": 2, + "author_login": "eustlb", + "name": null, + "profile_url": "https://github.com/eustlb", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aeustlb", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aeustlb", + "repo_first_seen_at": "2025-01-20T12:27:19Z", + "repo_last_seen_at": "2026-03-24T16:31:03Z", + "repo_primary_artifact_count": 14, + "repo_artifact_count": 361, "snapshot_issue_count": 0, - "snapshot_pr_count": 2, - "snapshot_comment_count": 0, - "snapshot_review_count": 0, - "snapshot_review_comment_count": 0, - "repo_association": "NONE", + "snapshot_pr_count": 14, + "snapshot_comment_count": 24, + "snapshot_review_count": 103, + "snapshot_review_comment_count": 220, + "repo_association": "MEMBER", "new_to_repo": false, "first_seen_in_snapshot": false, "report_reason": null, - "account_age_days": 2566, + "account_age_days": 1584, "young_account": false, - "follow_through_score": "weak", - "breadth_score": "very high", - "automation_risk_signal": "medium", - "heuristic_note": "extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos", + "follow_through_score": "strong", + "breadth_score": "low", + "automation_risk_signal": "low", + "heuristic_note": "targets high-star repos", "public_orgs": [], "activity": { - "visible_authored_pr_count": 103, - "merged_pr_count": 6, - "closed_unmerged_pr_count": 24, - "open_pr_count": 73, - "merged_pr_rate": 0.0583, - "closed_unmerged_pr_rate": 0.233, - "still_open_pr_rate": 0.7087, - "distinct_repos_with_authored_prs": 53, - "distinct_repos_with_open_prs": 38 + "visible_authored_pr_count": 14, + "merged_pr_count": 10, + "closed_unmerged_pr_count": 0, + "open_pr_count": 4, + "merged_pr_rate": 0.7143, + "closed_unmerged_pr_rate": 0.0, + "still_open_pr_rate": 0.2857, + "distinct_repos_with_authored_prs": 3, + "distinct_repos_with_open_prs": 1 }, "examples": { "pull_requests": [ { "kind": "pull_request", - "number": 44902, - "title": "fix: Whisper word timestamp OOB access on trailing replacement char", - "url": "https://github.com/huggingface/transformers/pull/44902", + "number": 44633, + "title": "[medasr] doc update", + "url": "https://github.com/huggingface/transformers/pull/44633", "state": "closed", - "merged": false, + "merged": true, "draft": false, - "created_at": "2026-03-20T22:08:49Z" + "created_at": "2026-03-12T13:35:48Z" }, { "kind": "pull_request", - "number": 44885, - "title": "fix: prevent IndexError in Whisper word timestamp decode", - "url": "https://github.com/huggingface/transformers/pull/44885", - "state": "closed", + "number": 44394, + "title": "\ud83d\udea8\ud83d\udea7 FeatureExtractor \u2192 AudioProcessor", + "url": "https://github.com/huggingface/transformers/pull/44394", + "state": "open", "merged": false, + "draft": true, + "created_at": "2026-03-02T14:49:05Z" + }, + { + "kind": "pull_request", + "number": 44386, + "title": "[higgs-audio-v2] fix sampling", + "url": "https://github.com/huggingface/transformers/pull/44386", + "state": "closed", + "merged": true, "draft": false, - "created_at": "2026-03-20T13:03:54Z" + "created_at": "2026-03-02T10:43:13Z" } ], "issues": [] @@ -1226,63 +1492,73 @@ "fetch_error": null }, { - "author_login": "he-yufeng", - "name": "Yufeng He", - "profile_url": "https://github.com/he-yufeng", - "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ahe-yufeng", - "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ahe-yufeng", - "repo_first_seen_at": "2026-03-14T18:33:53Z", - "repo_last_seen_at": "2026-03-24T13:30:38Z", - "repo_primary_artifact_count": 2, - "repo_artifact_count": 10, + "author_login": "omkar-334", + "name": "Omkar Kabde", + "profile_url": "https://github.com/omkar-334", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aomkar-334", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aomkar-334", + "repo_first_seen_at": "2025-12-12T17:57:18Z", + "repo_last_seen_at": "2026-02-17T12:03:45Z", + "repo_primary_artifact_count": 14, + "repo_artifact_count": 28, "snapshot_issue_count": 0, - "snapshot_pr_count": 2, - "snapshot_comment_count": 4, - "snapshot_review_count": 2, - "snapshot_review_comment_count": 2, - "repo_association": "FIRST_TIME_CONTRIBUTOR", + "snapshot_pr_count": 14, + "snapshot_comment_count": 14, + "snapshot_review_count": 0, + "snapshot_review_comment_count": 0, + "repo_association": "CONTRIBUTOR", "new_to_repo": false, "first_seen_in_snapshot": false, "report_reason": null, - "account_age_days": 2845, + "account_age_days": 2846, "young_account": false, - "follow_through_score": "weak", - "breadth_score": "very high", + "follow_through_score": "mixed", + "breadth_score": "high", "automation_risk_signal": "medium", - "heuristic_note": "high recent PR volume; very broad repo spread; high open PR share; targets high-star repos", + "heuristic_note": "extremely high recent PR volume; broad repo spread", "public_orgs": [], "activity": { - "visible_authored_pr_count": 84, - "merged_pr_count": 23, - "closed_unmerged_pr_count": 13, - "open_pr_count": 48, - "merged_pr_rate": 0.2738, - "closed_unmerged_pr_rate": 0.1548, - "still_open_pr_rate": 0.5714, - "distinct_repos_with_authored_prs": 27, - "distinct_repos_with_open_prs": 22 + "visible_authored_pr_count": 102, + "merged_pr_count": 66, + "closed_unmerged_pr_count": 5, + "open_pr_count": 31, + "merged_pr_rate": 0.6471, + "closed_unmerged_pr_rate": 0.049, + "still_open_pr_rate": 0.3039, + "distinct_repos_with_authored_prs": 21, + "distinct_repos_with_open_prs": 11 }, "examples": { "pull_requests": [ { "kind": "pull_request", - "number": 44892, - "title": "Fix AutoImageProcessor.from_pretrained failing on URL input", - "url": "https://github.com/huggingface/transformers/pull/44892", - "state": "closed", + "number": 44030, + "title": "refactor output tracing in `dpr`", + "url": "https://github.com/huggingface/transformers/pull/44030", + "state": "open", "merged": false, "draft": false, - "created_at": "2026-03-20T16:21:25Z" + "created_at": "2026-02-16T03:44:19Z" }, { "kind": "pull_request", - "number": 44710, - "title": "Fix AutoProcessor.from_pretrained silently dropping hub kwargs", - "url": "https://github.com/huggingface/transformers/pull/44710", + "number": 44029, + "title": "refactor output tracing in `rwkv`", + "url": "https://github.com/huggingface/transformers/pull/44029", "state": "open", "merged": false, "draft": false, - "created_at": "2026-03-14T18:33:53Z" + "created_at": "2026-02-16T03:37:13Z" + }, + { + "kind": "pull_request", + "number": 44028, + "title": "refactor output tracing for `superpoint`", + "url": "https://github.com/huggingface/transformers/pull/44028", + "state": "open", + "merged": false, + "draft": false, + "created_at": "2026-02-16T03:25:14Z" } ], "issues": [] @@ -1290,63 +1566,20973 @@ "fetch_error": null }, { - "author_login": "jiqing-feng", - "name": null, - "profile_url": "https://github.com/jiqing-feng", - "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ajiqing-feng", - "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ajiqing-feng", - "repo_first_seen_at": "2026-03-11T01:42:33Z", - "repo_last_seen_at": "2026-03-24T05:25:35Z", - "repo_primary_artifact_count": 2, - "repo_artifact_count": 8, + "author_login": "remi-or", + "name": "R\u00e9mi Ouazan", + "profile_url": "https://github.com/remi-or", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aremi-or", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aremi-or", + "repo_first_seen_at": "2026-01-13T09:15:18Z", + "repo_last_seen_at": "2026-03-23T15:44:45Z", + "repo_primary_artifact_count": 14, + "repo_artifact_count": 209, "snapshot_issue_count": 0, - "snapshot_pr_count": 2, - "snapshot_comment_count": 4, - "snapshot_review_count": 1, - "snapshot_review_comment_count": 1, - "repo_association": "CONTRIBUTOR", + "snapshot_pr_count": 14, + "snapshot_comment_count": 23, + "snapshot_review_count": 78, + "snapshot_review_comment_count": 94, + "repo_association": "MEMBER", "new_to_repo": false, "first_seen_in_snapshot": false, "report_reason": null, - "account_age_days": 1372, + "account_age_days": 1790, "young_account": false, - "follow_through_score": "mixed", - "breadth_score": "moderate", + "follow_through_score": "strong", + "breadth_score": "low", "automation_risk_signal": "low", - "heuristic_note": "\u2014", + "heuristic_note": "targets high-star repos", "public_orgs": [], "activity": { "visible_authored_pr_count": 14, - "merged_pr_count": 9, + "merged_pr_count": 12, "closed_unmerged_pr_count": 1, - "open_pr_count": 4, - "merged_pr_rate": 0.6429, + "open_pr_count": 1, + "merged_pr_rate": 0.8571, "closed_unmerged_pr_rate": 0.0714, - "still_open_pr_rate": 0.2857, - "distinct_repos_with_authored_prs": 5, + "still_open_pr_rate": 0.0714, + "distinct_repos_with_authored_prs": 1, + "distinct_repos_with_open_prs": 1 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 44858, + "title": "[CB] [Minor] Simplify test suite", + "url": "https://github.com/huggingface/transformers/pull/44858", + "state": "closed", + "merged": true, + "draft": false, + "created_at": "2026-03-19T13:22:04Z" + }, + { + "kind": "pull_request", + "number": 44835, + "title": "[CB] Add an option to return logprobs", + "url": "https://github.com/huggingface/transformers/pull/44835", + "state": "closed", + "merged": true, + "draft": false, + "created_at": "2026-03-18T17:48:15Z" + }, + { + "kind": "pull_request", + "number": 44673, + "title": "[CB] [Bug] Fix crashes when running without cuda", + "url": "https://github.com/huggingface/transformers/pull/44673", + "state": "closed", + "merged": true, + "draft": false, + "created_at": "2026-03-13T15:37:01Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "IlyasMoutawwakil", + "name": "Ilyas Moutawwakil", + "profile_url": "https://github.com/IlyasMoutawwakil", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AIlyasMoutawwakil", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AIlyasMoutawwakil", + "repo_first_seen_at": "2025-11-03T14:20:21Z", + "repo_last_seen_at": "2026-03-25T19:31:09Z", + "repo_primary_artifact_count": 15, + "repo_artifact_count": 252, + "snapshot_issue_count": 2, + "snapshot_pr_count": 13, + "snapshot_comment_count": 22, + "snapshot_review_count": 117, + "snapshot_review_comment_count": 98, + "repo_association": "MEMBER", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 2331, + "young_account": false, + "follow_through_score": "mixed", + "breadth_score": "low", + "automation_risk_signal": "low", + "heuristic_note": "targets high-star repos", + "public_orgs": [ + "huggingface", + "Chouafa" + ], + "activity": { + "visible_authored_pr_count": 18, + "merged_pr_count": 14, + "closed_unmerged_pr_count": 2, + "open_pr_count": 2, + "merged_pr_rate": 0.7778, + "closed_unmerged_pr_rate": 0.1111, + "still_open_pr_rate": 0.1111, + "distinct_repos_with_authored_prs": 2, + "distinct_repos_with_open_prs": 2 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 44970, + "title": "Fix CPU 16 bytes alignment issue using equivalent fallback", + "url": "https://github.com/huggingface/transformers/pull/44970", + "state": "closed", + "merged": true, + "draft": false, + "created_at": "2026-03-24T13:49:21Z" + }, + { + "kind": "pull_request", + "number": 44832, + "title": "DeepGEMM", + "url": "https://github.com/huggingface/transformers/pull/44832", + "state": "open", + "merged": false, + "draft": false, + "created_at": "2026-03-18T15:33:15Z" + }, + { + "kind": "pull_request", + "number": 44319, + "title": "Support non-gated experts", + "url": "https://github.com/huggingface/transformers/pull/44319", + "state": "closed", + "merged": true, + "draft": false, + "created_at": "2026-02-27T08:20:45Z" + } + ], + "issues": [ + { + "kind": "issue", + "number": 43682, + "title": "`torch.compile` and `torch.export` helper function to be moved from `import_utils`", + "url": "https://github.com/huggingface/transformers/issues/43682", + "state": "open", + "merged": null, + "draft": null, + "created_at": "2026-02-02T13:42:53Z" + }, + { + "kind": "issue", + "number": 43317, + "title": "device_map=auto fails to load the dequantized model on gpu+cpu offload", + "url": "https://github.com/huggingface/transformers/issues/43317", + "state": "closed", + "merged": null, + "draft": null, + "created_at": "2026-01-16T11:35:02Z" + } + ] + }, + "fetch_error": null + }, + { + "author_login": "jp1924", + "name": "jp", + "profile_url": "https://github.com/jp1924", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ajp1924", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ajp1924", + "repo_first_seen_at": "2024-10-22T01:33:27Z", + "repo_last_seen_at": "2026-03-20T08:16:24Z", + "repo_primary_artifact_count": 13, + "repo_artifact_count": 44, + "snapshot_issue_count": 0, + "snapshot_pr_count": 13, + "snapshot_comment_count": 17, + "snapshot_review_count": 7, + "snapshot_review_comment_count": 7, + "repo_association": "CONTRIBUTOR", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 1611, + "young_account": false, + "follow_through_score": "mixed", + "breadth_score": "moderate", + "automation_risk_signal": "low", + "heuristic_note": "targets high-star repos", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 8, + "merged_pr_count": 5, + "closed_unmerged_pr_count": 1, + "open_pr_count": 2, + "merged_pr_rate": 0.625, + "closed_unmerged_pr_rate": 0.125, + "still_open_pr_rate": 0.25, + "distinct_repos_with_authored_prs": 4, "distinct_repos_with_open_prs": 2 }, "examples": { "pull_requests": [ { "kind": "pull_request", - "number": 44845, - "title": "Fix Mllama torch.compile failure caused by new attention mask logic", - "url": "https://github.com/huggingface/transformers/pull/44845", - "state": "open", + "number": 44314, + "title": "add HyperClovaX Vision", + "url": "https://github.com/huggingface/transformers/pull/44314", + "state": "open", + "merged": false, + "draft": false, + "created_at": "2026-02-27T02:01:28Z" + }, + { + "kind": "pull_request", + "number": 43969, + "title": "Fix for 2D weight error in embedding layer with ZeRO3", + "url": "https://github.com/huggingface/transformers/pull/43969", + "state": "closed", + "merged": false, + "draft": false, + "created_at": "2026-02-13T03:47:24Z" + }, + { + "kind": "pull_request", + "number": 43574, + "title": "Preventing initialization of siglip's lecun_normal_, default_flax_embed_init in ZeRO3", + "url": "https://github.com/huggingface/transformers/pull/43574", + "state": "closed", + "merged": true, + "draft": false, + "created_at": "2026-01-29T01:26:40Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "LincolnBurrows2017", + "name": null, + "profile_url": "https://github.com/LincolnBurrows2017", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ALincolnBurrows2017", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ALincolnBurrows2017", + "repo_first_seen_at": "2026-03-13T04:48:06Z", + "repo_last_seen_at": "2026-03-18T05:47:03Z", + "repo_primary_artifact_count": 13, + "repo_artifact_count": 13, + "snapshot_issue_count": 0, + "snapshot_pr_count": 13, + "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, + "report_reason": null, + "account_age_days": 3327, + "young_account": false, + "follow_through_score": "weak", + "breadth_score": "very high", + "automation_risk_signal": "medium", + "heuristic_note": "extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 133, + "merged_pr_count": 9, + "closed_unmerged_pr_count": 45, + "open_pr_count": 79, + "merged_pr_rate": 0.0677, + "closed_unmerged_pr_rate": 0.3383, + "still_open_pr_rate": 0.594, + "distinct_repos_with_authored_prs": 44, + "distinct_repos_with_open_prs": 36 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 44809, + "title": "fix: replace bare except with Exception in Fuyu image processing", + "url": "https://github.com/huggingface/transformers/pull/44809", + "state": "closed", + "merged": false, + "draft": false, + "created_at": "2026-03-18T05:47:03Z" + }, + { + "kind": "pull_request", + "number": 44778, + "title": "fix: correct logic error in is_tiktoken_available function", + "url": "https://github.com/huggingface/transformers/pull/44778", + "state": "closed", + "merged": false, + "draft": false, + "created_at": "2026-03-16T23:41:29Z" + }, + { + "kind": "pull_request", + "number": 44769, + "title": "Fix: Handle empty lists in video_utils functions", + "url": "https://github.com/huggingface/transformers/pull/44769", + "state": "closed", + "merged": false, + "draft": false, + "created_at": "2026-03-16T18:40:07Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "tomaarsen", + "name": "Tom Aarsen", + "profile_url": "https://github.com/tomaarsen", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Atomaarsen", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Atomaarsen", + "repo_first_seen_at": "2025-12-02T16:00:11Z", + "repo_last_seen_at": "2026-03-20T10:19:17Z", + "repo_primary_artifact_count": 17, + "repo_artifact_count": 341, + "snapshot_issue_count": 5, + "snapshot_pr_count": 12, + "snapshot_comment_count": 38, + "snapshot_review_count": 145, + "snapshot_review_comment_count": 141, + "repo_association": "MEMBER", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 2926, + "young_account": false, + "follow_through_score": "mixed", + "breadth_score": "moderate", + "automation_risk_signal": "low", + "heuristic_note": "high recent PR volume; targets high-star repos", + "public_orgs": [ + "nltk", + "huggingface", + "embeddings-benchmark", + "Hugging-Face-Helping-Hand" + ], + "activity": { + "visible_authored_pr_count": 34, + "merged_pr_count": 29, + "closed_unmerged_pr_count": 4, + "open_pr_count": 1, + "merged_pr_rate": 0.8529, + "closed_unmerged_pr_rate": 0.1176, + "still_open_pr_rate": 0.0294, + "distinct_repos_with_authored_prs": 6, + "distinct_repos_with_open_prs": 1 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 44567, + "title": "[`fix`] Prevent crash with Apertus without xielu installed", + "url": "https://github.com/huggingface/transformers/pull/44567", + "state": "closed", + "merged": true, + "draft": false, + "created_at": "2026-03-10T11:39:20Z" + }, + { + "kind": "pull_request", + "number": 44080, + "title": "Patch `__setitem__` on `ModelOutput` even if the parameter was previously `None`", + "url": "https://github.com/huggingface/transformers/pull/44080", + "state": "closed", + "merged": true, + "draft": false, + "created_at": "2026-02-17T09:53:36Z" + }, + { + "kind": "pull_request", + "number": 44078, + "title": "[`fix`] Set input_modalities on various architectures that aren't just text", + "url": "https://github.com/huggingface/transformers/pull/44078", + "state": "closed", + "merged": true, + "draft": false, + "created_at": "2026-02-17T09:15:34Z" + } + ], + "issues": [ + { + "kind": "issue", + "number": 44877, + "title": "Strict config prevents loading `granite_speech` config", + "url": "https://github.com/huggingface/transformers/issues/44877", + "state": "open", + "merged": null, + "draft": null, + "created_at": "2026-03-20T09:57:02Z" + }, + { + "kind": "issue", + "number": 44625, + "title": "Qwen3.5 `num_labels` not propagated from core config to text config", + "url": "https://github.com/huggingface/transformers/issues/44625", + "state": "open", + "merged": null, + "draft": null, + "created_at": "2026-03-12T11:09:38Z" + }, + { + "kind": "issue", + "number": 44479, + "title": "[`bug`] v5.3.0 video input regression for `qwen2_5_vl`, `qwen3_vl`, `qwen3_5`, and `qwen3_5_moe`", + "url": "https://github.com/huggingface/transformers/issues/44479", + "state": "closed", + "merged": null, + "draft": null, + "created_at": "2026-03-05T18:47:53Z" + } + ] + }, + "fetch_error": null + }, + { + "author_login": "sywangyi", + "name": "Wang, Yi", + "profile_url": "https://github.com/sywangyi", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Asywangyi", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asywangyi", + "repo_first_seen_at": "2025-12-16T08:22:52Z", + "repo_last_seen_at": "2026-03-17T00:57:20Z", + "repo_primary_artifact_count": 13, + "repo_artifact_count": 37, + "snapshot_issue_count": 1, + "snapshot_pr_count": 12, + "snapshot_comment_count": 8, + "snapshot_review_count": 8, + "snapshot_review_comment_count": 8, + "repo_association": "CONTRIBUTOR", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 2974, + "young_account": false, + "follow_through_score": "strong", + "breadth_score": "moderate", + "automation_risk_signal": "low", + "heuristic_note": "targets high-star repos", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 18, + "merged_pr_count": 14, + "closed_unmerged_pr_count": 0, + "open_pr_count": 4, + "merged_pr_rate": 0.7778, + "closed_unmerged_pr_rate": 0.0, + "still_open_pr_rate": 0.2222, + "distinct_repos_with_authored_prs": 5, + "distinct_repos_with_open_prs": 3 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 44645, + "title": "fix Image.open failure in case \"tests/models/prompt_depth_anything/te\u2026", + "url": "https://github.com/huggingface/transformers/pull/44645", + "state": "open", + "merged": false, + "draft": false, + "created_at": "2026-03-13T02:53:31Z" + }, + { + "kind": "pull_request", + "number": 44644, + "title": "fix tests/quantization/fp_quant_integration/test_fp_quant.py::FPQuant\u2026", + "url": "https://github.com/huggingface/transformers/pull/44644", + "state": "open", + "merged": false, + "draft": false, + "created_at": "2026-03-13T02:02:45Z" + }, + { + "kind": "pull_request", + "number": 43853, + "title": "fix gptoss crash in tp", + "url": "https://github.com/huggingface/transformers/pull/43853", + "state": "closed", + "merged": true, + "draft": false, + "created_at": "2026-02-09T06:39:17Z" + } + ], + "issues": [ + { + "kind": "issue", + "number": 42890, + "title": "tests/models/sam_hq/test_modeling_sam_hq.py::SamHQModelIntegrationTest may fail since a lot of cases are lack of set_seed()", + "url": "https://github.com/huggingface/transformers/issues/42890", + "state": "closed", + "merged": null, + "draft": null, + "created_at": "2025-12-16T08:22:52Z" + } + ] + }, + "fetch_error": null + }, + { + "author_login": "kashif", + "name": "Kashif Rasul", + "profile_url": "https://github.com/kashif", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Akashif", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Akashif", + "repo_first_seen_at": "2025-09-08T13:05:54Z", + "repo_last_seen_at": "2026-03-22T14:04:40Z", + "repo_primary_artifact_count": 12, + "repo_artifact_count": 96, + "snapshot_issue_count": 0, + "snapshot_pr_count": 12, + "snapshot_comment_count": 27, + "snapshot_review_count": 30, + "snapshot_review_comment_count": 27, + "repo_association": "MEMBER", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 6547, + "young_account": false, + "follow_through_score": "mixed", + "breadth_score": "high", + "automation_risk_signal": "low", + "heuristic_note": "high recent PR volume; broad repo spread; targets high-star repos", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 30, + "merged_pr_count": 19, + "closed_unmerged_pr_count": 2, + "open_pr_count": 9, + "merged_pr_rate": 0.6333, + "closed_unmerged_pr_rate": 0.0667, + "still_open_pr_rate": 0.3, + "distinct_repos_with_authored_prs": 16, + "distinct_repos_with_open_prs": 7 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 44925, + "title": "[MOE] MoE routing capture and replay support", + "url": "https://github.com/huggingface/transformers/pull/44925", + "state": "open", + "merged": false, + "draft": false, + "created_at": "2026-03-22T14:04:40Z" + }, + { + "kind": "pull_request", + "number": 44891, + "title": "[Trainer] add MoERouterHealthCallback Callback", + "url": "https://github.com/huggingface/transformers/pull/44891", + "state": "open", + "merged": false, + "draft": false, + "created_at": "2026-03-20T16:17:05Z" + }, + { + "kind": "pull_request", + "number": 44465, + "title": "[timesfm2_5] fix loss scaling", + "url": "https://github.com/huggingface/transformers/pull/44465", + "state": "closed", + "merged": true, + "draft": false, + "created_at": "2026-03-05T12:59:23Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "michaelbenayoun", + "name": "Michael Benayoun", + "profile_url": "https://github.com/michaelbenayoun", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Amichaelbenayoun", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Amichaelbenayoun", + "repo_first_seen_at": "2024-10-24T15:39:49Z", + "repo_last_seen_at": "2026-03-24T22:33:31Z", + "repo_primary_artifact_count": 12, + "repo_artifact_count": 21, + "snapshot_issue_count": 0, + "snapshot_pr_count": 12, + "snapshot_comment_count": 1, + "snapshot_review_count": 4, + "snapshot_review_comment_count": 4, + "repo_association": "MEMBER", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 3342, + "young_account": false, + "follow_through_score": "strong", + "breadth_score": "moderate", + "automation_risk_signal": "low", + "heuristic_note": "targets high-star repos", + "public_orgs": [ + "huggingface" + ], + "activity": { + "visible_authored_pr_count": 19, + "merged_pr_count": 15, + "closed_unmerged_pr_count": 0, + "open_pr_count": 4, + "merged_pr_rate": 0.7895, + "closed_unmerged_pr_rate": 0.0, + "still_open_pr_rate": 0.2105, + "distinct_repos_with_authored_prs": 4, + "distinct_repos_with_open_prs": 3 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 44979, + "title": "Module Fusion API", + "url": "https://github.com/huggingface/transformers/pull/44979", + "state": "open", + "merged": false, + "draft": false, + "created_at": "2026-03-24T22:33:31Z" + }, + { + "kind": "pull_request", + "number": 44768, + "title": "Remove unused parameters and improve add_tensor_parallel_hooks_t\u2026", + "url": "https://github.com/huggingface/transformers/pull/44768", + "state": "open", + "merged": false, + "draft": false, + "created_at": "2026-03-16T18:29:52Z" + }, + { + "kind": "pull_request", + "number": 44640, + "title": "Add register method for `ParallelInterface`", + "url": "https://github.com/huggingface/transformers/pull/44640", + "state": "closed", + "merged": true, + "draft": false, + "created_at": "2026-03-12T20:14:06Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "qgallouedec", + "name": "Quentin Gallou\u00e9dec", + "profile_url": "https://github.com/qgallouedec", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aqgallouedec", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aqgallouedec", + "repo_first_seen_at": "2024-12-13T13:39:10Z", + "repo_last_seen_at": "2026-03-18T21:32:36Z", + "repo_primary_artifact_count": 21, + "repo_artifact_count": 119, + "snapshot_issue_count": 10, + "snapshot_pr_count": 11, + "snapshot_comment_count": 31, + "snapshot_review_count": 33, + "snapshot_review_comment_count": 34, + "repo_association": "MEMBER", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 2669, + "young_account": false, + "follow_through_score": "strong", + "breadth_score": "moderate", + "automation_risk_signal": "low", + "heuristic_note": "extremely high recent PR volume; targets high-star repos", + "public_orgs": [ + "huggingface" + ], + "activity": { + "visible_authored_pr_count": 123, + "merged_pr_count": 99, + "closed_unmerged_pr_count": 7, + "open_pr_count": 17, + "merged_pr_rate": 0.8049, + "closed_unmerged_pr_rate": 0.0569, + "still_open_pr_rate": 0.1382, + "distinct_repos_with_authored_prs": 9, + "distinct_repos_with_open_prs": 7 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 44425, + "title": "Fix conditional check for float formatting", + "url": "https://github.com/huggingface/transformers/pull/44425", + "state": "open", + "merged": false, + "draft": false, + "created_at": "2026-03-04T02:48:00Z" + }, + { + "kind": "pull_request", + "number": 44100, + "title": "Fix percentage formatting in help messages for gradient checkpointing, Liger Kernel, and empty cache steps", + "url": "https://github.com/huggingface/transformers/pull/44100", + "state": "closed", + "merged": true, + "draft": false, + "created_at": "2026-02-17T17:10:36Z" + }, + { + "kind": "pull_request", + "number": 44099, + "title": "Bump dev version", + "url": "https://github.com/huggingface/transformers/pull/44099", + "state": "closed", + "merged": true, + "draft": false, + "created_at": "2026-02-17T16:45:35Z" + } + ], + "issues": [ + { + "kind": "issue", + "number": 44514, + "title": "`Qwen2_5_VLProcessor.apply_chat_template` crashes on batched input when `padding=False`", + "url": "https://github.com/huggingface/transformers/issues/44514", + "state": "closed", + "merged": null, + "draft": null, + "created_at": "2026-03-07T17:03:20Z" + }, + { + "kind": "issue", + "number": 43604, + "title": "Revisit the condition for scaling the loss", + "url": "https://github.com/huggingface/transformers/issues/43604", + "state": "closed", + "merged": null, + "draft": null, + "created_at": "2026-01-29T15:42:54Z" + }, + { + "kind": "issue", + "number": 43602, + "title": "Revisit the condition for calling `compute_metrics`", + "url": "https://github.com/huggingface/transformers/issues/43602", + "state": "open", + "merged": null, + "draft": null, + "created_at": "2026-01-29T15:27:29Z" + } + ] + }, + "fetch_error": null + }, + { + "author_login": "NielsRogge", + "name": null, + "profile_url": "https://github.com/NielsRogge", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ANielsRogge", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ANielsRogge", + "repo_first_seen_at": "2023-01-13T15:08:12Z", + "repo_last_seen_at": "2026-03-23T09:37:27Z", + "repo_primary_artifact_count": 14, + "repo_artifact_count": 90, + "snapshot_issue_count": 3, + "snapshot_pr_count": 11, + "snapshot_comment_count": 20, + "snapshot_review_count": 28, + "snapshot_review_comment_count": 28, + "repo_association": "MEMBER", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 2575, + "young_account": false, + "follow_through_score": "mixed", + "breadth_score": "moderate", + "automation_risk_signal": "low", + "heuristic_note": "high recent PR volume", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 97, + "merged_pr_count": 68, + "closed_unmerged_pr_count": 19, + "open_pr_count": 10, + "merged_pr_rate": 0.701, + "closed_unmerged_pr_rate": 0.1959, + "still_open_pr_rate": 0.1031, + "distinct_repos_with_authored_prs": 6, + "distinct_repos_with_open_prs": 4 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 44441, + "title": "[LW-DETR] Fix training", + "url": "https://github.com/huggingface/transformers/pull/44441", + "state": "closed", + "merged": true, + "draft": false, + "created_at": "2026-03-04T19:54:20Z" + }, + { + "kind": "pull_request", + "number": 44385, + "title": "Fix make check-repo", + "url": "https://github.com/huggingface/transformers/pull/44385", + "state": "open", + "merged": false, + "draft": false, + "created_at": "2026-03-02T09:45:15Z" + }, + { + "kind": "pull_request", + "number": 44375, + "title": "Add RF-DETR", + "url": "https://github.com/huggingface/transformers/pull/44375", + "state": "open", + "merged": false, + "draft": false, + "created_at": "2026-03-01T17:32:17Z" + } + ], + "issues": [ + { + "kind": "issue", + "number": 41211, + "title": "Add DEIMv2", + "url": "https://github.com/huggingface/transformers/issues/41211", + "state": "open", + "merged": null, + "draft": null, + "created_at": "2025-09-30T09:43:07Z" + }, + { + "kind": "issue", + "number": 30525, + "title": "Support align_corners=True in image_transforms module", + "url": "https://github.com/huggingface/transformers/issues/30525", + "state": "closed", + "merged": null, + "draft": null, + "created_at": "2024-04-28T09:36:32Z" + }, + { + "kind": "issue", + "number": 21110, + "title": "Add support for BLIP and GIT in image-to-text and VQA pipelines", + "url": "https://github.com/huggingface/transformers/issues/21110", + "state": "closed", + "merged": null, + "draft": null, + "created_at": "2023-01-13T15:08:12Z" + } + ] + }, + "fetch_error": null + }, + { + "author_login": "MekkCyber", + "name": "Mohamed Mekkouri", + "profile_url": "https://github.com/MekkCyber", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AMekkCyber", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AMekkCyber", + "repo_first_seen_at": "2024-12-04T15:49:05Z", + "repo_last_seen_at": "2026-03-03T17:03:13Z", + "repo_primary_artifact_count": 11, + "repo_artifact_count": 115, + "snapshot_issue_count": 0, + "snapshot_pr_count": 11, + "snapshot_comment_count": 6, + "snapshot_review_count": 49, + "snapshot_review_comment_count": 49, + "repo_association": "CONTRIBUTOR", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 1608, + "young_account": false, + "follow_through_score": "strong", + "breadth_score": "moderate", + "automation_risk_signal": "low", + "heuristic_note": "\u2014", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 23, + "merged_pr_count": 20, + "closed_unmerged_pr_count": 2, + "open_pr_count": 1, + "merged_pr_rate": 0.8696, + "closed_unmerged_pr_rate": 0.087, + "still_open_pr_rate": 0.0435, + "distinct_repos_with_authored_prs": 4, + "distinct_repos_with_open_prs": 1 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 43958, + "title": "[kernels] update docker file", + "url": "https://github.com/huggingface/transformers/pull/43958", + "state": "closed", + "merged": false, + "draft": false, + "created_at": "2026-02-12T16:31:42Z" + }, + { + "kind": "pull_request", + "number": 43955, + "title": "[kernels] fix kernel versions ", + "url": "https://github.com/huggingface/transformers/pull/43955", + "state": "closed", + "merged": true, + "draft": false, + "created_at": "2026-02-12T16:01:58Z" + }, + { + "kind": "pull_request", + "number": 43934, + "title": "[Quantization] Add metal quantization for MPS devices!", + "url": "https://github.com/huggingface/transformers/pull/43934", + "state": "closed", + "merged": true, + "draft": false, + "created_at": "2026-02-12T07:59:02Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "Sai-Suraj-27", + "name": "Sai-Suraj-27", + "profile_url": "https://github.com/Sai-Suraj-27", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ASai-Suraj-27", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ASai-Suraj-27", + "repo_first_seen_at": "2026-01-23T17:10:04Z", + "repo_last_seen_at": "2026-03-25T17:00:28Z", + "repo_primary_artifact_count": 11, + "repo_artifact_count": 70, + "snapshot_issue_count": 0, + "snapshot_pr_count": 11, + "snapshot_comment_count": 13, + "snapshot_review_count": 23, + "snapshot_review_comment_count": 23, + "repo_association": "CONTRIBUTOR", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 1722, + "young_account": false, + "follow_through_score": "strong", + "breadth_score": "low", + "automation_risk_signal": "low", + "heuristic_note": "targets high-star repos", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 9, + "merged_pr_count": 7, + "closed_unmerged_pr_count": 0, + "open_pr_count": 2, + "merged_pr_rate": 0.7778, + "closed_unmerged_pr_rate": 0.0, + "still_open_pr_rate": 0.2222, + "distinct_repos_with_authored_prs": 1, + "distinct_repos_with_open_prs": 1 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 45001, + "title": "Add cuda compatibility check for using `grouped_mm`", + "url": "https://github.com/huggingface/transformers/pull/45001", + "state": "open", + "merged": false, + "draft": false, + "created_at": "2026-03-25T17:00:28Z" + }, + { + "kind": "pull_request", + "number": 44934, + "title": "Fix failing `T5ModelIntegrationTest`", + "url": "https://github.com/huggingface/transformers/pull/44934", + "state": "closed", + "merged": true, + "draft": false, + "created_at": "2026-03-22T18:03:34Z" + }, + { + "kind": "pull_request", + "number": 44848, + "title": "Fix failing `Qwen3OmniModelIntegrationTests`", + "url": "https://github.com/huggingface/transformers/pull/44848", + "state": "open", + "merged": false, + "draft": false, + "created_at": "2026-03-19T07:30:39Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "hmellor", + "name": "Harry Mellor", + "profile_url": "https://github.com/hmellor", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ahmellor", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ahmellor", + "repo_first_seen_at": "2025-08-14T10:03:14Z", + "repo_last_seen_at": "2026-03-25T17:40:14Z", + "repo_primary_artifact_count": 11, + "repo_artifact_count": 90, + "snapshot_issue_count": 1, + "snapshot_pr_count": 10, + "snapshot_comment_count": 14, + "snapshot_review_count": 45, + "snapshot_review_comment_count": 20, + "repo_association": "MEMBER", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 3569, + "young_account": false, + "follow_through_score": "strong", + "breadth_score": "moderate", + "automation_risk_signal": "low", + "heuristic_note": "extremely high recent PR volume; targets high-star repos", + "public_orgs": [ + "huggingface", + "vllm-project" + ], + "activity": { + "visible_authored_pr_count": 104, + "merged_pr_count": 96, + "closed_unmerged_pr_count": 3, + "open_pr_count": 5, + "merged_pr_rate": 0.9231, + "closed_unmerged_pr_rate": 0.0288, + "still_open_pr_rate": 0.0481, + "distinct_repos_with_authored_prs": 5, + "distinct_repos_with_open_prs": 3 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 45002, + "title": "Fix type hint for `attention_chunk_size` in `Llama4TextConfig`", + "url": "https://github.com/huggingface/transformers/pull/45002", + "state": "open", + "merged": false, + "draft": false, + "created_at": "2026-03-25T17:40:14Z" + }, + { + "kind": "pull_request", + "number": 44976, + "title": "Fix tie_word_embedding issues with `Qwen2VL`", + "url": "https://github.com/huggingface/transformers/pull/44976", + "state": "closed", + "merged": true, + "draft": false, + "created_at": "2026-03-24T19:26:33Z" + }, + { + "kind": "pull_request", + "number": 44942, + "title": "Add inference time layer fusion optimisations via `PreTrainedModel.from_pretrained(fuse_layers=True)`", + "url": "https://github.com/huggingface/transformers/pull/44942", + "state": "open", + "merged": false, + "draft": true, + "created_at": "2026-03-23T10:46:23Z" + } + ], + "issues": [ + { + "kind": "issue", + "number": 43522, + "title": "Weights are not tied when model is loaded onto the `meta` device", + "url": "https://github.com/huggingface/transformers/issues/43522", + "state": "closed", + "merged": null, + "draft": null, + "created_at": "2026-01-27T10:35:07Z" + } + ] + }, + "fetch_error": null + }, + { + "author_login": "3outeille", + "name": "Ferdinand Mom", + "profile_url": "https://github.com/3outeille", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3A3outeille", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3A3outeille", + "repo_first_seen_at": "2025-11-26T16:58:10Z", + "repo_last_seen_at": "2026-03-25T14:20:25Z", + "repo_primary_artifact_count": 10, + "repo_artifact_count": 134, + "snapshot_issue_count": 0, + "snapshot_pr_count": 10, + "snapshot_comment_count": 22, + "snapshot_review_count": 56, + "snapshot_review_comment_count": 46, + "repo_association": "MEMBER", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 2603, + "young_account": false, + "follow_through_score": "weak", + "breadth_score": "low", + "automation_risk_signal": "low", + "heuristic_note": "high open PR share; targets high-star repos", + "public_orgs": [ + "huggingface" + ], + "activity": { + "visible_authored_pr_count": 7, + "merged_pr_count": 2, + "closed_unmerged_pr_count": 0, + "open_pr_count": 5, + "merged_pr_rate": 0.2857, + "closed_unmerged_pr_rate": 0.0, + "still_open_pr_rate": 0.7143, + "distinct_repos_with_authored_prs": 1, + "distinct_repos_with_open_prs": 1 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 44996, + "title": " from_pretrained distributed refactor (FSDP2 + TP)", + "url": "https://github.com/huggingface/transformers/pull/44996", + "state": "open", + "merged": false, + "draft": false, + "created_at": "2026-03-25T14:20:25Z" + }, + { + "kind": "pull_request", + "number": 44989, + "title": "\ud83d\udea8 Distributed training API", + "url": "https://github.com/huggingface/transformers/pull/44989", + "state": "open", + "merged": false, + "draft": true, + "created_at": "2026-03-25T09:10:02Z" + }, + { + "kind": "pull_request", + "number": 44974, + "title": "Refactor core_model_loading to support FSDP shard-on-read loading", + "url": "https://github.com/huggingface/transformers/pull/44974", + "state": "open", + "merged": false, + "draft": false, + "created_at": "2026-03-24T16:13:25Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "YangKai0616", + "name": null, + "profile_url": "https://github.com/YangKai0616", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AYangKai0616", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AYangKai0616", + "repo_first_seen_at": "2025-12-24T11:54:53Z", + "repo_last_seen_at": "2026-03-11T08:14:11Z", + "repo_primary_artifact_count": 10, + "repo_artifact_count": 65, + "snapshot_issue_count": 0, + "snapshot_pr_count": 10, + "snapshot_comment_count": 9, + "snapshot_review_count": 23, + "snapshot_review_comment_count": 23, + "repo_association": "CONTRIBUTOR", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 1444, + "young_account": false, + "follow_through_score": "mixed", + "breadth_score": "moderate", + "automation_risk_signal": "low", + "heuristic_note": "targets high-star repos", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 20, + "merged_pr_count": 11, + "closed_unmerged_pr_count": 7, + "open_pr_count": 2, + "merged_pr_rate": 0.55, + "closed_unmerged_pr_rate": 0.35, + "still_open_pr_rate": 0.1, + "distinct_repos_with_authored_prs": 5, + "distinct_repos_with_open_prs": 1 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 44540, + "title": "Fix UnboundLocalError for tp_plan_alt when tp_plan is empty", + "url": "https://github.com/huggingface/transformers/pull/44540", + "state": "closed", + "merged": true, + "draft": false, + "created_at": "2026-03-09T09:37:36Z" + }, + { + "kind": "pull_request", + "number": 44536, + "title": "Supplement skip logic for XPU in the CPU-only tp tests", + "url": "https://github.com/huggingface/transformers/pull/44536", + "state": "closed", + "merged": true, + "draft": false, + "created_at": "2026-03-09T08:09:41Z" + }, + { + "kind": "pull_request", + "number": 43905, + "title": "XPU now supports backward for the FA2 fixed path", + "url": "https://github.com/huggingface/transformers/pull/43905", + "state": "closed", + "merged": true, + "draft": false, + "created_at": "2026-02-11T05:31:42Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "jiqing-feng", + "name": null, + "profile_url": "https://github.com/jiqing-feng", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ajiqing-feng", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ajiqing-feng", + "repo_first_seen_at": "2024-03-21T04:37:45Z", + "repo_last_seen_at": "2026-03-25T02:03:09Z", + "repo_primary_artifact_count": 13, + "repo_artifact_count": 78, + "snapshot_issue_count": 4, + "snapshot_pr_count": 9, + "snapshot_comment_count": 31, + "snapshot_review_count": 17, + "snapshot_review_comment_count": 17, + "repo_association": "CONTRIBUTOR", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 1374, + "young_account": false, + "follow_through_score": "mixed", + "breadth_score": "moderate", + "automation_risk_signal": "low", + "heuristic_note": "\u2014", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 20, + "merged_pr_count": 12, + "closed_unmerged_pr_count": 4, + "open_pr_count": 4, + "merged_pr_rate": 0.6, + "closed_unmerged_pr_rate": 0.2, + "still_open_pr_rate": 0.2, + "distinct_repos_with_authored_prs": 7, + "distinct_repos_with_open_prs": 3 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 44845, + "title": "Fix Mllama torch.compile failure caused by new attention mask logic", + "url": "https://github.com/huggingface/transformers/pull/44845", + "state": "open", + "merged": false, + "draft": false, + "created_at": "2026-03-19T06:14:54Z" + }, + { + "kind": "pull_request", + "number": 44654, + "title": "Fix AWQ tests for GPTQModel migration", + "url": "https://github.com/huggingface/transformers/pull/44654", + "state": "closed", + "merged": true, + "draft": false, + "created_at": "2026-03-13T07:31:19Z" + }, + { + "kind": "pull_request", + "number": 44588, + "title": "Fix llama4 bnb mode", + "url": "https://github.com/huggingface/transformers/pull/44588", + "state": "open", + "merged": false, + "draft": false, + "created_at": "2026-03-11T01:42:33Z" + } + ], + "issues": [ + { + "kind": "issue", + "number": 44458, + "title": "Mllama compile failed after new attn mask", + "url": "https://github.com/huggingface/transformers/issues/44458", + "state": "open", + "merged": null, + "draft": null, + "created_at": "2026-03-05T07:33:29Z" + }, + { + "kind": "issue", + "number": 43725, + "title": "Quantization model behavior changed", + "url": "https://github.com/huggingface/transformers/issues/43725", + "state": "closed", + "merged": null, + "draft": null, + "created_at": "2026-02-04T03:29:00Z" + }, + { + "kind": "issue", + "number": 42994, + "title": "quantized model saving failed", + "url": "https://github.com/huggingface/transformers/issues/42994", + "state": "closed", + "merged": null, + "draft": null, + "created_at": "2025-12-22T07:35:08Z" + } + ] + }, + "fetch_error": null + }, + { + "author_login": "Abdennacer-Badaoui", + "name": "BADAOUI Abdennacer", + "profile_url": "https://github.com/Abdennacer-Badaoui", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AAbdennacer-Badaoui", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AAbdennacer-Badaoui", + "repo_first_seen_at": "2026-01-08T18:13:10Z", + "repo_last_seen_at": "2026-03-24T16:07:36Z", + "repo_primary_artifact_count": 9, + "repo_artifact_count": 75, + "snapshot_issue_count": 0, + "snapshot_pr_count": 9, + "snapshot_comment_count": 4, + "snapshot_review_count": 31, + "snapshot_review_comment_count": 31, + "repo_association": "MEMBER", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 1392, + "young_account": false, + "follow_through_score": "strong", + "breadth_score": "moderate", + "automation_risk_signal": "low", + "heuristic_note": "\u2014", + "public_orgs": [ + "huggingface", + "bitsandbytes-foundation" + ], + "activity": { + "visible_authored_pr_count": 18, + "merged_pr_count": 17, + "closed_unmerged_pr_count": 1, + "open_pr_count": 0, + "merged_pr_rate": 0.9444, + "closed_unmerged_pr_rate": 0.0556, + "still_open_pr_rate": 0.0, + "distinct_repos_with_authored_prs": 5, + "distinct_repos_with_open_prs": 0 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 44972, + "title": "[AMD CI] Gemma3/Gemma3n Expectations", + "url": "https://github.com/huggingface/transformers/pull/44972", + "state": "closed", + "merged": true, + "draft": false, + "created_at": "2026-03-24T15:11:50Z" + }, + { + "kind": "pull_request", + "number": 44632, + "title": "[AMD CI] Fix test failures across important models ", + "url": "https://github.com/huggingface/transformers/pull/44632", + "state": "closed", + "merged": true, + "draft": false, + "created_at": "2026-03-12T13:32:33Z" + }, + { + "kind": "pull_request", + "number": 44546, + "title": "Fix AMD Docker image build timeout by pinning Flash Attention commit", + "url": "https://github.com/huggingface/transformers/pull/44546", + "state": "closed", + "merged": true, + "draft": false, + "created_at": "2026-03-09T14:15:51Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "dario-fumarola", + "name": "Dario Fumarola", + "profile_url": "https://github.com/dario-fumarola", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Adario-fumarola", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Adario-fumarola", + "repo_first_seen_at": "2026-02-18T21:12:22Z", + "repo_last_seen_at": "2026-02-18T21:15:37Z", + "repo_primary_artifact_count": 9, + "repo_artifact_count": 19, + "snapshot_issue_count": 0, + "snapshot_pr_count": 9, + "snapshot_comment_count": 10, + "snapshot_review_count": 0, + "snapshot_review_comment_count": 0, + "repo_association": "NONE", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 1728, + "young_account": false, + "follow_through_score": "weak", + "breadth_score": "high", + "automation_risk_signal": "low", + "heuristic_note": "broad repo spread; many recent closed-unmerged PRs; targets high-star repos", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 23, + "merged_pr_count": 4, + "closed_unmerged_pr_count": 14, + "open_pr_count": 5, + "merged_pr_rate": 0.1739, + "closed_unmerged_pr_rate": 0.6087, + "still_open_pr_rate": 0.2174, + "distinct_repos_with_authored_prs": 13, + "distinct_repos_with_open_prs": 4 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 44141, + "title": "Refactor ibert output tracing with capture_outputs", + "url": "https://github.com/huggingface/transformers/pull/44141", + "state": "closed", + "merged": false, + "draft": false, + "created_at": "2026-02-18T21:14:53Z" + }, + { + "kind": "pull_request", + "number": 44140, + "title": "Refactor megatron_bert to use automatic output tracing", + "url": "https://github.com/huggingface/transformers/pull/44140", + "state": "closed", + "merged": false, + "draft": false, + "created_at": "2026-02-18T21:14:50Z" + }, + { + "kind": "pull_request", + "number": 44139, + "title": "Refactor lilt to use automatic output tracing", + "url": "https://github.com/huggingface/transformers/pull/44139", + "state": "closed", + "merged": false, + "draft": false, + "created_at": "2026-02-18T21:14:46Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "DimiChatzipavlis", + "name": null, + "profile_url": "https://github.com/DimiChatzipavlis", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ADimiChatzipavlis", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ADimiChatzipavlis", + "repo_first_seen_at": "2026-02-11T16:22:54Z", + "repo_last_seen_at": "2026-02-13T12:48:58Z", + "repo_primary_artifact_count": 9, + "repo_artifact_count": 11, + "snapshot_issue_count": 0, + "snapshot_pr_count": 9, + "snapshot_comment_count": 2, + "snapshot_review_count": 0, + "snapshot_review_comment_count": 0, + "repo_association": "FIRST_TIME_CONTRIBUTOR", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 728, + "young_account": false, + "follow_through_score": "mixed", + "breadth_score": "low", + "automation_risk_signal": "low", + "heuristic_note": "many recent closed-unmerged PRs; targets high-star repos", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 10, + "merged_pr_count": 4, + "closed_unmerged_pr_count": 5, + "open_pr_count": 1, + "merged_pr_rate": 0.4, + "closed_unmerged_pr_rate": 0.5, + "still_open_pr_rate": 0.1, + "distinct_repos_with_authored_prs": 2, + "distinct_repos_with_open_prs": 1 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 43963, + "title": "Refactor redundant .readlines() with list()", + "url": "https://github.com/huggingface/transformers/pull/43963", + "state": "closed", + "merged": false, + "draft": false, + "created_at": "2026-02-12T21:16:47Z" + }, + { + "kind": "pull_request", + "number": 43962, + "title": "Refactor CLI tests using native pytest assertions", + "url": "https://github.com/huggingface/transformers/pull/43962", + "state": "closed", + "merged": false, + "draft": false, + "created_at": "2026-02-12T18:02:43Z" + }, + { + "kind": "pull_request", + "number": 43961, + "title": "Replace mutable default arguments with None", + "url": "https://github.com/huggingface/transformers/pull/43961", + "state": "open", + "merged": false, + "draft": false, + "created_at": "2026-02-12T17:31:19Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "fumadari", + "name": null, + "profile_url": "https://github.com/fumadari", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Afumadari", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Afumadari", + "repo_first_seen_at": "2026-02-17T17:20:50Z", + "repo_last_seen_at": "2026-02-18T21:19:35Z", + "repo_primary_artifact_count": 9, + "repo_artifact_count": 28, + "snapshot_issue_count": 0, + "snapshot_pr_count": 9, + "snapshot_comment_count": 19, + "snapshot_review_count": 0, + "snapshot_review_comment_count": 0, + "repo_association": "NONE", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 814, + "young_account": false, + "follow_through_score": "weak", + "breadth_score": "moderate", + "automation_risk_signal": "low", + "heuristic_note": "many recent closed-unmerged PRs; targets high-star repos", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 12, + "merged_pr_count": 1, + "closed_unmerged_pr_count": 11, + "open_pr_count": 0, + "merged_pr_rate": 0.0833, + "closed_unmerged_pr_rate": 0.9167, + "still_open_pr_rate": 0.0, + "distinct_repos_with_authored_prs": 4, + "distinct_repos_with_open_prs": 0 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 44111, + "title": "refactor(poolformer): use capture_outputs for output tracing", + "url": "https://github.com/huggingface/transformers/pull/44111", + "state": "closed", + "merged": false, + "draft": false, + "created_at": "2026-02-17T19:38:02Z" + }, + { + "kind": "pull_request", + "number": 44110, + "title": "refactor(tvp): use capture_outputs for output tracing", + "url": "https://github.com/huggingface/transformers/pull/44110", + "state": "closed", + "merged": false, + "draft": false, + "created_at": "2026-02-17T19:32:55Z" + }, + { + "kind": "pull_request", + "number": 44109, + "title": "refactor(hgnet_v2): use capture_outputs for output tracing", + "url": "https://github.com/huggingface/transformers/pull/44109", + "state": "closed", + "merged": false, + "draft": false, + "created_at": "2026-02-17T19:23:03Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "danielalanbates", + "name": "Daniel Bates", + "profile_url": "https://github.com/danielalanbates", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Adanielalanbates", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Adanielalanbates", + "repo_first_seen_at": "2026-02-21T04:32:30Z", + "repo_last_seen_at": "2026-02-21T04:54:47Z", + "repo_primary_artifact_count": 8, + "repo_artifact_count": 8, + "snapshot_issue_count": 0, + "snapshot_pr_count": 8, + "snapshot_comment_count": 0, + "snapshot_review_count": 0, + "snapshot_review_comment_count": 0, + "repo_association": "NONE", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 316, + "young_account": true, + "follow_through_score": "weak", + "breadth_score": "very high", + "automation_risk_signal": "high", + "heuristic_note": "young account; extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 336, + "merged_pr_count": 37, + "closed_unmerged_pr_count": 296, + "open_pr_count": 3, + "merged_pr_rate": 0.1101, + "closed_unmerged_pr_rate": 0.881, + "still_open_pr_rate": 0.0089, + "distinct_repos_with_authored_prs": 141, + "distinct_repos_with_open_prs": 3 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 44198, + "title": "Fix #43975: `deepseek-ai/deepseek-coder-6.7b-instruct` incorrectly detok", + "url": "https://github.com/huggingface/transformers/pull/44198", + "state": "closed", + "merged": false, + "draft": false, + "created_at": "2026-02-21T04:54:47Z" + }, + { + "kind": "pull_request", + "number": 44197, + "title": "Fix #43937: [GLM-5] ValueError: GenerationConfig is invalid", + "url": "https://github.com/huggingface/transformers/pull/44197", + "state": "closed", + "merged": false, + "draft": false, + "created_at": "2026-02-21T04:47:32Z" + }, + { + "kind": "pull_request", + "number": 44196, + "title": "Fix #43881: glm-4v-9b loading failed", + "url": "https://github.com/huggingface/transformers/pull/44196", + "state": "closed", + "merged": false, + "draft": false, + "created_at": "2026-02-21T04:41:02Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "gambletan", + "name": "Ethan T.", + "profile_url": "https://github.com/gambletan", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Agambletan", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Agambletan", + "repo_first_seen_at": "2026-03-13T05:22:03Z", + "repo_last_seen_at": "2026-03-16T14:01:08Z", + "repo_primary_artifact_count": 8, + "repo_artifact_count": 13, + "snapshot_issue_count": 0, + "snapshot_pr_count": 8, + "snapshot_comment_count": 0, + "snapshot_review_count": 5, + "snapshot_review_comment_count": 0, + "repo_association": "NONE", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 19, + "young_account": true, + "follow_through_score": "weak", + "breadth_score": "very high", + "automation_risk_signal": "high", + "heuristic_note": "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", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 355, + "merged_pr_count": 20, + "closed_unmerged_pr_count": 220, + "open_pr_count": 115, + "merged_pr_rate": 0.0563, + "closed_unmerged_pr_rate": 0.6197, + "still_open_pr_rate": 0.3239, + "distinct_repos_with_authored_prs": 58, + "distinct_repos_with_open_prs": 37 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 44753, + "title": "fix: add device= to torch.arange in XLNet relative_positional_encoding", + "url": "https://github.com/huggingface/transformers/pull/44753", + "state": "closed", + "merged": false, + "draft": false, + "created_at": "2026-03-16T14:01:08Z" + }, + { + "kind": "pull_request", + "number": 44692, + "title": "fix: handle ragged input_ids in Qwen2_5_VLProcessor.apply_chat_template", + "url": "https://github.com/huggingface/transformers/pull/44692", + "state": "closed", + "merged": false, + "draft": false, + "created_at": "2026-03-14T04:14:38Z" + }, + { + "kind": "pull_request", + "number": 44691, + "title": "Fix Qwen3.5 num_labels not propagated to text_config", + "url": "https://github.com/huggingface/transformers/pull/44691", + "state": "closed", + "merged": false, + "draft": false, + "created_at": "2026-03-14T04:10:54Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "jonathan-fulton", + "name": "Jonathan Fulton", + "profile_url": "https://github.com/jonathan-fulton", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ajonathan-fulton", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ajonathan-fulton", + "repo_first_seen_at": "2026-01-31T18:17:25Z", + "repo_last_seen_at": "2026-03-01T12:00:57Z", + "repo_primary_artifact_count": 8, + "repo_artifact_count": 18, + "snapshot_issue_count": 0, + "snapshot_pr_count": 8, + "snapshot_comment_count": 10, + "snapshot_review_count": 0, + "snapshot_review_comment_count": 0, + "repo_association": "CONTRIBUTOR", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 4671, + "young_account": false, + "follow_through_score": "weak", + "breadth_score": "high", + "automation_risk_signal": "medium", + "heuristic_note": "high recent PR volume; broad repo spread; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 76, + "merged_pr_count": 23, + "closed_unmerged_pr_count": 32, + "open_pr_count": 21, + "merged_pr_rate": 0.3026, + "closed_unmerged_pr_rate": 0.4211, + "still_open_pr_rate": 0.2763, + "distinct_repos_with_authored_prs": 18, + "distinct_repos_with_open_prs": 9 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 43664, + "title": "Add pipeline composition DSL for multi-model workflows", + "url": "https://github.com/huggingface/transformers/pull/43664", + "state": "closed", + "merged": false, + "draft": false, + "created_at": "2026-01-31T21:35:02Z" + }, + { + "kind": "pull_request", + "number": 43661, + "title": "feat: Add unified model introspection & diagnostics framework", + "url": "https://github.com/huggingface/transformers/pull/43661", + "state": "closed", + "merged": false, + "draft": false, + "created_at": "2026-01-31T20:17:33Z" + }, + { + "kind": "pull_request", + "number": 43660, + "title": "Fix audio processors defaulting to 16kHz in apply_chat_template", + "url": "https://github.com/huggingface/transformers/pull/43660", + "state": "closed", + "merged": false, + "draft": false, + "created_at": "2026-01-31T18:58:29Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "raimbekovm", + "name": "Murat Raimbekov", + "profile_url": "https://github.com/raimbekovm", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Araimbekovm", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Araimbekovm", + "repo_first_seen_at": "2026-01-09T09:18:09Z", + "repo_last_seen_at": "2026-01-27T18:01:57Z", + "repo_primary_artifact_count": 8, + "repo_artifact_count": 14, + "snapshot_issue_count": 0, + "snapshot_pr_count": 8, + "snapshot_comment_count": 6, + "snapshot_review_count": 0, + "snapshot_review_comment_count": 0, + "repo_association": "CONTRIBUTOR", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 933, + "young_account": false, + "follow_through_score": "strong", + "breadth_score": "low", + "automation_risk_signal": "low", + "heuristic_note": "high recent PR volume; targets high-star repos", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 44, + "merged_pr_count": 31, + "closed_unmerged_pr_count": 3, + "open_pr_count": 10, + "merged_pr_rate": 0.7045, + "closed_unmerged_pr_rate": 0.0682, + "still_open_pr_rate": 0.2273, + "distinct_repos_with_authored_prs": 3, + "distinct_repos_with_open_prs": 3 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 43484, + "title": "Optimize Ernie 4.5 VL timestamp rendering with cached overlays", + "url": "https://github.com/huggingface/transformers/pull/43484", + "state": "open", + "merged": false, + "draft": false, + "created_at": "2026-01-26T09:40:50Z" + }, + { + "kind": "pull_request", + "number": 43481, + "title": "Fix Llama4 vision attention scaling for TP compatibility", + "url": "https://github.com/huggingface/transformers/pull/43481", + "state": "closed", + "merged": false, + "draft": false, + "created_at": "2026-01-26T05:55:08Z" + }, + { + "kind": "pull_request", + "number": 43477, + "title": "Remove stale TODO comments in UDOP tied weights", + "url": "https://github.com/huggingface/transformers/pull/43477", + "state": "closed", + "merged": true, + "draft": false, + "created_at": "2026-01-25T13:30:13Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "s-zx", + "name": "zxshen", + "profile_url": "https://github.com/s-zx", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3As-zx", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3As-zx", + "repo_first_seen_at": "2026-03-08T19:38:00Z", + "repo_last_seen_at": "2026-03-22T01:21:22Z", + "repo_primary_artifact_count": 8, + "repo_artifact_count": 8, + "snapshot_issue_count": 0, + "snapshot_pr_count": 8, + "snapshot_comment_count": 0, + "snapshot_review_count": 0, + "snapshot_review_comment_count": 0, + "repo_association": "NONE", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 1998, + "young_account": false, + "follow_through_score": "weak", + "breadth_score": "very high", + "automation_risk_signal": "high", + "heuristic_note": "high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; high open PR share; targets high-star repos", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 87, + "merged_pr_count": 6, + "closed_unmerged_pr_count": 36, + "open_pr_count": 45, + "merged_pr_rate": 0.069, + "closed_unmerged_pr_rate": 0.4138, + "still_open_pr_rate": 0.5172, + "distinct_repos_with_authored_prs": 36, + "distinct_repos_with_open_prs": 27 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 44922, + "title": "fix: pop output_* flags from kwargs in capture_outputs to prevent submodule leakage", + "url": "https://github.com/huggingface/transformers/pull/44922", + "state": "closed", + "merged": false, + "draft": false, + "created_at": "2026-03-22T01:21:22Z" + }, + { + "kind": "pull_request", + "number": 44921, + "title": "fix: use shape index access in compute_3d_position_ids for Qwen VL models", + "url": "https://github.com/huggingface/transformers/pull/44921", + "state": "closed", + "merged": false, + "draft": false, + "created_at": "2026-03-22T00:39:01Z" + }, + { + "kind": "pull_request", + "number": 44920, + "title": "fix: propagate num_labels/id2label to text_config in Qwen3_5Config", + "url": "https://github.com/huggingface/transformers/pull/44920", + "state": "closed", + "merged": false, + "draft": false, + "created_at": "2026-03-22T00:01:59Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "ebezzam", + "name": "Eric Bezzam", + "profile_url": "https://github.com/ebezzam", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aebezzam", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aebezzam", + "repo_first_seen_at": "2025-07-25T12:59:52Z", + "repo_last_seen_at": "2026-03-25T14:41:06Z", + "repo_primary_artifact_count": 6, + "repo_artifact_count": 831, + "snapshot_issue_count": 0, + "snapshot_pr_count": 6, + "snapshot_comment_count": 47, + "snapshot_review_count": 178, + "snapshot_review_comment_count": 600, + "repo_association": "MEMBER", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 4661, + "young_account": false, + "follow_through_score": "mixed", + "breadth_score": "low", + "automation_risk_signal": "low", + "heuristic_note": "targets high-star repos", + "public_orgs": [ + "LCAV" + ], + "activity": { + "visible_authored_pr_count": 7, + "merged_pr_count": 4, + "closed_unmerged_pr_count": 1, + "open_pr_count": 2, + "merged_pr_rate": 0.5714, + "closed_unmerged_pr_rate": 0.1429, + "still_open_pr_rate": 0.2857, + "distinct_repos_with_authored_prs": 2, + "distinct_repos_with_open_prs": 2 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 44392, + "title": "[VibeVoice ASR] Use updated padding cache for ASR model.", + "url": "https://github.com/huggingface/transformers/pull/44392", + "state": "closed", + "merged": true, + "draft": false, + "created_at": "2026-03-02T13:41:19Z" + }, + { + "kind": "pull_request", + "number": 44391, + "title": "[VibeVoice ASR] Use newer cache object for modular", + "url": "https://github.com/huggingface/transformers/pull/44391", + "state": "closed", + "merged": false, + "draft": false, + "created_at": "2026-03-02T13:29:59Z" + }, + { + "kind": "pull_request", + "number": 44178, + "title": "Add xcodec2 model", + "url": "https://github.com/huggingface/transformers/pull/44178", + "state": "open", + "merged": false, + "draft": false, + "created_at": "2026-02-20T12:36:21Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "Mr-Neutr0n", + "name": "Harikrishna KP", + "profile_url": "https://github.com/Mr-Neutr0n", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AMr-Neutr0n", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AMr-Neutr0n", + "repo_first_seen_at": "2026-02-05T16:48:34Z", + "repo_last_seen_at": "2026-02-11T14:58:48Z", + "repo_primary_artifact_count": 6, + "repo_artifact_count": 9, + "snapshot_issue_count": 0, + "snapshot_pr_count": 6, + "snapshot_comment_count": 3, + "snapshot_review_count": 0, + "snapshot_review_comment_count": 0, + "repo_association": "CONTRIBUTOR", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 2156, + "young_account": false, + "follow_through_score": "weak", + "breadth_score": "very high", + "automation_risk_signal": "high", + "heuristic_note": "extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 357, + "merged_pr_count": 52, + "closed_unmerged_pr_count": 62, + "open_pr_count": 243, + "merged_pr_rate": 0.1457, + "closed_unmerged_pr_rate": 0.1737, + "still_open_pr_rate": 0.6807, + "distinct_repos_with_authored_prs": 229, + "distinct_repos_with_open_prs": 169 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 43842, + "title": "fix(cli): Fix TypeAdapter NameError when pydantic is not installed", + "url": "https://github.com/huggingface/transformers/pull/43842", + "state": "open", + "merged": false, + "draft": false, + "created_at": "2026-02-08T13:01:19Z" + }, + { + "kind": "pull_request", + "number": 43841, + "title": "fix(switch_transformers): Fix sparse layer creation when num_sparse_*_layers=0", + "url": "https://github.com/huggingface/transformers/pull/43841", + "state": "closed", + "merged": false, + "draft": false, + "created_at": "2026-02-08T12:58:27Z" + }, + { + "kind": "pull_request", + "number": 43840, + "title": "fix(qwen3_vl): Use temporal_patch_size for timestamp calculation", + "url": "https://github.com/huggingface/transformers/pull/43840", + "state": "closed", + "merged": false, + "draft": false, + "created_at": "2026-02-08T12:55:28Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "winglian", + "name": "Wing Lian", + "profile_url": "https://github.com/winglian", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Awinglian", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Awinglian", + "repo_first_seen_at": "2024-10-17T15:17:05Z", + "repo_last_seen_at": "2026-03-16T16:53:51Z", + "repo_primary_artifact_count": 6, + "repo_artifact_count": 66, + "snapshot_issue_count": 0, + "snapshot_pr_count": 6, + "snapshot_comment_count": 11, + "snapshot_review_count": 31, + "snapshot_review_comment_count": 18, + "repo_association": "COLLABORATOR", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 5686, + "young_account": false, + "follow_through_score": "strong", + "breadth_score": "moderate", + "automation_risk_signal": "low", + "heuristic_note": "high recent PR volume; targets high-star repos", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 83, + "merged_pr_count": 68, + "closed_unmerged_pr_count": 8, + "open_pr_count": 7, + "merged_pr_rate": 0.8193, + "closed_unmerged_pr_rate": 0.0964, + "still_open_pr_rate": 0.0843, + "distinct_repos_with_authored_prs": 6, + "distinct_repos_with_open_prs": 3 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 44473, + "title": "fix FSDP loading with meta devices", + "url": "https://github.com/huggingface/transformers/pull/44473", + "state": "closed", + "merged": true, + "draft": false, + "created_at": "2026-03-05T14:52:15Z" + }, + { + "kind": "pull_request", + "number": 44259, + "title": "Async data producer", + "url": "https://github.com/huggingface/transformers/pull/44259", + "state": "open", + "merged": false, + "draft": true, + "created_at": "2026-02-24T15:01:56Z" + }, + { + "kind": "pull_request", + "number": 44257, + "title": "use nanmean for aggregating loss", + "url": "https://github.com/huggingface/transformers/pull/44257", + "state": "open", + "merged": false, + "draft": false, + "created_at": "2026-02-24T14:56:42Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "ydshieh2", + "name": null, + "profile_url": "https://github.com/ydshieh2", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aydshieh2", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aydshieh2", + "repo_first_seen_at": "2025-06-12T08:51:40Z", + "repo_last_seen_at": "2026-03-08T18:12:54Z", + "repo_primary_artifact_count": 6, + "repo_artifact_count": 6, + "snapshot_issue_count": 0, + "snapshot_pr_count": 6, + "snapshot_comment_count": 0, + "snapshot_review_count": 0, + "snapshot_review_comment_count": 0, + "repo_association": "CONTRIBUTOR", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 541, + "young_account": false, + "follow_through_score": "weak", + "breadth_score": "low", + "automation_risk_signal": "low", + "heuristic_note": "many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 6, + "merged_pr_count": 1, + "closed_unmerged_pr_count": 4, + "open_pr_count": 1, + "merged_pr_rate": 0.1667, + "closed_unmerged_pr_rate": 0.6667, + "still_open_pr_rate": 0.1667, + "distinct_repos_with_authored_prs": 2, + "distinct_repos_with_open_prs": 1 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 44529, + "title": "test merge queue 1", + "url": "https://github.com/huggingface/transformers/pull/44529", + "state": "closed", + "merged": true, + "draft": false, + "created_at": "2026-03-08T18:12:54Z" + }, + { + "kind": "pull_request", + "number": 43665, + "title": "fix", + "url": "https://github.com/huggingface/transformers/pull/43665", + "state": "open", + "merged": false, + "draft": false, + "created_at": "2026-01-31T21:50:43Z" + }, + { + "kind": "pull_request", + "number": 43648, + "title": "check", + "url": "https://github.com/huggingface/transformers/pull/43648", + "state": "closed", + "merged": false, + "draft": false, + "created_at": "2026-01-31T12:23:05Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "molbap", + "name": "Pablo Montalvo", + "profile_url": "https://github.com/molbap", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Amolbap", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Amolbap", + "repo_first_seen_at": "2024-10-23T12:13:39Z", + "repo_last_seen_at": "2026-02-23T22:27:12Z", + "repo_primary_artifact_count": 6, + "repo_artifact_count": 453, + "snapshot_issue_count": 1, + "snapshot_pr_count": 5, + "snapshot_comment_count": 19, + "snapshot_review_count": 104, + "snapshot_review_comment_count": 324, + "repo_association": "MEMBER", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 2850, + "young_account": false, + "follow_through_score": "mixed", + "breadth_score": "low", + "automation_risk_signal": "low", + "heuristic_note": "targets high-star repos", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 3, + "merged_pr_count": 2, + "closed_unmerged_pr_count": 1, + "open_pr_count": 0, + "merged_pr_rate": 0.6667, + "closed_unmerged_pr_rate": 0.3333, + "still_open_pr_rate": 0.0, + "distinct_repos_with_authored_prs": 1, + "distinct_repos_with_open_prs": 0 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 44160, + "title": "Add model lerobot PI0 to transformers", + "url": "https://github.com/huggingface/transformers/pull/44160", + "state": "closed", + "merged": true, + "draft": false, + "created_at": "2026-02-19T17:16:29Z" + }, + { + "kind": "pull_request", + "number": 43762, + "title": " Widen match condition for `_can_record_outputs`", + "url": "https://github.com/huggingface/transformers/pull/43762", + "state": "closed", + "merged": false, + "draft": false, + "created_at": "2026-02-05T10:15:43Z" + }, + { + "kind": "pull_request", + "number": 43590, + "title": "Remove many output_attentions and other traced outputs on 100+ models ", + "url": "https://github.com/huggingface/transformers/pull/43590", + "state": "closed", + "merged": true, + "draft": false, + "created_at": "2026-01-29T12:23:56Z" + } + ], + "issues": [ + { + "kind": "issue", + "number": 43979, + "title": "Call to contributions: refactor output tracing in transformers", + "url": "https://github.com/huggingface/transformers/issues/43979", + "state": "closed", + "merged": null, + "draft": null, + "created_at": "2026-02-13T15:02:46Z" + } + ] + }, + "fetch_error": null + }, + { + "author_login": "aman-coder03", + "name": "Aman Srivastava", + "profile_url": "https://github.com/aman-coder03", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aaman-coder03", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aaman-coder03", + "repo_first_seen_at": "2026-02-16T15:14:20Z", + "repo_last_seen_at": "2026-02-18T08:01:23Z", + "repo_primary_artifact_count": 5, + "repo_artifact_count": 7, + "snapshot_issue_count": 0, + "snapshot_pr_count": 5, + "snapshot_comment_count": 2, + "snapshot_review_count": 0, + "snapshot_review_comment_count": 0, + "repo_association": "FIRST_TIME_CONTRIBUTOR", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 763, + "young_account": false, + "follow_through_score": "weak", + "breadth_score": "high", + "automation_risk_signal": "medium", + "heuristic_note": "high recent PR volume; broad repo spread; high open PR share", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 36, + "merged_pr_count": 9, + "closed_unmerged_pr_count": 8, + "open_pr_count": 19, + "merged_pr_rate": 0.25, + "closed_unmerged_pr_rate": 0.2222, + "still_open_pr_rate": 0.5278, + "distinct_repos_with_authored_prs": 15, + "distinct_repos_with_open_prs": 8 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 44101, + "title": "[XLM] Refactor output tracing to align with capture_outputs standardized architecture", + "url": "https://github.com/huggingface/transformers/pull/44101", + "state": "open", + "merged": false, + "draft": false, + "created_at": "2026-02-17T17:15:06Z" + }, + { + "kind": "pull_request", + "number": 44098, + "title": "[ViLT] Refactor output handling to align with standardized patterns", + "url": "https://github.com/huggingface/transformers/pull/44098", + "state": "open", + "merged": false, + "draft": false, + "created_at": "2026-02-17T16:32:34Z" + }, + { + "kind": "pull_request", + "number": 44074, + "title": "[TextNet] Refactor output tracing using capture_outputs decorator", + "url": "https://github.com/huggingface/transformers/pull/44074", + "state": "open", + "merged": false, + "draft": false, + "created_at": "2026-02-17T08:23:25Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "jashshah999", + "name": "Jash Shah", + "profile_url": "https://github.com/jashshah999", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ajashshah999", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ajashshah999", + "repo_first_seen_at": "2026-02-25T22:23:20Z", + "repo_last_seen_at": "2026-03-01T06:52:06Z", + "repo_primary_artifact_count": 5, + "repo_artifact_count": 9, + "snapshot_issue_count": 0, + "snapshot_pr_count": 5, + "snapshot_comment_count": 4, + "snapshot_review_count": 0, + "snapshot_review_comment_count": 0, + "repo_association": "CONTRIBUTOR", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 2547, + "young_account": false, + "follow_through_score": "weak", + "breadth_score": "high", + "automation_risk_signal": "medium", + "heuristic_note": "high recent PR volume; broad repo spread; high open PR share; targets high-star repos", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 50, + "merged_pr_count": 15, + "closed_unmerged_pr_count": 11, + "open_pr_count": 24, + "merged_pr_rate": 0.3, + "closed_unmerged_pr_rate": 0.22, + "still_open_pr_rate": 0.48, + "distinct_repos_with_authored_prs": 13, + "distinct_repos_with_open_prs": 8 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 44316, + "title": "Reduce tqdm verbosity during weight loading", + "url": "https://github.com/huggingface/transformers/pull/44316", + "state": "closed", + "merged": false, + "draft": false, + "created_at": "2026-02-27T03:08:28Z" + }, + { + "kind": "pull_request", + "number": 44313, + "title": "Fix AddedToken duplicate 'special' kwarg for extra_special_tokens", + "url": "https://github.com/huggingface/transformers/pull/44313", + "state": "closed", + "merged": false, + "draft": false, + "created_at": "2026-02-27T01:37:45Z" + }, + { + "kind": "pull_request", + "number": 44306, + "title": "Fix ValueError crash in PretrainedConfig.update_from_string on malformed input", + "url": "https://github.com/huggingface/transformers/pull/44306", + "state": "closed", + "merged": false, + "draft": false, + "created_at": "2026-02-26T20:02:10Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "mariam851", + "name": "Mariam Zakaria", + "profile_url": "https://github.com/mariam851", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Amariam851", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Amariam851", + "repo_first_seen_at": "2026-02-15T08:51:26Z", + "repo_last_seen_at": "2026-02-20T16:58:27Z", + "repo_primary_artifact_count": 5, + "repo_artifact_count": 5, + "snapshot_issue_count": 0, + "snapshot_pr_count": 5, + "snapshot_comment_count": 0, + "snapshot_review_count": 0, + "snapshot_review_comment_count": 0, + "repo_association": "CONTRIBUTOR", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 1153, + "young_account": false, + "follow_through_score": "weak", + "breadth_score": "moderate", + "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": 8, + "merged_pr_count": 1, + "closed_unmerged_pr_count": 3, + "open_pr_count": 4, + "merged_pr_rate": 0.125, + "closed_unmerged_pr_rate": 0.375, + "still_open_pr_rate": 0.5, + "distinct_repos_with_authored_prs": 4, + "distinct_repos_with_open_prs": 4 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 44184, + "title": "feat: add OpenAI CircuitGPT core architecture and sparse linear layers", + "url": "https://github.com/huggingface/transformers/pull/44184", + "state": "open", + "merged": false, + "draft": false, + "created_at": "2026-02-20T16:58:27Z" + }, + { + "kind": "pull_request", + "number": 44124, + "title": "feat: add eval_on_end to Trainer for final evaluation", + "url": "https://github.com/huggingface/transformers/pull/44124", + "state": "closed", + "merged": false, + "draft": false, + "created_at": "2026-02-18T08:52:23Z" + }, + { + "kind": "pull_request", + "number": 44064, + "title": "feat: implement eval_on_end to trigger evaluation after training", + "url": "https://github.com/huggingface/transformers/pull/44064", + "state": "closed", + "merged": false, + "draft": false, + "created_at": "2026-02-17T01:10:31Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "mvanhorn", + "name": "Matt Van Horn", + "profile_url": "https://github.com/mvanhorn", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Amvanhorn", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Amvanhorn", + "repo_first_seen_at": "2026-03-09T14:59:27Z", + "repo_last_seen_at": "2026-03-12T14:39:12Z", + "repo_primary_artifact_count": 5, + "repo_artifact_count": 15, + "snapshot_issue_count": 0, + "snapshot_pr_count": 5, + "snapshot_comment_count": 10, + "snapshot_review_count": 0, + "snapshot_review_comment_count": 0, + "repo_association": "CONTRIBUTOR", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 5629, + "young_account": false, + "follow_through_score": "weak", + "breadth_score": "very high", + "automation_risk_signal": "high", + "heuristic_note": "extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 744, + "merged_pr_count": 236, + "closed_unmerged_pr_count": 170, + "open_pr_count": 338, + "merged_pr_rate": 0.3172, + "closed_unmerged_pr_rate": 0.2285, + "still_open_pr_rate": 0.4543, + "distinct_repos_with_authored_prs": 285, + "distinct_repos_with_open_prs": 194 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 44586, + "title": "Fix Mixtral aux_loss not computed when output_router_logits=False", + "url": "https://github.com/huggingface/transformers/pull/44586", + "state": "closed", + "merged": false, + "draft": false, + "created_at": "2026-03-11T00:24:07Z" + }, + { + "kind": "pull_request", + "number": 44585, + "title": "Fix missing rms_norm_eps in DeepseekV3 MLA layernorms", + "url": "https://github.com/huggingface/transformers/pull/44585", + "state": "open", + "merged": false, + "draft": false, + "created_at": "2026-03-11T00:20:54Z" + }, + { + "kind": "pull_request", + "number": 44584, + "title": "Fix off-by-one in decode_spans boundary check", + "url": "https://github.com/huggingface/transformers/pull/44584", + "state": "closed", + "merged": true, + "draft": false, + "created_at": "2026-03-10T23:52:51Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "sxu75374", + "name": "darrenxu", + "profile_url": "https://github.com/sxu75374", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Asxu75374", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asxu75374", + "repo_first_seen_at": "2026-02-27T04:48:08Z", + "repo_last_seen_at": "2026-02-28T17:47:01Z", + "repo_primary_artifact_count": 5, + "repo_artifact_count": 7, + "snapshot_issue_count": 0, + "snapshot_pr_count": 5, + "snapshot_comment_count": 2, + "snapshot_review_count": 0, + "snapshot_review_comment_count": 0, + "repo_association": "NONE", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 2005, + "young_account": false, + "follow_through_score": "weak", + "breadth_score": "high", + "automation_risk_signal": "medium", + "heuristic_note": "high recent PR volume; broad repo spread; many recent closed-unmerged PRs; targets high-star repos", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 73, + "merged_pr_count": 2, + "closed_unmerged_pr_count": 64, + "open_pr_count": 7, + "merged_pr_rate": 0.0274, + "closed_unmerged_pr_rate": 0.8767, + "still_open_pr_rate": 0.0959, + "distinct_repos_with_authored_prs": 10, + "distinct_repos_with_open_prs": 6 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 44359, + "title": "fix(sdpa): add workaround for MPS sdpa_vector_2pass_mps correctness bug", + "url": "https://github.com/huggingface/transformers/pull/44359", + "state": "closed", + "merged": false, + "draft": false, + "created_at": "2026-02-28T17:47:01Z" + }, + { + "kind": "pull_request", + "number": 44354, + "title": "fix: off-by-one in decode_spans causes ValueError when topk == len(scores)", + "url": "https://github.com/huggingface/transformers/pull/44354", + "state": "closed", + "merged": false, + "draft": false, + "created_at": "2026-02-28T08:46:39Z" + }, + { + "kind": "pull_request", + "number": 44347, + "title": "fix: resolve composite config in PagedAttentionCache and group_layers_by_attn_type", + "url": "https://github.com/huggingface/transformers/pull/44347", + "state": "closed", + "merged": false, + "draft": false, + "created_at": "2026-02-27T22:48:49Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "math-hiyoko", + "name": "Koki Watanabe", + "profile_url": "https://github.com/math-hiyoko", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Amath-hiyoko", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Amath-hiyoko", + "repo_first_seen_at": "2026-02-08T01:31:10Z", + "repo_last_seen_at": "2026-03-14T04:24:20Z", + "repo_primary_artifact_count": 11, + "repo_artifact_count": 18, + "snapshot_issue_count": 7, + "snapshot_pr_count": 4, + "snapshot_comment_count": 5, + "snapshot_review_count": 1, + "snapshot_review_comment_count": 1, + "repo_association": "CONTRIBUTOR", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 2368, + "young_account": false, + "follow_through_score": "strong", + "breadth_score": "moderate", + "automation_risk_signal": "low", + "heuristic_note": "high recent PR volume", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 35, + "merged_pr_count": 31, + "closed_unmerged_pr_count": 2, + "open_pr_count": 2, + "merged_pr_rate": 0.8857, + "closed_unmerged_pr_rate": 0.0571, + "still_open_pr_rate": 0.0571, + "distinct_repos_with_authored_prs": 5, + "distinct_repos_with_open_prs": 2 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 44513, + "title": "Fix: Remove references to transformers run command", + "url": "https://github.com/huggingface/transformers/pull/44513", + "state": "closed", + "merged": true, + "draft": false, + "created_at": "2026-03-07T16:11:55Z" + }, + { + "kind": "pull_request", + "number": 44510, + "title": "Fix: Remove references to `text2text-generation`, `summarization` and `translation` pipeline tasks", + "url": "https://github.com/huggingface/transformers/pull/44510", + "state": "closed", + "merged": true, + "draft": false, + "created_at": "2026-03-06T23:37:51Z" + }, + { + "kind": "pull_request", + "number": 43903, + "title": "fix: TextClassificationPipeline docs mentioning deprecated return_all_scores", + "url": "https://github.com/huggingface/transformers/pull/43903", + "state": "closed", + "merged": true, + "draft": false, + "created_at": "2026-02-11T01:44:06Z" + } + ], + "issues": [ + { + "kind": "issue", + "number": 44671, + "title": "CamemBERT produces incorrect masked LM predictions in v5", + "url": "https://github.com/huggingface/transformers/issues/44671", + "state": "closed", + "merged": null, + "draft": null, + "created_at": "2026-03-13T15:30:48Z" + }, + { + "kind": "issue", + "number": 44512, + "title": "Docs still mention transformers run command which was removed in v5", + "url": "https://github.com/huggingface/transformers/issues/44512", + "state": "closed", + "merged": null, + "draft": null, + "created_at": "2026-03-07T16:10:16Z" + }, + { + "kind": "issue", + "number": 44509, + "title": "Docs still mention text2text-generation / summarization / translation pipeline tasks which were removed in v5", + "url": "https://github.com/huggingface/transformers/issues/44509", + "state": "closed", + "merged": null, + "draft": null, + "created_at": "2026-03-06T23:34:44Z" + } + ] + }, + "fetch_error": null + }, + { + "author_login": "dacorvo", + "name": "David Corvoysier", + "profile_url": "https://github.com/dacorvo", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Adacorvo", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Adacorvo", + "repo_first_seen_at": "2026-03-13T14:45:22Z", + "repo_last_seen_at": "2026-03-19T12:14:47Z", + "repo_primary_artifact_count": 10, + "repo_artifact_count": 25, + "snapshot_issue_count": 6, + "snapshot_pr_count": 4, + "snapshot_comment_count": 7, + "snapshot_review_count": 4, + "snapshot_review_comment_count": 4, + "repo_association": "MEMBER", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 5016, + "young_account": false, + "follow_through_score": "mixed", + "breadth_score": "low", + "automation_risk_signal": "low", + "heuristic_note": "\u2014", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 20, + "merged_pr_count": 11, + "closed_unmerged_pr_count": 3, + "open_pr_count": 6, + "merged_pr_rate": 0.55, + "closed_unmerged_pr_rate": 0.15, + "still_open_pr_rate": 0.3, + "distinct_repos_with_authored_prs": 3, + "distinct_repos_with_open_prs": 3 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 44757, + "title": "Add Neuron to auto-compile hardware list", + "url": "https://github.com/huggingface/transformers/pull/44757", + "state": "open", + "merged": false, + "draft": false, + "created_at": "2026-03-16T14:54:38Z" + }, + { + "kind": "pull_request", + "number": 44680, + "title": "Allow kernel modules to declare their preferred mask function", + "url": "https://github.com/huggingface/transformers/pull/44680", + "state": "open", + "merged": false, + "draft": false, + "created_at": "2026-03-13T17:55:54Z" + }, + { + "kind": "pull_request", + "number": 44669, + "title": "Use `index_select` instead of advanced indexing in `batched_mm_experts_forward`", + "url": "https://github.com/huggingface/transformers/pull/44669", + "state": "closed", + "merged": false, + "draft": false, + "created_at": "2026-03-13T14:52:22Z" + } + ], + "issues": [ + { + "kind": "issue", + "number": 44748, + "title": "[Neuron] Auto-select StaticCache when device is Neuron", + "url": "https://github.com/huggingface/transformers/issues/44748", + "state": "open", + "merged": null, + "draft": null, + "created_at": "2026-03-16T10:38:15Z" + }, + { + "kind": "issue", + "number": 44742, + "title": "[Neuron] Static-shape generation loop for compilation-friendly inference", + "url": "https://github.com/huggingface/transformers/issues/44742", + "state": "open", + "merged": null, + "draft": null, + "created_at": "2026-03-16T08:43:33Z" + }, + { + "kind": "issue", + "number": 44741, + "title": "[Neuron] Improve transformers compatibility with AWS Neuron devices", + "url": "https://github.com/huggingface/transformers/issues/44741", + "state": "open", + "merged": null, + "draft": null, + "created_at": "2026-03-16T08:38:23Z" + } + ] + }, + "fetch_error": null + }, + { + "author_login": "LysandreJik", + "name": "Lysandre Debut", + "profile_url": "https://github.com/LysandreJik", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ALysandreJik", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ALysandreJik", + "repo_first_seen_at": "2024-10-31T13:32:39Z", + "repo_last_seen_at": "2026-03-25T08:07:27Z", + "repo_primary_artifact_count": 6, + "repo_artifact_count": 58, + "snapshot_issue_count": 2, + "snapshot_pr_count": 4, + "snapshot_comment_count": 12, + "snapshot_review_count": 16, + "snapshot_review_comment_count": 24, + "repo_association": "MEMBER", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 3154, + "young_account": false, + "follow_through_score": "mixed", + "breadth_score": "low", + "automation_risk_signal": "low", + "heuristic_note": "targets high-star repos", + "public_orgs": [ + "conda-forge", + "huggingface", + "ProjectBlackFalcon", + "PyTorch-Community-Voices", + "PyTorch-GitHub-Badge-Ecosystem-Day", + "Hugging-Face-Supporter", + "Hugging-Face-Helping-Hand" + ], + "activity": { + "visible_authored_pr_count": 7, + "merged_pr_count": 6, + "closed_unmerged_pr_count": 1, + "open_pr_count": 0, + "merged_pr_rate": 0.8571, + "closed_unmerged_pr_rate": 0.1429, + "still_open_pr_rate": 0.0, + "distinct_repos_with_authored_prs": 3, + "distinct_repos_with_open_prs": 0 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 44758, + "title": "Propagate the model loading from transformers serve to chat", + "url": "https://github.com/huggingface/transformers/pull/44758", + "state": "closed", + "merged": true, + "draft": false, + "created_at": "2026-03-16T15:02:15Z" + }, + { + "kind": "pull_request", + "number": 44622, + "title": "CB temporarily disabled on non-cuda devices", + "url": "https://github.com/huggingface/transformers/pull/44622", + "state": "closed", + "merged": false, + "draft": false, + "created_at": "2026-03-12T08:11:10Z" + }, + { + "kind": "pull_request", + "number": 44620, + "title": "Fix transformers serve's 422 unprocessable entity", + "url": "https://github.com/huggingface/transformers/pull/44620", + "state": "closed", + "merged": true, + "draft": false, + "created_at": "2026-03-12T07:56:55Z" + } + ], + "issues": [ + { + "kind": "issue", + "number": 43489, + "title": "Transformers' version 5 is out!", + "url": "https://github.com/huggingface/transformers/issues/43489", + "state": "closed", + "merged": null, + "draft": null, + "created_at": "2026-01-26T10:26:52Z" + }, + { + "kind": "issue", + "number": 40822, + "title": "Welcome v5", + "url": "https://github.com/huggingface/transformers/issues/40822", + "state": "closed", + "merged": null, + "draft": null, + "created_at": "2025-09-11T14:49:29Z" + } + ] + }, + "fetch_error": null + }, + { + "author_login": "JJJYmmm", + "name": "JJJYmmm", + "profile_url": "https://github.com/JJJYmmm", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AJJJYmmm", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AJJJYmmm", + "repo_first_seen_at": "2026-01-27T10:34:17Z", + "repo_last_seen_at": "2026-03-25T04:43:43Z", + "repo_primary_artifact_count": 4, + "repo_artifact_count": 26, + "snapshot_issue_count": 0, + "snapshot_pr_count": 4, + "snapshot_comment_count": 10, + "snapshot_review_count": 6, + "snapshot_review_comment_count": 6, + "repo_association": "CONTRIBUTOR", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 1625, + "young_account": false, + "follow_through_score": "mixed", + "breadth_score": "moderate", + "automation_risk_signal": "low", + "heuristic_note": "targets high-star repos", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 12, + "merged_pr_count": 10, + "closed_unmerged_pr_count": 2, + "open_pr_count": 0, + "merged_pr_rate": 0.8333, + "closed_unmerged_pr_rate": 0.1667, + "still_open_pr_rate": 0.0, + "distinct_repos_with_authored_prs": 7, + "distinct_repos_with_open_prs": 0 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 44817, + "title": "[Misc] add enable_thinking to template kwargs", + "url": "https://github.com/huggingface/transformers/pull/44817", + "state": "closed", + "merged": false, + "draft": false, + "created_at": "2026-03-18T10:44:11Z" + }, + { + "kind": "pull_request", + "number": 44474, + "title": "[Bugfix] fix video inference of qwen3vl and qwen3.5 series", + "url": "https://github.com/huggingface/transformers/pull/44474", + "state": "closed", + "merged": true, + "draft": false, + "created_at": "2026-03-05T15:46:09Z" + }, + { + "kind": "pull_request", + "number": 44382, + "title": "[Bugfix] fix qwen3.5 no split module", + "url": "https://github.com/huggingface/transformers/pull/44382", + "state": "closed", + "merged": true, + "draft": false, + "created_at": "2026-03-02T05:42:48Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "manavshrivastavagit", + "name": "Manav Shrivastava", + "profile_url": "https://github.com/manavshrivastavagit", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Amanavshrivastavagit", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Amanavshrivastavagit", + "repo_first_seen_at": "2026-02-24T20:35:18Z", + "repo_last_seen_at": "2026-02-27T21:51:49Z", + "repo_primary_artifact_count": 4, + "repo_artifact_count": 8, + "snapshot_issue_count": 0, + "snapshot_pr_count": 4, + "snapshot_comment_count": 4, + "snapshot_review_count": 0, + "snapshot_review_comment_count": 0, + "repo_association": "NONE", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 4677, + "young_account": false, + "follow_through_score": "weak", + "breadth_score": "low", + "automation_risk_signal": "low", + "heuristic_note": "many recent closed-unmerged PRs; targets high-star repos", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 5, + "merged_pr_count": 1, + "closed_unmerged_pr_count": 4, + "open_pr_count": 0, + "merged_pr_rate": 0.2, + "closed_unmerged_pr_rate": 0.8, + "still_open_pr_rate": 0.0, + "distinct_repos_with_authored_prs": 2, + "distinct_repos_with_open_prs": 0 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 44345, + "title": "Less verbose weight-loading tqdm when stdout is not a TTY (fixes #44303)", + "url": "https://github.com/huggingface/transformers/pull/44345", + "state": "closed", + "merged": false, + "draft": false, + "created_at": "2026-02-27T21:05:22Z" + }, + { + "kind": "pull_request", + "number": 44344, + "title": "Fix tokenizer_class in tokenizer_config.json for Qwen3.5 save_pretrained (fixes #44297)", + "url": "https://github.com/huggingface/transformers/pull/44344", + "state": "closed", + "merged": false, + "draft": false, + "created_at": "2026-02-27T21:04:27Z" + }, + { + "kind": "pull_request", + "number": 44343, + "title": "Fix ANSI codes in loading_report when stdout is not a TTY (fixes #44336)", + "url": "https://github.com/huggingface/transformers/pull/44343", + "state": "closed", + "merged": false, + "draft": false, + "created_at": "2026-02-27T20:58:33Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "nightcityblade", + "name": null, + "profile_url": "https://github.com/nightcityblade", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Anightcityblade", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Anightcityblade", + "repo_first_seen_at": "2026-02-18T23:07:23Z", + "repo_last_seen_at": "2026-02-23T14:35:01Z", + "repo_primary_artifact_count": 4, + "repo_artifact_count": 9, + "snapshot_issue_count": 0, + "snapshot_pr_count": 4, + "snapshot_comment_count": 5, + "snapshot_review_count": 0, + "snapshot_review_comment_count": 0, + "repo_association": "CONTRIBUTOR", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 45, + "young_account": true, + "follow_through_score": "mixed", + "breadth_score": "very high", + "automation_risk_signal": "medium", + "heuristic_note": "very new account; high recent PR volume; very broad repo spread; targets high-star repos", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 95, + "merged_pr_count": 42, + "closed_unmerged_pr_count": 36, + "open_pr_count": 17, + "merged_pr_rate": 0.4421, + "closed_unmerged_pr_rate": 0.3789, + "still_open_pr_rate": 0.1789, + "distinct_repos_with_authored_prs": 42, + "distinct_repos_with_open_prs": 13 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 44210, + "title": "fix(lasr): remove spurious center arg from _torch_extract_fbank_features call", + "url": "https://github.com/huggingface/transformers/pull/44210", + "state": "closed", + "merged": false, + "draft": false, + "created_at": "2026-02-22T16:06:16Z" + }, + { + "kind": "pull_request", + "number": 44204, + "title": "fix(layoutlmv2): store only_label_first_subword attribute in tokenizer", + "url": "https://github.com/huggingface/transformers/pull/44204", + "state": "closed", + "merged": false, + "draft": false, + "created_at": "2026-02-21T16:06:46Z" + }, + { + "kind": "pull_request", + "number": 44203, + "title": "fix(trainer): pass optim_args to SGD, Adagrad, and RMSprop optimizers", + "url": "https://github.com/huggingface/transformers/pull/44203", + "state": "closed", + "merged": true, + "draft": false, + "created_at": "2026-02-21T15:12:17Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "Qubitium", + "name": "Qubitium-ModelCloud", + "profile_url": "https://github.com/Qubitium", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AQubitium", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AQubitium", + "repo_first_seen_at": "2025-10-03T18:23:49Z", + "repo_last_seen_at": "2026-03-25T07:46:16Z", + "repo_primary_artifact_count": 4, + "repo_artifact_count": 31, + "snapshot_issue_count": 0, + "snapshot_pr_count": 4, + "snapshot_comment_count": 13, + "snapshot_review_count": 7, + "snapshot_review_comment_count": 7, + "repo_association": "CONTRIBUTOR", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 5658, + "young_account": false, + "follow_through_score": "strong", + "breadth_score": "moderate", + "automation_risk_signal": "low", + "heuristic_note": "extremely high recent PR volume", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 137, + "merged_pr_count": 132, + "closed_unmerged_pr_count": 2, + "open_pr_count": 3, + "merged_pr_rate": 0.9635, + "closed_unmerged_pr_rate": 0.0146, + "still_open_pr_rate": 0.0219, + "distinct_repos_with_authored_prs": 6, + "distinct_repos_with_open_prs": 2 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 44967, + "title": "Fix FA kernel launch needs correct cuda device ctx in multi-gpu env", + "url": "https://github.com/huggingface/transformers/pull/44967", + "state": "open", + "merged": false, + "draft": false, + "created_at": "2026-03-24T11:33:45Z" + }, + { + "kind": "pull_request", + "number": 44940, + "title": "fix tie_weights skipping logic is not tied to model thread scope", + "url": "https://github.com/huggingface/transformers/pull/44940", + "state": "open", + "merged": false, + "draft": false, + "created_at": "2026-03-23T09:55:57Z" + }, + { + "kind": "pull_request", + "number": 44924, + "title": "Continuous batching thread safety", + "url": "https://github.com/huggingface/transformers/pull/44924", + "state": "closed", + "merged": true, + "draft": false, + "created_at": "2026-03-22T11:46:49Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "redpanda1995", + "name": "Red Panda", + "profile_url": "https://github.com/redpanda1995", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aredpanda1995", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aredpanda1995", + "repo_first_seen_at": "2026-02-07T19:04:11Z", + "repo_last_seen_at": "2026-03-01T22:57:56Z", + "repo_primary_artifact_count": 4, + "repo_artifact_count": 37, + "snapshot_issue_count": 0, + "snapshot_pr_count": 4, + "snapshot_comment_count": 3, + "snapshot_review_count": 29, + "snapshot_review_comment_count": 1, + "repo_association": "FIRST_TIME_CONTRIBUTOR", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 80, + "young_account": true, + "follow_through_score": "weak", + "breadth_score": "low", + "automation_risk_signal": "low", + "heuristic_note": "very new account; targets high-star repos", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 6, + "merged_pr_count": 2, + "closed_unmerged_pr_count": 2, + "open_pr_count": 2, + "merged_pr_rate": 0.3333, + "closed_unmerged_pr_rate": 0.3333, + "still_open_pr_rate": 0.3333, + "distinct_repos_with_authored_prs": 3, + "distinct_repos_with_open_prs": 2 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 44378, + "title": "Fix logging with each layer with ms-swift lora fine-tuning ", + "url": "https://github.com/huggingface/transformers/pull/44378", + "state": "closed", + "merged": false, + "draft": false, + "created_at": "2026-03-01T22:57:50Z" + }, + { + "kind": "pull_request", + "number": 44377, + "title": "Implement Tensor Parallelism (TP) support for compressed tensors quantization", + "url": "https://github.com/huggingface/transformers/pull/44377", + "state": "closed", + "merged": false, + "draft": false, + "created_at": "2026-03-01T22:46:07Z" + }, + { + "kind": "pull_request", + "number": 43823, + "title": "Add `facebook/MobileLLM-125M`", + "url": "https://github.com/huggingface/transformers/pull/43823", + "state": "open", + "merged": false, + "draft": false, + "created_at": "2026-02-07T20:24:42Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "Zephyr-Blessed", + "name": null, + "profile_url": "https://github.com/Zephyr-Blessed", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AZephyr-Blessed", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AZephyr-Blessed", + "repo_first_seen_at": "2026-02-17T11:04:52Z", + "repo_last_seen_at": "2026-02-17T11:54:44Z", + "repo_primary_artifact_count": 4, + "repo_artifact_count": 13, + "snapshot_issue_count": 0, + "snapshot_pr_count": 4, + "snapshot_comment_count": 9, + "snapshot_review_count": 0, + "snapshot_review_comment_count": 0, + "repo_association": "FIRST_TIME_CONTRIBUTOR", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 42, + "young_account": true, + "follow_through_score": "weak", + "breadth_score": "moderate", + "automation_risk_signal": "medium", + "heuristic_note": "very new account; many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 10, + "merged_pr_count": 2, + "closed_unmerged_pr_count": 4, + "open_pr_count": 4, + "merged_pr_rate": 0.2, + "closed_unmerged_pr_rate": 0.4, + "still_open_pr_rate": 0.4, + "distinct_repos_with_authored_prs": 7, + "distinct_repos_with_open_prs": 3 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 44088, + "title": "Refactor GPT-2 output tracing with capture_outputs/can_return_tuple", + "url": "https://github.com/huggingface/transformers/pull/44088", + "state": "closed", + "merged": false, + "draft": false, + "created_at": "2026-02-17T11:32:42Z" + }, + { + "kind": "pull_request", + "number": 44086, + "title": "[MGP-STR] Refactor output tracing to use capture_outputs/can_return_tuple decorators", + "url": "https://github.com/huggingface/transformers/pull/44086", + "state": "open", + "merged": false, + "draft": false, + "created_at": "2026-02-17T11:21:22Z" + }, + { + "kind": "pull_request", + "number": 44085, + "title": "Refactor RemBERT to use output tracing decorators", + "url": "https://github.com/huggingface/transformers/pull/44085", + "state": "open", + "merged": false, + "draft": false, + "created_at": "2026-02-17T11:09:55Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "xenova", + "name": "Joshua Lochner", + "profile_url": "https://github.com/xenova", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Axenova", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Axenova", + "repo_first_seen_at": "2025-11-18T16:26:23Z", + "repo_last_seen_at": "2026-03-17T19:29:02Z", + "repo_primary_artifact_count": 6, + "repo_artifact_count": 35, + "snapshot_issue_count": 3, + "snapshot_pr_count": 3, + "snapshot_comment_count": 7, + "snapshot_review_count": 12, + "snapshot_review_comment_count": 10, + "repo_association": "MEMBER", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 3294, + "young_account": false, + "follow_through_score": "strong", + "breadth_score": "moderate", + "automation_risk_signal": "low", + "heuristic_note": "high recent PR volume; targets high-star repos", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 52, + "merged_pr_count": 43, + "closed_unmerged_pr_count": 0, + "open_pr_count": 9, + "merged_pr_rate": 0.8269, + "closed_unmerged_pr_rate": 0.0, + "still_open_pr_rate": 0.1731, + "distinct_repos_with_authored_prs": 6, + "distinct_repos_with_open_prs": 4 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 44763, + "title": "[nemotron_h] Add support for MLP mixers", + "url": "https://github.com/huggingface/transformers/pull/44763", + "state": "open", + "merged": false, + "draft": false, + "created_at": "2026-03-16T17:04:36Z" + }, + { + "kind": "pull_request", + "number": 44729, + "title": "Avoid floating point math for ceil operations", + "url": "https://github.com/huggingface/transformers/pull/44729", + "state": "open", + "merged": false, + "draft": false, + "created_at": "2026-03-15T20:29:38Z" + }, + { + "kind": "pull_request", + "number": 43473, + "title": "Fix Apertus model loading (NotImplementedError: Cannot copy out of meta tensor; no data!)", + "url": "https://github.com/huggingface/transformers/pull/43473", + "state": "closed", + "merged": true, + "draft": false, + "created_at": "2026-01-25T03:31:50Z" + } + ], + "issues": [ + { + "kind": "issue", + "number": 44779, + "title": "Deepseek tokenizer produces incorrect results as of v5 (works in v4)", + "url": "https://github.com/huggingface/transformers/issues/44779", + "state": "closed", + "merged": null, + "draft": null, + "created_at": "2026-03-17T00:30:56Z" + }, + { + "kind": "issue", + "number": 44496, + "title": "ValueError: Unrecognized model in allenai/Olmo-Hybrid-Instruct-SFT-7B. Should have a `model_type` key in its config.json.", + "url": "https://github.com/huggingface/transformers/issues/44496", + "state": "closed", + "merged": null, + "draft": null, + "created_at": "2026-03-06T15:17:24Z" + }, + { + "kind": "issue", + "number": 43452, + "title": "gguf_file breaks for AutoTokenizer.from_pretrained and AutoModelForCausalLM.from_pretrained", + "url": "https://github.com/huggingface/transformers/issues/43452", + "state": "closed", + "merged": null, + "draft": null, + "created_at": "2026-01-23T16:34:19Z" + } + ] + }, + "fetch_error": null + }, + { + "author_login": "albertvillanova", + "name": "Albert Villanova del Moral", + "profile_url": "https://github.com/albertvillanova", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aalbertvillanova", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aalbertvillanova", + "repo_first_seen_at": "2026-01-17T10:42:01Z", + "repo_last_seen_at": "2026-03-16T13:41:44Z", + "repo_primary_artifact_count": 5, + "repo_artifact_count": 14, + "snapshot_issue_count": 2, + "snapshot_pr_count": 3, + "snapshot_comment_count": 4, + "snapshot_review_count": 3, + "snapshot_review_comment_count": 2, + "repo_association": "MEMBER", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 4234, + "young_account": false, + "follow_through_score": "strong", + "breadth_score": "moderate", + "automation_risk_signal": "low", + "heuristic_note": "extremely high recent PR volume; targets high-star repos", + "public_orgs": [ + "huggingface", + "aiinnova", + "bigscience-workshop" + ], + "activity": { + "visible_authored_pr_count": 163, + "merged_pr_count": 157, + "closed_unmerged_pr_count": 4, + "open_pr_count": 2, + "merged_pr_rate": 0.9632, + "closed_unmerged_pr_rate": 0.0245, + "still_open_pr_rate": 0.0123, + "distinct_repos_with_authored_prs": 5, + "distinct_repos_with_open_prs": 2 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 44256, + "title": "Fix CLI NameError: name 'TypeAdapter' is not defined", + "url": "https://github.com/huggingface/transformers/pull/44256", + "state": "closed", + "merged": true, + "draft": false, + "created_at": "2026-02-24T14:54:49Z" + }, + { + "kind": "pull_request", + "number": 44223, + "title": "Fix type of TrainingArguments.logging_steps", + "url": "https://github.com/huggingface/transformers/pull/44223", + "state": "closed", + "merged": false, + "draft": false, + "created_at": "2026-02-23T08:50:04Z" + }, + { + "kind": "pull_request", + "number": 43980, + "title": "Escape % in help for ArgumentParser.add_argument to fix TypeError", + "url": "https://github.com/huggingface/transformers/pull/43980", + "state": "closed", + "merged": false, + "draft": false, + "created_at": "2026-02-13T15:43:52Z" + } + ], + "issues": [ + { + "kind": "issue", + "number": 44273, + "title": "Lazy loading is not working properly", + "url": "https://github.com/huggingface/transformers/issues/44273", + "state": "open", + "merged": null, + "draft": null, + "created_at": "2026-02-25T06:23:02Z" + }, + { + "kind": "issue", + "number": 43334, + "title": "Qwen3-VL can't be loaded in transformers dev: AttributeError: 'Qwen3VLTextConfig' object has no attribute 'pad_token_id'", + "url": "https://github.com/huggingface/transformers/issues/43334", + "state": "closed", + "merged": null, + "draft": null, + "created_at": "2026-01-17T10:42:01Z" + } + ] + }, + "fetch_error": null + }, + { + "author_login": "gabe-l-hart", + "name": "Gabe Goodhart", + "profile_url": "https://github.com/gabe-l-hart", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Agabe-l-hart", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Agabe-l-hart", + "repo_first_seen_at": "2026-02-04T17:55:19Z", + "repo_last_seen_at": "2026-03-11T18:41:58Z", + "repo_primary_artifact_count": 4, + "repo_artifact_count": 48, + "snapshot_issue_count": 1, + "snapshot_pr_count": 3, + "snapshot_comment_count": 6, + "snapshot_review_count": 19, + "snapshot_review_comment_count": 19, + "repo_association": "CONTRIBUTOR", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 5219, + "young_account": false, + "follow_through_score": "strong", + "breadth_score": "high", + "automation_risk_signal": "low", + "heuristic_note": "broad repo spread", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 23, + "merged_pr_count": 20, + "closed_unmerged_pr_count": 1, + "open_pr_count": 2, + "merged_pr_rate": 0.8696, + "closed_unmerged_pr_rate": 0.0435, + "still_open_pr_rate": 0.087, + "distinct_repos_with_authored_prs": 13, + "distinct_repos_with_open_prs": 2 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 44607, + "title": "Idefics3 without cache fix", + "url": "https://github.com/huggingface/transformers/pull/44607", + "state": "closed", + "merged": true, + "draft": false, + "created_at": "2026-03-11T18:41:58Z" + }, + { + "kind": "pull_request", + "number": 44445, + "title": "Adding support for GraniteDoclingHybrid", + "url": "https://github.com/huggingface/transformers/pull/44445", + "state": "open", + "merged": false, + "draft": true, + "created_at": "2026-03-04T20:54:17Z" + }, + { + "kind": "pull_request", + "number": 43781, + "title": "fix: Load model with co-located adapter from local path (Granite Speech)", + "url": "https://github.com/huggingface/transformers/pull/43781", + "state": "closed", + "merged": true, + "draft": false, + "created_at": "2026-02-05T21:39:09Z" + } + ], + "issues": [ + { + "kind": "issue", + "number": 43746, + "title": "[GraniteSpeechForConditionalGeneration] Models with PEFT adapters won't load from local checkpoints (from_pretrained)", + "url": "https://github.com/huggingface/transformers/issues/43746", + "state": "closed", + "merged": null, + "draft": null, + "created_at": "2026-02-04T17:55:19Z" + } + ] + }, + "fetch_error": null + }, + { + "author_login": "mbtariq82", + "name": "Muhammed", + "profile_url": "https://github.com/mbtariq82", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ambtariq82", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ambtariq82", + "repo_first_seen_at": "2026-01-26T16:18:02Z", + "repo_last_seen_at": "2026-03-02T11:05:38Z", + "repo_primary_artifact_count": 4, + "repo_artifact_count": 24, + "snapshot_issue_count": 1, + "snapshot_pr_count": 3, + "snapshot_comment_count": 8, + "snapshot_review_count": 6, + "snapshot_review_comment_count": 6, + "repo_association": "FIRST_TIME_CONTRIBUTOR", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 1216, + "young_account": false, + "follow_through_score": "weak", + "breadth_score": "low", + "automation_risk_signal": "low", + "heuristic_note": "many recent closed-unmerged PRs; targets high-star repos", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 3, + "merged_pr_count": 0, + "closed_unmerged_pr_count": 2, + "open_pr_count": 1, + "merged_pr_rate": 0.0, + "closed_unmerged_pr_rate": 0.6667, + "still_open_pr_rate": 0.3333, + "distinct_repos_with_authored_prs": 1, + "distinct_repos_with_open_prs": 1 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 43838, + "title": "Proposal to add Qwen3-ASR support [WIP]", + "url": "https://github.com/huggingface/transformers/pull/43838", + "state": "open", + "merged": false, + "draft": false, + "created_at": "2026-02-08T12:05:43Z" + }, + { + "kind": "pull_request", + "number": 43774, + "title": "Add activation offloading to trainer", + "url": "https://github.com/huggingface/transformers/pull/43774", + "state": "closed", + "merged": false, + "draft": false, + "created_at": "2026-02-05T15:52:16Z" + }, + { + "kind": "pull_request", + "number": 43501, + "title": "Added tokenizer encoder", + "url": "https://github.com/huggingface/transformers/pull/43501", + "state": "closed", + "merged": false, + "draft": false, + "created_at": "2026-01-26T16:18:02Z" + } + ], + "issues": [ + { + "kind": "issue", + "number": 43837, + "title": "Proposal to add Qwen3-ASR support", + "url": "https://github.com/huggingface/transformers/issues/43837", + "state": "open", + "merged": null, + "draft": null, + "created_at": "2026-02-08T12:00:34Z" + } + ] + }, + "fetch_error": null + }, + { + "author_login": "abigailtech", + "name": null, + "profile_url": "https://github.com/abigailtech", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aabigailtech", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aabigailtech", + "repo_first_seen_at": "2026-01-30T21:53:43Z", + "repo_last_seen_at": "2026-03-13T22:22:03Z", + "repo_primary_artifact_count": 3, + "repo_artifact_count": 8, + "snapshot_issue_count": 0, + "snapshot_pr_count": 3, + "snapshot_comment_count": 3, + "snapshot_review_count": 1, + "snapshot_review_comment_count": 1, + "repo_association": "FIRST_TIME_CONTRIBUTOR", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": null, + "young_account": false, + "follow_through_score": "n/a", + "breadth_score": "n/a", + "automation_risk_signal": "n/a", + "heuristic_note": "summary unavailable", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": null, + "merged_pr_count": null, + "closed_unmerged_pr_count": null, + "open_pr_count": null, + "merged_pr_rate": null, + "closed_unmerged_pr_rate": null, + "still_open_pr_rate": null, + "distinct_repos_with_authored_prs": null, + "distinct_repos_with_open_prs": null + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 43663, + "title": "Add _get_signature_columns method to allow custom trainers to override column filtering", + "url": "https://github.com/huggingface/transformers/pull/43663", + "state": "open", + "merged": false, + "draft": false, + "created_at": "2026-01-31T21:34:03Z" + }, + { + "kind": "pull_request", + "number": 43651, + "title": "Add _loss_is_scaled_for_ga to allow custom trainers to control gradient accumulation loss scaling", + "url": "https://github.com/huggingface/transformers/pull/43651", + "state": "open", + "merged": false, + "draft": false, + "created_at": "2026-01-31T17:51:42Z" + }, + { + "kind": "pull_request", + "number": 43636, + "title": "Add _metrics dict to Trainer for custom metric logging", + "url": "https://github.com/huggingface/transformers/pull/43636", + "state": "open", + "merged": false, + "draft": false, + "created_at": "2026-01-30T21:53:43Z" + } + ], + "issues": [] + }, + "fetch_error": "graphql request failed: 502 \r\n\r\n\r\n \r\n Unicorn! · GitHub\r\n \r\n \r\n \r\n\r\n
\r\n

\r\n \r\n

\r\n\r\n

We had issues producing the response to your request.

\r\n

Sorry about that. Please try refreshing and contact us if the problem persists.

\r\n
\r\n Contact Support —\r\n GitHub Status —\r\n @githubstatus\r\n
\r\n\r\n \r\n\r\n \r\n
\r\n \r\n\r\n" + }, + { + "author_login": "antznette1", + "name": "Anthonette Adanyin", + "profile_url": "https://github.com/antznette1", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aantznette1", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aantznette1", + "repo_first_seen_at": "2026-01-24T23:36:23Z", + "repo_last_seen_at": "2026-02-04T17:35:25Z", + "repo_primary_artifact_count": 3, + "repo_artifact_count": 5, + "snapshot_issue_count": 0, + "snapshot_pr_count": 3, + "snapshot_comment_count": 2, + "snapshot_review_count": 0, + "snapshot_review_comment_count": 0, + "repo_association": "FIRST_TIME_CONTRIBUTOR", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 1400, + "young_account": false, + "follow_through_score": "weak", + "breadth_score": "low", + "automation_risk_signal": "low", + "heuristic_note": "many recent closed-unmerged PRs; targets high-star repos", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 5, + "merged_pr_count": 0, + "closed_unmerged_pr_count": 5, + "open_pr_count": 0, + "merged_pr_rate": 0.0, + "closed_unmerged_pr_rate": 1.0, + "still_open_pr_rate": 0.0, + "distinct_repos_with_authored_prs": 2, + "distinct_repos_with_open_prs": 0 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 43745, + "title": "Fix Trainer resume_from_checkpoint to apply checkpoint conversion mappings", + "url": "https://github.com/huggingface/transformers/pull/43745", + "state": "closed", + "merged": false, + "draft": false, + "created_at": "2026-02-04T17:27:34Z" + }, + { + "kind": "pull_request", + "number": 43471, + "title": "cli: Improve serve missing dependency error", + "url": "https://github.com/huggingface/transformers/pull/43471", + "state": "closed", + "merged": false, + "draft": false, + "created_at": "2026-01-25T01:29:41Z" + }, + { + "kind": "pull_request", + "number": 43469, + "title": "argparser: Allow optional bool flags without values", + "url": "https://github.com/huggingface/transformers/pull/43469", + "state": "open", + "merged": false, + "draft": false, + "created_at": "2026-01-24T23:36:23Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "githubnemo", + "name": null, + "profile_url": "https://github.com/githubnemo", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Agithubnemo", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Agithubnemo", + "repo_first_seen_at": "2026-01-26T11:34:05Z", + "repo_last_seen_at": "2026-03-17T09:47:39Z", + "repo_primary_artifact_count": 3, + "repo_artifact_count": 8, + "snapshot_issue_count": 0, + "snapshot_pr_count": 3, + "snapshot_comment_count": 2, + "snapshot_review_count": 1, + "snapshot_review_comment_count": 2, + "repo_association": "MEMBER", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 5805, + "young_account": false, + "follow_through_score": "mixed", + "breadth_score": "moderate", + "automation_risk_signal": "low", + "heuristic_note": "targets high-star repos", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 23, + "merged_pr_count": 17, + "closed_unmerged_pr_count": 3, + "open_pr_count": 3, + "merged_pr_rate": 0.7391, + "closed_unmerged_pr_rate": 0.1304, + "still_open_pr_rate": 0.1304, + "distinct_repos_with_authored_prs": 4, + "distinct_repos_with_open_prs": 2 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 44772, + "title": "bitsandbytes: Update links and docs", + "url": "https://github.com/huggingface/transformers/pull/44772", + "state": "open", + "merged": false, + "draft": false, + "created_at": "2026-03-16T18:46:13Z" + }, + { + "kind": "pull_request", + "number": 43681, + "title": "Fix T5 v1.1 detection", + "url": "https://github.com/huggingface/transformers/pull/43681", + "state": "closed", + "merged": true, + "draft": false, + "created_at": "2026-02-02T13:12:00Z" + }, + { + "kind": "pull_request", + "number": 43494, + "title": "Fix loading of Qwen3 FP8", + "url": "https://github.com/huggingface/transformers/pull/43494", + "state": "closed", + "merged": true, + "draft": false, + "created_at": "2026-01-26T11:34:05Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "jayakumarpujar", + "name": "Jayakumar Pujar", + "profile_url": "https://github.com/jayakumarpujar", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ajayakumarpujar", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ajayakumarpujar", + "repo_first_seen_at": "2026-03-01T01:47:44Z", + "repo_last_seen_at": "2026-03-01T03:43:16Z", + "repo_primary_artifact_count": 3, + "repo_artifact_count": 3, + "snapshot_issue_count": 0, + "snapshot_pr_count": 3, + "snapshot_comment_count": 0, + "snapshot_review_count": 0, + "snapshot_review_comment_count": 0, + "repo_association": "NONE", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 2641, + "young_account": false, + "follow_through_score": "mixed", + "breadth_score": "low", + "automation_risk_signal": "low", + "heuristic_note": "\u2014", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 15, + "merged_pr_count": 11, + "closed_unmerged_pr_count": 3, + "open_pr_count": 1, + "merged_pr_rate": 0.7333, + "closed_unmerged_pr_rate": 0.2, + "still_open_pr_rate": 0.0667, + "distinct_repos_with_authored_prs": 2, + "distinct_repos_with_open_prs": 1 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 44366, + "title": "Fix resume_from_checkpoint key mismatch for models with _checkpoint_conversion_mapping", + "url": "https://github.com/huggingface/transformers/pull/44366", + "state": "closed", + "merged": false, + "draft": false, + "created_at": "2026-03-01T03:43:16Z" + }, + { + "kind": "pull_request", + "number": 44364, + "title": "Add missing ReLU in GlmMoeDsaIndexer scoring", + "url": "https://github.com/huggingface/transformers/pull/44364", + "state": "closed", + "merged": false, + "draft": false, + "created_at": "2026-03-01T02:19:14Z" + }, + { + "kind": "pull_request", + "number": 44363, + "title": "Fix off-by-one in decode_spans causing ValueError with np.argpartition", + "url": "https://github.com/huggingface/transformers/pull/44363", + "state": "closed", + "merged": false, + "draft": false, + "created_at": "2026-03-01T01:47:44Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "jnMetaCode", + "name": null, + "profile_url": "https://github.com/jnMetaCode", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AjnMetaCode", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AjnMetaCode", + "repo_first_seen_at": "2026-03-08T09:21:22Z", + "repo_last_seen_at": "2026-03-08T09:21:27Z", + "repo_primary_artifact_count": 3, + "repo_artifact_count": 3, + "snapshot_issue_count": 0, + "snapshot_pr_count": 3, + "snapshot_comment_count": 0, + "snapshot_review_count": 0, + "snapshot_review_comment_count": 0, + "repo_association": "CONTRIBUTOR", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 3989, + "young_account": false, + "follow_through_score": "weak", + "breadth_score": "very high", + "automation_risk_signal": "medium", + "heuristic_note": "extremely high recent PR volume; very broad repo spread; targets high-star repos", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 178, + "merged_pr_count": 58, + "closed_unmerged_pr_count": 53, + "open_pr_count": 67, + "merged_pr_rate": 0.3258, + "closed_unmerged_pr_rate": 0.2978, + "still_open_pr_rate": 0.3764, + "distinct_repos_with_authored_prs": 76, + "distinct_repos_with_open_prs": 46 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 44525, + "title": "Fix KeyError in _parse_type_hint when Union contains Any", + "url": "https://github.com/huggingface/transformers/pull/44525", + "state": "closed", + "merged": true, + "draft": false, + "created_at": "2026-03-08T09:21:27Z" + }, + { + "kind": "pull_request", + "number": 44524, + "title": "Fix AssistantTracker.is_active() returning False after activation with empty lists", + "url": "https://github.com/huggingface/transformers/pull/44524", + "state": "closed", + "merged": true, + "draft": false, + "created_at": "2026-03-08T09:21:25Z" + }, + { + "kind": "pull_request", + "number": 44523, + "title": "Fix error message label and docstring default in load_sharded_checkpoint", + "url": "https://github.com/huggingface/transformers/pull/44523", + "state": "closed", + "merged": true, + "draft": false, + "created_at": "2026-03-08T09:21:22Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "juliendenize", + "name": "Julien Denize", + "profile_url": "https://github.com/juliendenize", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ajuliendenize", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ajuliendenize", + "repo_first_seen_at": "2026-03-13T10:24:11Z", + "repo_last_seen_at": "2026-03-19T16:48:29Z", + "repo_primary_artifact_count": 3, + "repo_artifact_count": 13, + "snapshot_issue_count": 0, + "snapshot_pr_count": 3, + "snapshot_comment_count": 4, + "snapshot_review_count": 3, + "snapshot_review_comment_count": 3, + "repo_association": "CONTRIBUTOR", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 2829, + "young_account": false, + "follow_through_score": "mixed", + "breadth_score": "moderate", + "automation_risk_signal": "low", + "heuristic_note": "high recent PR volume; targets high-star repos", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 29, + "merged_pr_count": 20, + "closed_unmerged_pr_count": 4, + "open_pr_count": 5, + "merged_pr_rate": 0.6897, + "closed_unmerged_pr_rate": 0.1379, + "still_open_pr_rate": 0.1724, + "distinct_repos_with_authored_prs": 4, + "distinct_repos_with_open_prs": 2 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 44760, + "title": "Add Mistral 4", + "url": "https://github.com/huggingface/transformers/pull/44760", + "state": "closed", + "merged": true, + "draft": false, + "created_at": "2026-03-16T15:54:11Z" + }, + { + "kind": "pull_request", + "number": 44747, + "title": "Add apply_yarn_scaling as optional key to yarn", + "url": "https://github.com/huggingface/transformers/pull/44747", + "state": "closed", + "merged": false, + "draft": false, + "created_at": "2026-03-16T10:32:54Z" + }, + { + "kind": "pull_request", + "number": 44656, + "title": "[MistralCommonBackend] Upgrade mistral-common to v1.10.0", + "url": "https://github.com/huggingface/transformers/pull/44656", + "state": "closed", + "merged": true, + "draft": false, + "created_at": "2026-03-13T10:24:11Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "KOKOSde", + "name": "Fahad Alghanim", + "profile_url": "https://github.com/KOKOSde", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AKOKOSde", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AKOKOSde", + "repo_first_seen_at": "2026-01-30T02:06:10Z", + "repo_last_seen_at": "2026-03-04T18:16:55Z", + "repo_primary_artifact_count": 3, + "repo_artifact_count": 8, + "snapshot_issue_count": 0, + "snapshot_pr_count": 3, + "snapshot_comment_count": 1, + "snapshot_review_count": 2, + "snapshot_review_comment_count": 2, + "repo_association": "CONTRIBUTOR", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 742, + "young_account": false, + "follow_through_score": "weak", + "breadth_score": "moderate", + "automation_risk_signal": "low", + "heuristic_note": "high open PR share; targets high-star repos", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 20, + "merged_pr_count": 6, + "closed_unmerged_pr_count": 6, + "open_pr_count": 8, + "merged_pr_rate": 0.3, + "closed_unmerged_pr_rate": 0.3, + "still_open_pr_rate": 0.4, + "distinct_repos_with_authored_prs": 9, + "distinct_repos_with_open_prs": 3 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 43641, + "title": "Docs: fix SigLIP2 usage examples", + "url": "https://github.com/huggingface/transformers/pull/43641", + "state": "closed", + "merged": true, + "draft": false, + "created_at": "2026-01-31T07:00:56Z" + }, + { + "kind": "pull_request", + "number": 43640, + "title": "Improve error message for PEFT adapter without peft", + "url": "https://github.com/huggingface/transformers/pull/43640", + "state": "closed", + "merged": false, + "draft": false, + "created_at": "2026-01-31T07:00:53Z" + }, + { + "kind": "pull_request", + "number": 43610, + "title": "Docs: fix typo in weight converter guide", + "url": "https://github.com/huggingface/transformers/pull/43610", + "state": "closed", + "merged": true, + "draft": false, + "created_at": "2026-01-30T02:06:10Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "liu-jiaxuan", + "name": " Liu Jiaxuan", + "profile_url": "https://github.com/liu-jiaxuan", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aliu-jiaxuan", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aliu-jiaxuan", + "repo_first_seen_at": "2026-02-03T13:33:41Z", + "repo_last_seen_at": "2026-03-20T09:06:20Z", + "repo_primary_artifact_count": 3, + "repo_artifact_count": 152, + "snapshot_issue_count": 0, + "snapshot_pr_count": 3, + "snapshot_comment_count": 3, + "snapshot_review_count": 73, + "snapshot_review_comment_count": 73, + "repo_association": "CONTRIBUTOR", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 1752, + "young_account": false, + "follow_through_score": "mixed", + "breadth_score": "low", + "automation_risk_signal": "low", + "heuristic_note": "many recent closed-unmerged PRs; targets high-star repos", + "public_orgs": [ + "NKvision428" + ], + "activity": { + "visible_authored_pr_count": 5, + "merged_pr_count": 3, + "closed_unmerged_pr_count": 2, + "open_pr_count": 0, + "merged_pr_rate": 0.6, + "closed_unmerged_pr_rate": 0.4, + "still_open_pr_rate": 0.0, + "distinct_repos_with_authored_prs": 2, + "distinct_repos_with_open_prs": 0 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 43795, + "title": "[Model] Add PP-OCRv5_server_rec Model Support", + "url": "https://github.com/huggingface/transformers/pull/43795", + "state": "closed", + "merged": false, + "draft": false, + "created_at": "2026-02-06T11:22:56Z" + }, + { + "kind": "pull_request", + "number": 43793, + "title": "[Model] Add PP-OCRV5_mobile_rec Model Support", + "url": "https://github.com/huggingface/transformers/pull/43793", + "state": "closed", + "merged": false, + "draft": false, + "created_at": "2026-02-06T09:34:48Z" + }, + { + "kind": "pull_request", + "number": 43707, + "title": "[Model] Add SLANeXt Model Support", + "url": "https://github.com/huggingface/transformers/pull/43707", + "state": "closed", + "merged": true, + "draft": false, + "created_at": "2026-02-03T13:33:41Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "lordaarush", + "name": "Aarush Sinha", + "profile_url": "https://github.com/lordaarush", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Alordaarush", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Alordaarush", + "repo_first_seen_at": "2026-02-03T14:43:03Z", + "repo_last_seen_at": "2026-02-12T21:10:20Z", + "repo_primary_artifact_count": 3, + "repo_artifact_count": 14, + "snapshot_issue_count": 0, + "snapshot_pr_count": 3, + "snapshot_comment_count": 11, + "snapshot_review_count": 0, + "snapshot_review_comment_count": 0, + "repo_association": "CONTRIBUTOR", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 2121, + "young_account": false, + "follow_through_score": "mixed", + "breadth_score": "low", + "automation_risk_signal": "low", + "heuristic_note": "many recent closed-unmerged PRs; targets high-star repos", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 5, + "merged_pr_count": 2, + "closed_unmerged_pr_count": 2, + "open_pr_count": 1, + "merged_pr_rate": 0.4, + "closed_unmerged_pr_rate": 0.4, + "still_open_pr_rate": 0.2, + "distinct_repos_with_authored_prs": 3, + "distinct_repos_with_open_prs": 1 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 43951, + "title": "Fix AttributeError for remote models with trust_remote_code=True", + "url": "https://github.com/huggingface/transformers/pull/43951", + "state": "closed", + "merged": false, + "draft": false, + "created_at": "2026-02-12T14:32:00Z" + }, + { + "kind": "pull_request", + "number": 43770, + "title": "Remove unconditional train_batch_size assignment", + "url": "https://github.com/huggingface/transformers/pull/43770", + "state": "closed", + "merged": true, + "draft": false, + "created_at": "2026-02-05T14:25:36Z" + }, + { + "kind": "pull_request", + "number": 43718, + "title": "Fix resume_from_checkpoint ignoring user's batch size configuration", + "url": "https://github.com/huggingface/transformers/pull/43718", + "state": "closed", + "merged": false, + "draft": false, + "created_at": "2026-02-03T18:37:08Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "matisgagneux21", + "name": null, + "profile_url": "https://github.com/matisgagneux21", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Amatisgagneux21", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Amatisgagneux21", + "repo_first_seen_at": "2026-02-23T00:10:48Z", + "repo_last_seen_at": "2026-02-23T00:43:59Z", + "repo_primary_artifact_count": 3, + "repo_artifact_count": 3, + "snapshot_issue_count": 0, + "snapshot_pr_count": 3, + "snapshot_comment_count": 0, + "snapshot_review_count": 0, + "snapshot_review_comment_count": 0, + "repo_association": "CONTRIBUTOR", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 31, + "young_account": true, + "follow_through_score": "mixed", + "breadth_score": "low", + "automation_risk_signal": "medium", + "heuristic_note": "very new account; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 5, + "merged_pr_count": 3, + "closed_unmerged_pr_count": 2, + "open_pr_count": 0, + "merged_pr_rate": 0.6, + "closed_unmerged_pr_rate": 0.4, + "still_open_pr_rate": 0.0, + "distinct_repos_with_authored_prs": 3, + "distinct_repos_with_open_prs": 0 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 44219, + "title": "Docs(it): fix typo in docstring wording", + "url": "https://github.com/huggingface/transformers/pull/44219", + "state": "closed", + "merged": true, + "draft": false, + "created_at": "2026-02-23T00:43:59Z" + }, + { + "kind": "pull_request", + "number": 44218, + "title": "Docs(it): fix typo in sentencepiece install command", + "url": "https://github.com/huggingface/transformers/pull/44218", + "state": "closed", + "merged": true, + "draft": false, + "created_at": "2026-02-23T00:32:49Z" + }, + { + "kind": "pull_request", + "number": 44217, + "title": "Docs(it): update deprecated grouped_entities reference", + "url": "https://github.com/huggingface/transformers/pull/44217", + "state": "closed", + "merged": false, + "draft": false, + "created_at": "2026-02-23T00:10:48Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "onel", + "name": "Andrei Onel", + "profile_url": "https://github.com/onel", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aonel", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aonel", + "repo_first_seen_at": "2026-02-26T22:44:41Z", + "repo_last_seen_at": "2026-02-27T00:02:49Z", + "repo_primary_artifact_count": 3, + "repo_artifact_count": 3, + "snapshot_issue_count": 0, + "snapshot_pr_count": 3, + "snapshot_comment_count": 0, + "snapshot_review_count": 0, + "snapshot_review_comment_count": 0, + "repo_association": "NONE", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 5028, + "young_account": false, + "follow_through_score": "weak", + "breadth_score": "high", + "automation_risk_signal": "low", + "heuristic_note": "broad repo spread; many recent closed-unmerged PRs", + "public_orgs": [ + "code4romania", + "peermetrics" + ], + "activity": { + "visible_authored_pr_count": 23, + "merged_pr_count": 8, + "closed_unmerged_pr_count": 10, + "open_pr_count": 5, + "merged_pr_rate": 0.3478, + "closed_unmerged_pr_rate": 0.4348, + "still_open_pr_rate": 0.2174, + "distinct_repos_with_authored_prs": 13, + "distinct_repos_with_open_prs": 5 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 44311, + "title": "Add species bias documentation to model cards and docs", + "url": "https://github.com/huggingface/transformers/pull/44311", + "state": "closed", + "merged": false, + "draft": false, + "created_at": "2026-02-27T00:02:49Z" + }, + { + "kind": "pull_request", + "number": 44310, + "title": "docs: Add Pruna AI integration documentation", + "url": "https://github.com/huggingface/transformers/pull/44310", + "state": "closed", + "merged": false, + "draft": false, + "created_at": "2026-02-27T00:00:31Z" + }, + { + "kind": "pull_request", + "number": 44309, + "title": "Add SkyPilot deployment documentation to DeepSpeed guide", + "url": "https://github.com/huggingface/transformers/pull/44309", + "state": "closed", + "merged": false, + "draft": false, + "created_at": "2026-02-26T22:44:41Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "paipeline", + "name": "yanzz", + "profile_url": "https://github.com/paipeline", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Apaipeline", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Apaipeline", + "repo_first_seen_at": "2026-02-22T14:37:25Z", + "repo_last_seen_at": "2026-02-25T18:38:15Z", + "repo_primary_artifact_count": 3, + "repo_artifact_count": 3, + "snapshot_issue_count": 0, + "snapshot_pr_count": 3, + "snapshot_comment_count": 0, + "snapshot_review_count": 0, + "snapshot_review_comment_count": 0, + "repo_association": "NONE", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 1770, + "young_account": false, + "follow_through_score": "weak", + "breadth_score": "very high", + "automation_risk_signal": "high", + "heuristic_note": "high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; high open PR share; targets high-star repos", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 55, + "merged_pr_count": 2, + "closed_unmerged_pr_count": 26, + "open_pr_count": 27, + "merged_pr_rate": 0.0364, + "closed_unmerged_pr_rate": 0.4727, + "still_open_pr_rate": 0.4909, + "distinct_repos_with_authored_prs": 26, + "distinct_repos_with_open_prs": 16 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 44284, + "title": "Fix Mixtral auxiliary loss computation when output_router_logits=False", + "url": "https://github.com/huggingface/transformers/pull/44284", + "state": "closed", + "merged": false, + "draft": false, + "created_at": "2026-02-25T18:38:15Z" + }, + { + "kind": "pull_request", + "number": 44274, + "title": "Fix auxiliary load balancing loss computation when output_router_logits=False", + "url": "https://github.com/huggingface/transformers/pull/44274", + "state": "closed", + "merged": false, + "draft": false, + "created_at": "2026-02-25T06:38:02Z" + }, + { + "kind": "pull_request", + "number": 44209, + "title": "Fix LayoutLMv2Tokenizer NER crashes with word_labels", + "url": "https://github.com/huggingface/transformers/pull/44209", + "state": "closed", + "merged": false, + "draft": false, + "created_at": "2026-02-22T14:37:25Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "preetam1407", + "name": "Preetam Chhimpa", + "profile_url": "https://github.com/preetam1407", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Apreetam1407", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Apreetam1407", + "repo_first_seen_at": "2026-02-14T12:44:18Z", + "repo_last_seen_at": "2026-02-25T10:13:52Z", + "repo_primary_artifact_count": 3, + "repo_artifact_count": 6, + "snapshot_issue_count": 0, + "snapshot_pr_count": 3, + "snapshot_comment_count": 1, + "snapshot_review_count": 1, + "snapshot_review_comment_count": 1, + "repo_association": "CONTRIBUTOR", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 1917, + "young_account": false, + "follow_through_score": "weak", + "breadth_score": "low", + "automation_risk_signal": "low", + "heuristic_note": "high open PR share; targets high-star repos", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 3, + "merged_pr_count": 0, + "closed_unmerged_pr_count": 1, + "open_pr_count": 2, + "merged_pr_rate": 0.0, + "closed_unmerged_pr_rate": 0.3333, + "still_open_pr_rate": 0.6667, + "distinct_repos_with_authored_prs": 1, + "distinct_repos_with_open_prs": 1 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 44129, + "title": "Refactor SpeechT5 output tracing to standardized output capture", + "url": "https://github.com/huggingface/transformers/pull/44129", + "state": "open", + "merged": false, + "draft": false, + "created_at": "2026-02-18T11:24:13Z" + }, + { + "kind": "pull_request", + "number": 44089, + "title": "Refactor t5 output tracing", + "url": "https://github.com/huggingface/transformers/pull/44089", + "state": "closed", + "merged": false, + "draft": false, + "created_at": "2026-02-17T11:37:18Z" + }, + { + "kind": "pull_request", + "number": 44010, + "title": "[SqueezeBert] Migrate to standardized output collection decorators", + "url": "https://github.com/huggingface/transformers/pull/44010", + "state": "open", + "merged": false, + "draft": false, + "created_at": "2026-02-15T09:40:09Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "saivedant169", + "name": "Saivedant Hava", + "profile_url": "https://github.com/saivedant169", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Asaivedant169", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asaivedant169", + "repo_first_seen_at": "2026-03-14T16:47:42Z", + "repo_last_seen_at": "2026-03-16T17:19:29Z", + "repo_primary_artifact_count": 3, + "repo_artifact_count": 7, + "snapshot_issue_count": 0, + "snapshot_pr_count": 3, + "snapshot_comment_count": 3, + "snapshot_review_count": 1, + "snapshot_review_comment_count": 0, + "repo_association": "NONE", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 1690, + "young_account": false, + "follow_through_score": "mixed", + "breadth_score": "high", + "automation_risk_signal": "low", + "heuristic_note": "high recent PR volume; broad repo spread; targets high-star repos", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 44, + "merged_pr_count": 27, + "closed_unmerged_pr_count": 7, + "open_pr_count": 10, + "merged_pr_rate": 0.6136, + "closed_unmerged_pr_rate": 0.1591, + "still_open_pr_rate": 0.2273, + "distinct_repos_with_authored_prs": 16, + "distinct_repos_with_open_prs": 9 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 44707, + "title": "Add position_ids to MptForCausalLM forward pass", + "url": "https://github.com/huggingface/transformers/pull/44707", + "state": "closed", + "merged": false, + "draft": false, + "created_at": "2026-03-14T17:12:16Z" + }, + { + "kind": "pull_request", + "number": 44706, + "title": "Add position_ids to BloomForCausalLM forward pass", + "url": "https://github.com/huggingface/transformers/pull/44706", + "state": "closed", + "merged": false, + "draft": false, + "created_at": "2026-03-14T17:09:11Z" + }, + { + "kind": "pull_request", + "number": 44705, + "title": "Add position_ids to RoFormerForCausalLM forward pass", + "url": "https://github.com/huggingface/transformers/pull/44705", + "state": "closed", + "merged": false, + "draft": false, + "created_at": "2026-03-14T16:48:06Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "thecaptain789", + "name": null, + "profile_url": "https://github.com/thecaptain789", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Athecaptain789", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Athecaptain789", + "repo_first_seen_at": "2026-02-07T03:55:02Z", + "repo_last_seen_at": "2026-02-09T17:58:02Z", + "repo_primary_artifact_count": 3, + "repo_artifact_count": 3, + "snapshot_issue_count": 0, + "snapshot_pr_count": 3, + "snapshot_comment_count": 0, + "snapshot_review_count": 0, + "snapshot_review_comment_count": 0, + "repo_association": "CONTRIBUTOR", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 57, + "young_account": true, + "follow_through_score": "weak", + "breadth_score": "very high", + "automation_risk_signal": "high", + "heuristic_note": "very new account; extremely high recent PR volume; very broad repo spread; high open PR share; no visible non-self stars", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 239, + "merged_pr_count": 67, + "closed_unmerged_pr_count": 71, + "open_pr_count": 101, + "merged_pr_rate": 0.2803, + "closed_unmerged_pr_rate": 0.2971, + "still_open_pr_rate": 0.4226, + "distinct_repos_with_authored_prs": 192, + "distinct_repos_with_open_prs": 90 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 43868, + "title": "docs: correct typo 'neccessary' to 'necessary'", + "url": "https://github.com/huggingface/transformers/pull/43868", + "state": "closed", + "merged": true, + "draft": false, + "created_at": "2026-02-09T17:58:02Z" + }, + { + "kind": "pull_request", + "number": 43861, + "title": "fix: correct typo 'quantizatin_operations' to 'quantization_operations'", + "url": "https://github.com/huggingface/transformers/pull/43861", + "state": "closed", + "merged": false, + "draft": false, + "created_at": "2026-02-09T11:50:51Z" + }, + { + "kind": "pull_request", + "number": 43816, + "title": "fix: add id and resume parameters to SwanLab integration", + "url": "https://github.com/huggingface/transformers/pull/43816", + "state": "open", + "merged": false, + "draft": false, + "created_at": "2026-02-07T03:55:02Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "tirth8205", + "name": "Tirth Kanani", + "profile_url": "https://github.com/tirth8205", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Atirth8205", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Atirth8205", + "repo_first_seen_at": "2026-02-17T23:31:31Z", + "repo_last_seen_at": "2026-02-17T23:56:48Z", + "repo_primary_artifact_count": 3, + "repo_artifact_count": 3, + "snapshot_issue_count": 0, + "snapshot_pr_count": 3, + "snapshot_comment_count": 0, + "snapshot_review_count": 0, + "snapshot_review_comment_count": 0, + "repo_association": "NONE", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 2073, + "young_account": false, + "follow_through_score": "mixed", + "breadth_score": "moderate", + "automation_risk_signal": "low", + "heuristic_note": "high recent PR volume", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 27, + "merged_pr_count": 24, + "closed_unmerged_pr_count": 3, + "open_pr_count": 0, + "merged_pr_rate": 0.8889, + "closed_unmerged_pr_rate": 0.1111, + "still_open_pr_rate": 0.0, + "distinct_repos_with_authored_prs": 4, + "distinct_repos_with_open_prs": 0 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 44120, + "title": "fix: allow image_transforms.resize to handle negative values after normalization", + "url": "https://github.com/huggingface/transformers/pull/44120", + "state": "closed", + "merged": false, + "draft": false, + "created_at": "2026-02-17T23:56:48Z" + }, + { + "kind": "pull_request", + "number": 44119, + "title": "fix: handle None value from TOKENIZER_MAPPING_NAMES.get() in AutoTokenizer", + "url": "https://github.com/huggingface/transformers/pull/44119", + "state": "closed", + "merged": false, + "draft": false, + "created_at": "2026-02-17T23:53:20Z" + }, + { + "kind": "pull_request", + "number": 44118, + "title": "fix: ModelOutput keys not updated when setting previously-None dataclass fields", + "url": "https://github.com/huggingface/transformers/pull/44118", + "state": "closed", + "merged": false, + "draft": false, + "created_at": "2026-02-17T23:31:31Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "tobyliu2004", + "name": "tobyliu2004", + "profile_url": "https://github.com/tobyliu2004", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Atobyliu2004", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Atobyliu2004", + "repo_first_seen_at": "2026-01-29T01:07:32Z", + "repo_last_seen_at": "2026-02-06T19:53:01Z", + "repo_primary_artifact_count": 3, + "repo_artifact_count": 8, + "snapshot_issue_count": 0, + "snapshot_pr_count": 3, + "snapshot_comment_count": 5, + "snapshot_review_count": 0, + "snapshot_review_comment_count": 0, + "repo_association": "CONTRIBUTOR", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 1322, + "young_account": false, + "follow_through_score": "weak", + "breadth_score": "low", + "automation_risk_signal": "low", + "heuristic_note": "targets high-star repos", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 3, + "merged_pr_count": 1, + "closed_unmerged_pr_count": 1, + "open_pr_count": 1, + "merged_pr_rate": 0.3333, + "closed_unmerged_pr_rate": 0.3333, + "still_open_pr_rate": 0.3333, + "distinct_repos_with_authored_prs": 1, + "distinct_repos_with_open_prs": 1 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 43812, + "title": "Fix: Import torch.nn for type hints even when PyTorch is disabled", + "url": "https://github.com/huggingface/transformers/pull/43812", + "state": "open", + "merged": false, + "draft": false, + "created_at": "2026-02-06T19:53:01Z" + }, + { + "kind": "pull_request", + "number": 43608, + "title": "Cast byte_count to int in caching_allocator_warmup for MPS compatibility", + "url": "https://github.com/huggingface/transformers/pull/43608", + "state": "closed", + "merged": true, + "draft": false, + "created_at": "2026-01-29T18:37:54Z" + }, + { + "kind": "pull_request", + "number": 43573, + "title": "Fix: Add missing pad_token_id to StableLmConfig", + "url": "https://github.com/huggingface/transformers/pull/43573", + "state": "closed", + "merged": false, + "draft": false, + "created_at": "2026-01-29T01:10:03Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "Deep-unlearning", + "name": "Steven Zheng", + "profile_url": "https://github.com/Deep-unlearning", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ADeep-unlearning", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ADeep-unlearning", + "repo_first_seen_at": "2024-12-11T18:43:56Z", + "repo_last_seen_at": "2026-02-21T08:39:53Z", + "repo_primary_artifact_count": 5, + "repo_artifact_count": 16, + "snapshot_issue_count": 0, + "snapshot_pr_count": 5, + "snapshot_comment_count": 1, + "snapshot_review_count": 5, + "snapshot_review_comment_count": 5, + "repo_association": "MEMBER", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 2301, + "young_account": false, + "follow_through_score": "strong", + "breadth_score": "low", + "automation_risk_signal": "low", + "heuristic_note": "\u2014", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 13, + "merged_pr_count": 11, + "closed_unmerged_pr_count": 1, + "open_pr_count": 1, + "merged_pr_rate": 0.8462, + "closed_unmerged_pr_rate": 0.0769, + "still_open_pr_rate": 0.0769, + "distinct_repos_with_authored_prs": 3, + "distinct_repos_with_open_prs": 1 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 44115, + "title": "[docs] fix broken chat_templating links in tasks docs", + "url": "https://github.com/huggingface/transformers/pull/44115", + "state": "closed", + "merged": true, + "draft": false, + "created_at": "2026-02-17T21:32:55Z" + }, + { + "kind": "pull_request", + "number": 43865, + "title": "update somes audio models", + "url": "https://github.com/huggingface/transformers/pull/43865", + "state": "closed", + "merged": true, + "draft": false, + "created_at": "2026-02-09T15:12:33Z" + }, + { + "kind": "pull_request", + "number": 43413, + "title": "audio text to text task guide", + "url": "https://github.com/huggingface/transformers/pull/43413", + "state": "closed", + "merged": true, + "draft": false, + "created_at": "2026-01-22T15:18:01Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "engmohamedsalah", + "name": "Mohamed Salah", + "profile_url": "https://github.com/engmohamedsalah", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aengmohamedsalah", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aengmohamedsalah", + "repo_first_seen_at": "2026-01-10T13:15:19Z", + "repo_last_seen_at": "2026-02-17T18:04:48Z", + "repo_primary_artifact_count": 5, + "repo_artifact_count": 8, + "snapshot_issue_count": 0, + "snapshot_pr_count": 5, + "snapshot_comment_count": 3, + "snapshot_review_count": 0, + "snapshot_review_comment_count": 0, + "repo_association": "NONE", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 4722, + "young_account": false, + "follow_through_score": "weak", + "breadth_score": "low", + "automation_risk_signal": "medium", + "heuristic_note": "many recent closed-unmerged PRs; high open PR share", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 5, + "merged_pr_count": 1, + "closed_unmerged_pr_count": 2, + "open_pr_count": 2, + "merged_pr_rate": 0.2, + "closed_unmerged_pr_rate": 0.4, + "still_open_pr_rate": 0.4, + "distinct_repos_with_authored_prs": 2, + "distinct_repos_with_open_prs": 1 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 44103, + "title": "Fix glm_moe_dsa", + "url": "https://github.com/huggingface/transformers/pull/44103", + "state": "closed", + "merged": false, + "draft": false, + "created_at": "2026-02-17T18:04:48Z" + }, + { + "kind": "pull_request", + "number": 44058, + "title": "Fix skipped tests for glm_moe_dsa model", + "url": "https://github.com/huggingface/transformers/pull/44058", + "state": "closed", + "merged": false, + "draft": false, + "created_at": "2026-02-16T19:24:30Z" + }, + { + "kind": "pull_request", + "number": 43467, + "title": "Fix GLM-Image integration tests to use correct model class", + "url": "https://github.com/huggingface/transformers/pull/43467", + "state": "closed", + "merged": false, + "draft": false, + "created_at": "2026-01-24T18:06:10Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "lashahub", + "name": "Lasha Koroshinadze", + "profile_url": "https://github.com/lashahub", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Alashahub", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Alashahub", + "repo_first_seen_at": "2026-01-08T16:47:50Z", + "repo_last_seen_at": "2026-03-24T18:00:09Z", + "repo_primary_artifact_count": 4, + "repo_artifact_count": 24, + "snapshot_issue_count": 0, + "snapshot_pr_count": 4, + "snapshot_comment_count": 6, + "snapshot_review_count": 7, + "snapshot_review_comment_count": 7, + "repo_association": "CONTRIBUTOR", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 3316, + "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": 3, + "merged_pr_count": 1, + "closed_unmerged_pr_count": 0, + "open_pr_count": 2, + "merged_pr_rate": 0.3333, + "closed_unmerged_pr_rate": 0.0, + "still_open_pr_rate": 0.6667, + "distinct_repos_with_authored_prs": 2, + "distinct_repos_with_open_prs": 1 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 44830, + "title": "Add AudioFlamingoNext model", + "url": "https://github.com/huggingface/transformers/pull/44830", + "state": "open", + "merged": false, + "draft": false, + "created_at": "2026-03-18T14:31:45Z" + }, + { + "kind": "pull_request", + "number": 43538, + "title": "Add Music Flamingo", + "url": "https://github.com/huggingface/transformers/pull/43538", + "state": "open", + "merged": false, + "draft": false, + "created_at": "2026-01-27T17:37:34Z" + }, + { + "kind": "pull_request", + "number": 43458, + "title": "Add Music Flamingo support to Audio Flamingo 3", + "url": "https://github.com/huggingface/transformers/pull/43458", + "state": "closed", + "merged": false, + "draft": false, + "created_at": "2026-01-24T04:02:17Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "JaredforReal", + "name": "Jared Wen", + "profile_url": "https://github.com/JaredforReal", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AJaredforReal", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AJaredforReal", + "repo_first_seen_at": "2026-01-19T05:05:55Z", + "repo_last_seen_at": "2026-03-10T09:58:04Z", + "repo_primary_artifact_count": 3, + "repo_artifact_count": 73, + "snapshot_issue_count": 0, + "snapshot_pr_count": 3, + "snapshot_comment_count": 8, + "snapshot_review_count": 31, + "snapshot_review_comment_count": 31, + "repo_association": "CONTRIBUTOR", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 955, + "young_account": false, + "follow_through_score": "strong", + "breadth_score": "high", + "automation_risk_signal": "low", + "heuristic_note": "high recent PR volume; broad repo spread", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 44, + "merged_pr_count": 40, + "closed_unmerged_pr_count": 2, + "open_pr_count": 2, + "merged_pr_rate": 0.9091, + "closed_unmerged_pr_rate": 0.0455, + "still_open_pr_rate": 0.0455, + "distinct_repos_with_authored_prs": 11, + "distinct_repos_with_open_prs": 2 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 43912, + "title": "[fix][wip] GlmMoeDsa: try implement DSA", + "url": "https://github.com/huggingface/transformers/pull/43912", + "state": "closed", + "merged": true, + "draft": false, + "created_at": "2026-02-11T12:37:41Z" + }, + { + "kind": "pull_request", + "number": 43894, + "title": "[fix] GlmMoeDsa model", + "url": "https://github.com/huggingface/transformers/pull/43894", + "state": "closed", + "merged": false, + "draft": false, + "created_at": "2026-02-10T14:56:42Z" + }, + { + "kind": "pull_request", + "number": 43342, + "title": "[GLM-Image] Add batch > 1 support and fix configuration defaults", + "url": "https://github.com/huggingface/transformers/pull/43342", + "state": "closed", + "merged": true, + "draft": false, + "created_at": "2026-01-19T05:05:55Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "Olexandr88", + "name": null, + "profile_url": "https://github.com/Olexandr88", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AOlexandr88", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AOlexandr88", + "repo_first_seen_at": "2025-12-26T13:28:31Z", + "repo_last_seen_at": "2026-03-13T11:08:13Z", + "repo_primary_artifact_count": 3, + "repo_artifact_count": 3, + "snapshot_issue_count": 0, + "snapshot_pr_count": 3, + "snapshot_comment_count": 0, + "snapshot_review_count": 0, + "snapshot_review_comment_count": 0, + "repo_association": "CONTRIBUTOR", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 1600, + "young_account": false, + "follow_through_score": "weak", + "breadth_score": "very high", + "automation_risk_signal": "medium", + "heuristic_note": "extremely high recent PR volume; very broad repo spread; high open PR share", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 131, + "merged_pr_count": 33, + "closed_unmerged_pr_count": 38, + "open_pr_count": 60, + "merged_pr_rate": 0.2519, + "closed_unmerged_pr_rate": 0.2901, + "still_open_pr_rate": 0.458, + "distinct_repos_with_authored_prs": 110, + "distinct_repos_with_open_prs": 60 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 44659, + "title": "docs: remove outdated use_diff docstring from DistributedConfig.to_js\u2026", + "url": "https://github.com/huggingface/transformers/pull/44659", + "state": "open", + "merged": false, + "draft": false, + "created_at": "2026-03-13T11:08:13Z" + }, + { + "kind": "pull_request", + "number": 43544, + "title": "Fix typos in add_new_model_like docstrings", + "url": "https://github.com/huggingface/transformers/pull/43544", + "state": "closed", + "merged": true, + "draft": false, + "created_at": "2026-01-28T06:28:03Z" + }, + { + "kind": "pull_request", + "number": 43050, + "title": "Fix safe _file_ access in CLIP lazy module", + "url": "https://github.com/huggingface/transformers/pull/43050", + "state": "closed", + "merged": false, + "draft": false, + "created_at": "2025-12-26T13:28:31Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "quic-meetkuma", + "name": "Meet Patel", + "profile_url": "https://github.com/quic-meetkuma", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aquic-meetkuma", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aquic-meetkuma", + "repo_first_seen_at": "2025-12-04T10:14:17Z", + "repo_last_seen_at": "2026-02-20T08:04:37Z", + "repo_primary_artifact_count": 6, + "repo_artifact_count": 9, + "snapshot_issue_count": 4, + "snapshot_pr_count": 2, + "snapshot_comment_count": 3, + "snapshot_review_count": 0, + "snapshot_review_comment_count": 0, + "repo_association": "CONTRIBUTOR", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 393, + "young_account": false, + "follow_through_score": "mixed", + "breadth_score": "low", + "automation_risk_signal": "low", + "heuristic_note": "no visible non-self stars; targets high-star repos", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 4, + "merged_pr_count": 3, + "closed_unmerged_pr_count": 1, + "open_pr_count": 0, + "merged_pr_rate": 0.75, + "closed_unmerged_pr_rate": 0.25, + "still_open_pr_rate": 0.0, + "distinct_repos_with_authored_prs": 2, + "distinct_repos_with_open_prs": 0 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 43933, + "title": "Added support for qaic backend for Qualcomm's AI Accelerator", + "url": "https://github.com/huggingface/transformers/pull/43933", + "state": "closed", + "merged": false, + "draft": true, + "created_at": "2026-02-12T06:14:52Z" + }, + { + "kind": "pull_request", + "number": 43932, + "title": "Inclusion of process_group in the gather_full_tensor function in tensor_parallel.py", + "url": "https://github.com/huggingface/transformers/pull/43932", + "state": "closed", + "merged": true, + "draft": false, + "created_at": "2026-02-12T05:49:32Z" + } + ], + "issues": [ + { + "kind": "issue", + "number": 44169, + "title": "Need an example for FSDP + FP16 training", + "url": "https://github.com/huggingface/transformers/issues/44169", + "state": "open", + "merged": null, + "draft": null, + "created_at": "2026-02-20T08:04:37Z" + }, + { + "kind": "issue", + "number": 43908, + "title": "What is the process of adding a new hardware backend for Trainer?", + "url": "https://github.com/huggingface/transformers/issues/43908", + "state": "closed", + "merged": null, + "draft": null, + "created_at": "2026-02-11T08:32:48Z" + }, + { + "kind": "issue", + "number": 43048, + "title": "Need to understand difference between TP support via transformers code v/s Pytorch's native parallelize_module API.", + "url": "https://github.com/huggingface/transformers/issues/43048", + "state": "closed", + "merged": null, + "draft": null, + "created_at": "2025-12-26T10:05:38Z" + } + ] + }, + "fetch_error": null + }, + { + "author_login": "ITcarrot", + "name": "\u5c0f\u9a6c\u4e00\u53ea", + "profile_url": "https://github.com/ITcarrot", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AITcarrot", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AITcarrot", + "repo_first_seen_at": "2026-01-25T01:50:15Z", + "repo_last_seen_at": "2026-01-28T04:38:01Z", + "repo_primary_artifact_count": 3, + "repo_artifact_count": 6, + "snapshot_issue_count": 1, + "snapshot_pr_count": 2, + "snapshot_comment_count": 3, + "snapshot_review_count": 0, + "snapshot_review_comment_count": 0, + "repo_association": "FIRST_TIME_CONTRIBUTOR", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 2807, + "young_account": false, + "follow_through_score": "weak", + "breadth_score": "low", + "automation_risk_signal": "low", + "heuristic_note": "high open PR share; targets high-star repos", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 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": 1, + "distinct_repos_with_open_prs": 1 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 43543, + "title": "Fix fp16 underflow in MoE load balancing loss by enforcing fp32 softmax", + "url": "https://github.com/huggingface/transformers/pull/43543", + "state": "open", + "merged": false, + "draft": false, + "created_at": "2026-01-28T04:38:01Z" + }, + { + "kind": "pull_request", + "number": 43542, + "title": "fix: output router capture wrong router logits in qwen moe models", + "url": "https://github.com/huggingface/transformers/pull/43542", + "state": "open", + "merged": false, + "draft": false, + "created_at": "2026-01-28T04:07:48Z" + } + ], + "issues": [ + { + "kind": "issue", + "number": 43472, + "title": "Introduce standardized BatchLinear module for MoE architectures to facilitate PEFT and Quantization", + "url": "https://github.com/huggingface/transformers/issues/43472", + "state": "open", + "merged": null, + "draft": null, + "created_at": "2026-01-25T01:50:15Z" + } + ] + }, + "fetch_error": null + }, + { + "author_login": "jw9603", + "name": "Jiwon Jeong", + "profile_url": "https://github.com/jw9603", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ajw9603", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ajw9603", + "repo_first_seen_at": "2026-03-04T00:51:26Z", + "repo_last_seen_at": "2026-03-06T09:29:35Z", + "repo_primary_artifact_count": 3, + "repo_artifact_count": 7, + "snapshot_issue_count": 1, + "snapshot_pr_count": 2, + "snapshot_comment_count": 4, + "snapshot_review_count": 0, + "snapshot_review_comment_count": 0, + "repo_association": "CONTRIBUTOR", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 2028, + "young_account": false, + "follow_through_score": "mixed", + "breadth_score": "low", + "automation_risk_signal": "low", + "heuristic_note": "many recent closed-unmerged PRs; targets high-star repos", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 2, + "merged_pr_count": 1, + "closed_unmerged_pr_count": 1, + "open_pr_count": 0, + "merged_pr_rate": 0.5, + "closed_unmerged_pr_rate": 0.5, + "still_open_pr_rate": 0.0, + "distinct_repos_with_authored_prs": 1, + "distinct_repos_with_open_prs": 0 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 44436, + "title": "Fix continuous batching for multimodal models", + "url": "https://github.com/huggingface/transformers/pull/44436", + "state": "closed", + "merged": true, + "draft": false, + "created_at": "2026-03-04T15:26:48Z" + }, + { + "kind": "pull_request", + "number": 44424, + "title": "Fix `transformers serve --continuous-batching` for multimodal models", + "url": "https://github.com/huggingface/transformers/pull/44424", + "state": "closed", + "merged": false, + "draft": false, + "created_at": "2026-03-04T00:56:08Z" + } + ], + "issues": [ + { + "kind": "issue", + "number": 44423, + "title": "[Bug] `transformers serve --continuous-batching` crashes with multimodal models (Qwen3.5) \u2014 AttributeError: 'str' object has no attribute 'to'", + "url": "https://github.com/huggingface/transformers/issues/44423", + "state": "closed", + "merged": null, + "draft": null, + "created_at": "2026-03-04T00:51:26Z" + } + ] + }, + "fetch_error": null + }, + { + "author_login": "pavel-esir", + "name": "Pavel Esir", + "profile_url": "https://github.com/pavel-esir", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Apavel-esir", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Apavel-esir", + "repo_first_seen_at": "2026-02-09T11:45:22Z", + "repo_last_seen_at": "2026-02-25T08:02:29Z", + "repo_primary_artifact_count": 3, + "repo_artifact_count": 5, + "snapshot_issue_count": 1, + "snapshot_pr_count": 2, + "snapshot_comment_count": 2, + "snapshot_review_count": 0, + "snapshot_review_comment_count": 0, + "repo_association": "CONTRIBUTOR", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 4543, + "young_account": false, + "follow_through_score": "strong", + "breadth_score": "low", + "automation_risk_signal": "low", + "heuristic_note": "\u2014", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 14, + "merged_pr_count": 11, + "closed_unmerged_pr_count": 0, + "open_pr_count": 3, + "merged_pr_rate": 0.7857, + "closed_unmerged_pr_rate": 0.0, + "still_open_pr_rate": 0.2143, + "distinct_repos_with_authored_prs": 3, + "distinct_repos_with_open_prs": 2 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 43911, + "title": "add Llama to mapping names in tokenization_auto.py", + "url": "https://github.com/huggingface/transformers/pull/43911", + "state": "open", + "merged": false, + "draft": false, + "created_at": "2026-02-11T10:53:54Z" + }, + { + "kind": "pull_request", + "number": 43860, + "title": "Update ModelType for Unigram tokenizer", + "url": "https://github.com/huggingface/transformers/pull/43860", + "state": "closed", + "merged": true, + "draft": false, + "created_at": "2026-02-09T11:45:22Z" + } + ], + "issues": [ + { + "kind": "issue", + "number": 43975, + "title": "`deepseek-ai/deepseek-coder-6.7b-instruct` incorrectly detokenizes in v5", + "url": "https://github.com/huggingface/transformers/issues/43975", + "state": "closed", + "merged": null, + "draft": null, + "created_at": "2026-02-13T11:34:53Z" + } + ] + }, + "fetch_error": null + }, + { + "author_login": "yiliu30", + "name": "Yi Liu", + "profile_url": "https://github.com/yiliu30", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ayiliu30", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ayiliu30", + "repo_first_seen_at": "2026-01-14T12:32:00Z", + "repo_last_seen_at": "2026-02-05T11:56:08Z", + "repo_primary_artifact_count": 3, + "repo_artifact_count": 15, + "snapshot_issue_count": 1, + "snapshot_pr_count": 2, + "snapshot_comment_count": 10, + "snapshot_review_count": 1, + "snapshot_review_comment_count": 1, + "repo_association": "CONTRIBUTOR", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 1403, + "young_account": false, + "follow_through_score": "mixed", + "breadth_score": "high", + "automation_risk_signal": "medium", + "heuristic_note": "high recent PR volume; broad repo spread", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 52, + "merged_pr_count": 30, + "closed_unmerged_pr_count": 12, + "open_pr_count": 10, + "merged_pr_rate": 0.5769, + "closed_unmerged_pr_rate": 0.2308, + "still_open_pr_rate": 0.1923, + "distinct_repos_with_authored_prs": 17, + "distinct_repos_with_open_prs": 8 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 43670, + "title": "Fix FP8Expert for Qwen", + "url": "https://github.com/huggingface/transformers/pull/43670", + "state": "closed", + "merged": true, + "draft": false, + "created_at": "2026-02-02T02:06:14Z" + }, + { + "kind": "pull_request", + "number": 43616, + "title": "Fix `FP8Expert` for DeepSeek R1", + "url": "https://github.com/huggingface/transformers/pull/43616", + "state": "closed", + "merged": true, + "draft": false, + "created_at": "2026-01-30T08:45:18Z" + } + ], + "issues": [ + { + "kind": "issue", + "number": 43284, + "title": "Customize Quantization-Friendly Backward Compatibility", + "url": "https://github.com/huggingface/transformers/issues/43284", + "state": "closed", + "merged": null, + "draft": null, + "created_at": "2026-01-14T12:32:00Z" + } + ] + }, + "fetch_error": null + }, + { + "author_login": "23atharvaS", + "name": "atharva sawant (contributor account)", + "profile_url": "https://github.com/23atharvaS", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3A23atharvaS", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3A23atharvaS", + "repo_first_seen_at": "2026-02-17T05:25:26Z", + "repo_last_seen_at": "2026-02-18T07:24:42Z", + "repo_primary_artifact_count": 2, + "repo_artifact_count": 7, + "snapshot_issue_count": 0, + "snapshot_pr_count": 2, + "snapshot_comment_count": 5, + "snapshot_review_count": 0, + "snapshot_review_comment_count": 0, + "repo_association": "FIRST_TIME_CONTRIBUTOR", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 139, + "young_account": true, + "follow_through_score": "weak", + "breadth_score": "low", + "automation_risk_signal": "medium", + "heuristic_note": "young account; many recent closed-unmerged PRs; 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": 1, + "open_pr_count": 1, + "merged_pr_rate": 0.0, + "closed_unmerged_pr_rate": 0.5, + "still_open_pr_rate": 0.5, + "distinct_repos_with_authored_prs": 1, + "distinct_repos_with_open_prs": 1 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 44114, + "title": "Migrate wav2vec2, wav2vec2_conformer, and wav2vec2_bert to standardized output collection decorators", + "url": "https://github.com/huggingface/transformers/pull/44114", + "state": "open", + "merged": false, + "draft": false, + "created_at": "2026-02-17T21:17:35Z" + }, + { + "kind": "pull_request", + "number": 44067, + "title": "Add `eval_on_end` argument to Trainer for final evaluation after training", + "url": "https://github.com/huggingface/transformers/pull/44067", + "state": "closed", + "merged": false, + "draft": false, + "created_at": "2026-02-17T05:25:26Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "BenjaminBossan", + "name": "Benjamin Bossan", + "profile_url": "https://github.com/BenjaminBossan", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ABenjaminBossan", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ABenjaminBossan", + "repo_first_seen_at": "2024-10-17T11:56:32Z", + "repo_last_seen_at": "2026-03-23T13:54:27Z", + "repo_primary_artifact_count": 2, + "repo_artifact_count": 15, + "snapshot_issue_count": 0, + "snapshot_pr_count": 2, + "snapshot_comment_count": 6, + "snapshot_review_count": 3, + "snapshot_review_comment_count": 4, + "repo_association": "MEMBER", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 4478, + "young_account": false, + "follow_through_score": "mixed", + "breadth_score": "low", + "automation_risk_signal": "low", + "heuristic_note": "high recent PR volume; targets high-star repos", + "public_orgs": [ + "huggingface" + ], + "activity": { + "visible_authored_pr_count": 33, + "merged_pr_count": 21, + "closed_unmerged_pr_count": 0, + "open_pr_count": 12, + "merged_pr_rate": 0.6364, + "closed_unmerged_pr_rate": 0.0, + "still_open_pr_rate": 0.3636, + "distinct_repos_with_authored_prs": 3, + "distinct_repos_with_open_prs": 1 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 44592, + "title": "FIX Multiple PEFT errors after v5 transition", + "url": "https://github.com/huggingface/transformers/pull/44592", + "state": "closed", + "merged": true, + "draft": false, + "created_at": "2026-03-11T10:41:51Z" + }, + { + "kind": "pull_request", + "number": 44478, + "title": "[WIP] FIX Make Mixtral LoRA loading work", + "url": "https://github.com/huggingface/transformers/pull/44478", + "state": "closed", + "merged": true, + "draft": false, + "created_at": "2026-03-05T17:19:31Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "bhargav-patel-29", + "name": null, + "profile_url": "https://github.com/bhargav-patel-29", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Abhargav-patel-29", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Abhargav-patel-29", + "repo_first_seen_at": "2026-02-05T02:43:45Z", + "repo_last_seen_at": "2026-02-10T11:02:13Z", + "repo_primary_artifact_count": 2, + "repo_artifact_count": 2, + "snapshot_issue_count": 0, + "snapshot_pr_count": 2, + "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, + "report_reason": null, + "account_age_days": 197, + "young_account": true, + "follow_through_score": "weak", + "breadth_score": "low", + "automation_risk_signal": "medium", + "heuristic_note": "young account; many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 4, + "merged_pr_count": 0, + "closed_unmerged_pr_count": 2, + "open_pr_count": 2, + "merged_pr_rate": 0.0, + "closed_unmerged_pr_rate": 0.5, + "still_open_pr_rate": 0.5, + "distinct_repos_with_authored_prs": 2, + "distinct_repos_with_open_prs": 2 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 43888, + "title": "Support for BharatGen's Param2MoE model architecture", + "url": "https://github.com/huggingface/transformers/pull/43888", + "state": "open", + "merged": false, + "draft": false, + "created_at": "2026-02-10T11:02:13Z" + }, + { + "kind": "pull_request", + "number": 43752, + "title": "Param2moe v4.52.3", + "url": "https://github.com/huggingface/transformers/pull/43752", + "state": "closed", + "merged": false, + "draft": false, + "created_at": "2026-02-05T02:43:45Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "Charly21r", + "name": "Carlos Redondo", + "profile_url": "https://github.com/Charly21r", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ACharly21r", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ACharly21r", + "repo_first_seen_at": "2026-03-13T09:00:25Z", + "repo_last_seen_at": "2026-03-23T16:07:50Z", + "repo_primary_artifact_count": 2, + "repo_artifact_count": 4, + "snapshot_issue_count": 0, + "snapshot_pr_count": 2, + "snapshot_comment_count": 2, + "snapshot_review_count": 0, + "snapshot_review_comment_count": 0, + "repo_association": "FIRST_TIME_CONTRIBUTOR", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 336, + "young_account": true, + "follow_through_score": "weak", + "breadth_score": "low", + "automation_risk_signal": "medium", + "heuristic_note": "young account; many recent closed-unmerged PRs; high open PR share; targets high-star repos", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 2, + "merged_pr_count": 0, + "closed_unmerged_pr_count": 1, + "open_pr_count": 1, + "merged_pr_rate": 0.0, + "closed_unmerged_pr_rate": 0.5, + "still_open_pr_rate": 0.5, + "distinct_repos_with_authored_prs": 1, + "distinct_repos_with_open_prs": 1 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 44949, + "title": "Fix: NotebookProgressCallback crash when evaluating with the Trainer", + "url": "https://github.com/huggingface/transformers/pull/44949", + "state": "open", + "merged": false, + "draft": false, + "created_at": "2026-03-23T16:07:50Z" + }, + { + "kind": "pull_request", + "number": 44658, + "title": "Fix: fix Pipeline's save_pretrained method (issue #44655)", + "url": "https://github.com/huggingface/transformers/pull/44658", + "state": "closed", + "merged": false, + "draft": false, + "created_at": "2026-03-13T10:36:22Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "guoyangzhen", + "name": "guoyangzhen", + "profile_url": "https://github.com/guoyangzhen", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aguoyangzhen", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aguoyangzhen", + "repo_first_seen_at": "2026-03-20T13:03:54Z", + "repo_last_seen_at": "2026-03-20T22:08:49Z", + "repo_primary_artifact_count": 2, + "repo_artifact_count": 2, + "snapshot_issue_count": 0, + "snapshot_pr_count": 2, + "snapshot_comment_count": 0, + "snapshot_review_count": 0, + "snapshot_review_comment_count": 0, + "repo_association": "NONE", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 2568, + "young_account": false, + "follow_through_score": "weak", + "breadth_score": "very high", + "automation_risk_signal": "medium", + "heuristic_note": "extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 106, + "merged_pr_count": 7, + "closed_unmerged_pr_count": 26, + "open_pr_count": 73, + "merged_pr_rate": 0.066, + "closed_unmerged_pr_rate": 0.2453, + "still_open_pr_rate": 0.6887, + "distinct_repos_with_authored_prs": 54, + "distinct_repos_with_open_prs": 37 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 44902, + "title": "fix: Whisper word timestamp OOB access on trailing replacement char", + "url": "https://github.com/huggingface/transformers/pull/44902", + "state": "closed", + "merged": false, + "draft": false, + "created_at": "2026-03-20T22:08:49Z" + }, + { + "kind": "pull_request", + "number": 44885, + "title": "fix: prevent IndexError in Whisper word timestamp decode", + "url": "https://github.com/huggingface/transformers/pull/44885", + "state": "closed", + "merged": false, + "draft": false, + "created_at": "2026-03-20T13:03:54Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "haosenwang1018", + "name": null, + "profile_url": "https://github.com/haosenwang1018", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ahaosenwang1018", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ahaosenwang1018", + "repo_first_seen_at": "2026-02-26T00:58:35Z", + "repo_last_seen_at": "2026-02-27T03:27:26Z", + "repo_primary_artifact_count": 2, + "repo_artifact_count": 3, + "snapshot_issue_count": 0, + "snapshot_pr_count": 2, + "snapshot_comment_count": 1, + "snapshot_review_count": 0, + "snapshot_review_comment_count": 0, + "repo_association": "NONE", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": null, + "young_account": false, + "follow_through_score": "n/a", + "breadth_score": "n/a", + "automation_risk_signal": "n/a", + "heuristic_note": "summary unavailable", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": null, + "merged_pr_count": null, + "closed_unmerged_pr_count": null, + "open_pr_count": null, + "merged_pr_rate": null, + "closed_unmerged_pr_rate": null, + "still_open_pr_rate": null, + "distinct_repos_with_authored_prs": null, + "distinct_repos_with_open_prs": null + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 44312, + "title": "fix: replace 8 bare except clauses with except Exception", + "url": "https://github.com/huggingface/transformers/pull/44312", + "state": "closed", + "merged": false, + "draft": false, + "created_at": "2026-02-27T01:00:33Z" + }, + { + "kind": "pull_request", + "number": 44289, + "title": "fix: replace 8 bare except clauses with except Exception", + "url": "https://github.com/huggingface/transformers/pull/44289", + "state": "closed", + "merged": false, + "draft": false, + "created_at": "2026-02-26T00:58:35Z" + } + ], + "issues": [] + }, + "fetch_error": "graphql request failed: 502 \r\n502 Bad Gateway\r\n\r\n

502 Bad Gateway

\r\n
nginx
\r\n\r\n\r\n" + }, + { + "author_login": "he-yufeng", + "name": "Yufeng He", + "profile_url": "https://github.com/he-yufeng", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ahe-yufeng", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ahe-yufeng", + "repo_first_seen_at": "2026-03-14T18:33:53Z", + "repo_last_seen_at": "2026-03-24T13:30:38Z", + "repo_primary_artifact_count": 2, + "repo_artifact_count": 10, + "snapshot_issue_count": 0, + "snapshot_pr_count": 2, + "snapshot_comment_count": 4, + "snapshot_review_count": 2, + "snapshot_review_comment_count": 2, + "repo_association": "CONTRIBUTOR", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 2847, + "young_account": false, + "follow_through_score": "weak", + "breadth_score": "very high", + "automation_risk_signal": "medium", + "heuristic_note": "high recent PR volume; very broad repo spread; high open PR share; targets high-star repos", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 86, + "merged_pr_count": 25, + "closed_unmerged_pr_count": 13, + "open_pr_count": 48, + "merged_pr_rate": 0.2907, + "closed_unmerged_pr_rate": 0.1512, + "still_open_pr_rate": 0.5581, + "distinct_repos_with_authored_prs": 27, + "distinct_repos_with_open_prs": 21 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 44892, + "title": "Fix AutoImageProcessor.from_pretrained failing on URL input", + "url": "https://github.com/huggingface/transformers/pull/44892", + "state": "closed", + "merged": false, + "draft": false, + "created_at": "2026-03-20T16:21:25Z" + }, + { + "kind": "pull_request", + "number": 44710, + "title": "Fix AutoProcessor.from_pretrained silently dropping hub kwargs", + "url": "https://github.com/huggingface/transformers/pull/44710", + "state": "closed", + "merged": true, + "draft": false, + "created_at": "2026-03-14T18:33:53Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "hf-security-analysis[bot]", + "name": null, + "profile_url": "https://github.com/hf-security-analysis[bot]", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ahf-security-analysis%5Bbot%5D", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ahf-security-analysis%5Bbot%5D", + "repo_first_seen_at": "2026-03-11T15:39:30Z", + "repo_last_seen_at": "2026-03-18T09:49:16Z", + "repo_primary_artifact_count": 2, + "repo_artifact_count": 2, + "snapshot_issue_count": 0, + "snapshot_pr_count": 2, + "snapshot_comment_count": 0, + "snapshot_review_count": 0, + "snapshot_review_comment_count": 0, + "repo_association": "NONE", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": null, + "young_account": false, + "follow_through_score": "n/a", + "breadth_score": "n/a", + "automation_risk_signal": "n/a", + "heuristic_note": "summary unavailable", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": null, + "merged_pr_count": null, + "closed_unmerged_pr_count": null, + "open_pr_count": null, + "merged_pr_rate": null, + "closed_unmerged_pr_rate": null, + "still_open_pr_rate": null, + "distinct_repos_with_authored_prs": null, + "distinct_repos_with_open_prs": null + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 44813, + "title": "chore: update pr-repo-consistency-bot.yml", + "url": "https://github.com/huggingface/transformers/pull/44813", + "state": "closed", + "merged": false, + "draft": false, + "created_at": "2026-03-18T09:49:16Z" + }, + { + "kind": "pull_request", + "number": 44599, + "title": "chore: update self-comment-ci.yml", + "url": "https://github.com/huggingface/transformers/pull/44599", + "state": "open", + "merged": false, + "draft": false, + "created_at": "2026-03-11T15:39:30Z" + } + ], + "issues": [] + }, + "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]'.\"}]" + }, + { + "author_login": "KartikPawade", + "name": "Kartik Pawade", + "profile_url": "https://github.com/KartikPawade", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AKartikPawade", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AKartikPawade", + "repo_first_seen_at": "2026-03-06T18:49:59Z", + "repo_last_seen_at": "2026-03-18T16:22:25Z", + "repo_primary_artifact_count": 2, + "repo_artifact_count": 10, + "snapshot_issue_count": 0, + "snapshot_pr_count": 2, + "snapshot_comment_count": 8, + "snapshot_review_count": 0, + "snapshot_review_comment_count": 0, + "repo_association": "CONTRIBUTOR", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 1820, + "young_account": false, + "follow_through_score": "weak", + "breadth_score": "moderate", + "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": 6, + "merged_pr_count": 2, + "closed_unmerged_pr_count": 1, + "open_pr_count": 3, + "merged_pr_rate": 0.3333, + "closed_unmerged_pr_rate": 0.1667, + "still_open_pr_rate": 0.5, + "distinct_repos_with_authored_prs": 4, + "distinct_repos_with_open_prs": 2 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 44518, + "title": "fix: Qwen2_5_VLProcessor crashes on batched input when padding=False \u2026", + "url": "https://github.com/huggingface/transformers/pull/44518", + "state": "closed", + "merged": false, + "draft": false, + "created_at": "2026-03-07T19:22:40Z" + }, + { + "kind": "pull_request", + "number": 44508, + "title": "Fix unexpected `position_ids` keys when loading OwlViT models", + "url": "https://github.com/huggingface/transformers/pull/44508", + "state": "closed", + "merged": true, + "draft": false, + "created_at": "2026-03-06T18:49:59Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "kmbhattt-aws", + "name": null, + "profile_url": "https://github.com/kmbhattt-aws", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Akmbhattt-aws", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Akmbhattt-aws", + "repo_first_seen_at": "2026-03-11T01:01:18Z", + "repo_last_seen_at": "2026-03-12T23:01:11Z", + "repo_primary_artifact_count": 2, + "repo_artifact_count": 2, + "snapshot_issue_count": 0, + "snapshot_pr_count": 2, + "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, + "report_reason": null, + "account_age_days": 15, + "young_account": true, + "follow_through_score": "weak", + "breadth_score": "low", + "automation_risk_signal": "medium", + "heuristic_note": "very new account; 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": 1, + "distinct_repos_with_open_prs": 1 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 44641, + "title": "Conditinally passing and_mask_function arg to create_causal_mask ", + "url": "https://github.com/huggingface/transformers/pull/44641", + "state": "open", + "merged": false, + "draft": true, + "created_at": "2026-03-12T23:01:11Z" + }, + { + "kind": "pull_request", + "number": 44587, + "title": "Fix: Handling fused qkv result tensor slicing for tp sharded qkv weights", + "url": "https://github.com/huggingface/transformers/pull/44587", + "state": "open", + "merged": false, + "draft": true, + "created_at": "2026-03-11T01:01:18Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "Kokonico", + "name": "Kokonico", + "profile_url": "https://github.com/Kokonico", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AKokonico", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AKokonico", + "repo_first_seen_at": "2026-02-27T19:30:30Z", + "repo_last_seen_at": "2026-03-02T18:23:08Z", + "repo_primary_artifact_count": 2, + "repo_artifact_count": 6, + "snapshot_issue_count": 0, + "snapshot_pr_count": 2, + "snapshot_comment_count": 1, + "snapshot_review_count": 2, + "snapshot_review_comment_count": 1, + "repo_association": "NONE", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 1545, + "young_account": false, + "follow_through_score": "weak", + "breadth_score": "low", + "automation_risk_signal": "low", + "heuristic_note": "many recent closed-unmerged PRs; targets high-star repos", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 4, + "merged_pr_count": 1, + "closed_unmerged_pr_count": 3, + "open_pr_count": 0, + "merged_pr_rate": 0.25, + "closed_unmerged_pr_rate": 0.75, + "still_open_pr_rate": 0.0, + "distinct_repos_with_authored_prs": 3, + "distinct_repos_with_open_prs": 0 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 44400, + "title": "fix: interactive terminal checks for formatting in loading_report.py", + "url": "https://github.com/huggingface/transformers/pull/44400", + "state": "closed", + "merged": false, + "draft": false, + "created_at": "2026-03-02T18:21:48Z" + }, + { + "kind": "pull_request", + "number": 44341, + "title": "Fix and optimize ANSI color handling in loading report for interactive terminals", + "url": "https://github.com/huggingface/transformers/pull/44341", + "state": "closed", + "merged": false, + "draft": false, + "created_at": "2026-02-27T19:30:30Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "Krishnachaitanyakc", + "name": "Krishna Chaitanya", + "profile_url": "https://github.com/Krishnachaitanyakc", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AKrishnachaitanyakc", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AKrishnachaitanyakc", + "repo_first_seen_at": "2026-03-25T02:14:38Z", + "repo_last_seen_at": "2026-03-25T03:18:31Z", + "repo_primary_artifact_count": 2, + "repo_artifact_count": 4, + "snapshot_issue_count": 0, + "snapshot_pr_count": 2, + "snapshot_comment_count": 2, + "snapshot_review_count": 0, + "snapshot_review_comment_count": 0, + "repo_association": "CONTRIBUTOR", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 3475, + "young_account": false, + "follow_through_score": "weak", + "breadth_score": "very high", + "automation_risk_signal": "medium", + "heuristic_note": "extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 127, + "merged_pr_count": 16, + "closed_unmerged_pr_count": 25, + "open_pr_count": 86, + "merged_pr_rate": 0.126, + "closed_unmerged_pr_rate": 0.1969, + "still_open_pr_rate": 0.6772, + "distinct_repos_with_authored_prs": 94, + "distinct_repos_with_open_prs": 73 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 44986, + "title": "fix: remove Copied from comments between @torch.jit.script and def for Python 3.13 compat", + "url": "https://github.com/huggingface/transformers/pull/44986", + "state": "closed", + "merged": true, + "draft": false, + "created_at": "2026-03-25T03:18:31Z" + }, + { + "kind": "pull_request", + "number": 44985, + "title": "fix: preserve rotary_pct across save/load cycle in GPTNeoX configs", + "url": "https://github.com/huggingface/transformers/pull/44985", + "state": "open", + "merged": false, + "draft": false, + "created_at": "2026-03-25T02:15:04Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "kushalkkb", + "name": "Kushal Kumar B", + "profile_url": "https://github.com/kushalkkb", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Akushalkkb", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Akushalkkb", + "repo_first_seen_at": "2026-03-06T17:24:10Z", + "repo_last_seen_at": "2026-03-06T17:47:37Z", + "repo_primary_artifact_count": 2, + "repo_artifact_count": 2, + "snapshot_issue_count": 0, + "snapshot_pr_count": 2, + "snapshot_comment_count": 0, + "snapshot_review_count": 0, + "snapshot_review_comment_count": 0, + "repo_association": "NONE", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 1019, + "young_account": false, + "follow_through_score": "weak", + "breadth_score": "low", + "automation_risk_signal": "low", + "heuristic_note": "many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 3, + "merged_pr_count": 1, + "closed_unmerged_pr_count": 2, + "open_pr_count": 0, + "merged_pr_rate": 0.3333, + "closed_unmerged_pr_rate": 0.6667, + "still_open_pr_rate": 0.0, + "distinct_repos_with_authored_prs": 2, + "distinct_repos_with_open_prs": 0 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 44505, + "title": "Improve error handling in load_vocab for invalid vocabulary path", + "url": "https://github.com/huggingface/transformers/pull/44505", + "state": "closed", + "merged": false, + "draft": false, + "created_at": "2026-03-06T17:47:37Z" + }, + { + "kind": "pull_request", + "number": 44504, + "title": "Improve error handling in load_vocab for invalid vocabulary path", + "url": "https://github.com/huggingface/transformers/pull/44504", + "state": "closed", + "merged": false, + "draft": false, + "created_at": "2026-03-06T17:24:10Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "leoneperdigao", + "name": "Leone", + "profile_url": "https://github.com/leoneperdigao", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aleoneperdigao", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aleoneperdigao", + "repo_first_seen_at": "2026-01-26T12:46:21Z", + "repo_last_seen_at": "2026-03-24T14:10:57Z", + "repo_primary_artifact_count": 2, + "repo_artifact_count": 15, + "snapshot_issue_count": 0, + "snapshot_pr_count": 2, + "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, + "report_reason": null, + "account_age_days": 4286, + "young_account": false, + "follow_through_score": "strong", + "breadth_score": "high", + "automation_risk_signal": "medium", + "heuristic_note": "extremely high recent PR volume; broad repo spread", + "public_orgs": [ + "taoq-ai" + ], + "activity": { + "visible_authored_pr_count": 208, + "merged_pr_count": 194, + "closed_unmerged_pr_count": 6, + "open_pr_count": 8, + "merged_pr_rate": 0.9327, + "closed_unmerged_pr_rate": 0.0288, + "still_open_pr_rate": 0.0385, + "distinct_repos_with_authored_prs": 16, + "distinct_repos_with_open_prs": 7 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 43771, + "title": "fix: Add MXFP4 MoE/attention backward kernels", + "url": "https://github.com/huggingface/transformers/pull/43771", + "state": "closed", + "merged": false, + "draft": false, + "created_at": "2026-02-05T15:12:21Z" + }, + { + "kind": "pull_request", + "number": 43495, + "title": "fix: add compatible_model_types to suppress model type mismatch warnings", + "url": "https://github.com/huggingface/transformers/pull/43495", + "state": "closed", + "merged": true, + "draft": false, + "created_at": "2026-01-26T12:46:21Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "leopold-tzafon", + "name": null, + "profile_url": "https://github.com/leopold-tzafon", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aleopold-tzafon", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aleopold-tzafon", + "repo_first_seen_at": "2026-02-19T15:45:13Z", + "repo_last_seen_at": "2026-03-11T20:38:14Z", + "repo_primary_artifact_count": 2, + "repo_artifact_count": 12, + "snapshot_issue_count": 0, + "snapshot_pr_count": 2, + "snapshot_comment_count": 10, + "snapshot_review_count": 0, + "snapshot_review_comment_count": 0, + "repo_association": "CONTRIBUTOR", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 429, + "young_account": false, + "follow_through_score": "strong", + "breadth_score": "low", + "automation_risk_signal": "low", + "heuristic_note": "targets high-star repos", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 4, + "merged_pr_count": 3, + "closed_unmerged_pr_count": 0, + "open_pr_count": 1, + "merged_pr_rate": 0.75, + "closed_unmerged_pr_rate": 0.0, + "still_open_pr_rate": 0.25, + "distinct_repos_with_authored_prs": 2, + "distinct_repos_with_open_prs": 1 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 44433, + "title": "fix: raise error if mm_token_type_ids not supplied ", + "url": "https://github.com/huggingface/transformers/pull/44433", + "state": "closed", + "merged": true, + "draft": false, + "created_at": "2026-03-04T13:46:14Z" + }, + { + "kind": "pull_request", + "number": 44158, + "title": "fix bug with position_ids on qwen3-vl models, such that position_ids include text position", + "url": "https://github.com/huggingface/transformers/pull/44158", + "state": "closed", + "merged": true, + "draft": false, + "created_at": "2026-02-19T15:45:13Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "mario-sanz", + "name": "Mario Sanz", + "profile_url": "https://github.com/mario-sanz", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Amario-sanz", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Amario-sanz", + "repo_first_seen_at": "2026-02-24T13:54:30Z", + "repo_last_seen_at": "2026-02-26T08:45:31Z", + "repo_primary_artifact_count": 2, + "repo_artifact_count": 7, + "snapshot_issue_count": 0, + "snapshot_pr_count": 2, + "snapshot_comment_count": 1, + "snapshot_review_count": 2, + "snapshot_review_comment_count": 2, + "repo_association": "CONTRIBUTOR", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 2000, + "young_account": false, + "follow_through_score": "weak", + "breadth_score": "low", + "automation_risk_signal": "low", + "heuristic_note": "targets high-star repos", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 3, + "merged_pr_count": 1, + "closed_unmerged_pr_count": 1, + "open_pr_count": 1, + "merged_pr_rate": 0.3333, + "closed_unmerged_pr_rate": 0.3333, + "still_open_pr_rate": 0.3333, + "distinct_repos_with_authored_prs": 2, + "distinct_repos_with_open_prs": 1 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 44294, + "title": "Fix: use `TokenizersBackend` for Olmo3 to preserve custom `pre_tokenizer`", + "url": "https://github.com/huggingface/transformers/pull/44294", + "state": "closed", + "merged": true, + "draft": false, + "created_at": "2026-02-26T08:30:52Z" + }, + { + "kind": "pull_request", + "number": 44254, + "title": "Fix fast tokenizers overwriting custom `pre_tokenizer` from `tokenizer.json`", + "url": "https://github.com/huggingface/transformers/pull/44254", + "state": "closed", + "merged": false, + "draft": false, + "created_at": "2026-02-24T13:54:30Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "maxsloef-goodfire", + "name": null, + "profile_url": "https://github.com/maxsloef-goodfire", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Amaxsloef-goodfire", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Amaxsloef-goodfire", + "repo_first_seen_at": "2026-03-21T20:25:51Z", + "repo_last_seen_at": "2026-03-23T18:45:51Z", + "repo_primary_artifact_count": 2, + "repo_artifact_count": 3, + "snapshot_issue_count": 0, + "snapshot_pr_count": 2, + "snapshot_comment_count": 1, + "snapshot_review_count": 0, + "snapshot_review_comment_count": 0, + "repo_association": "CONTRIBUTOR", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 292, + "young_account": true, + "follow_through_score": "mixed", + "breadth_score": "low", + "automation_risk_signal": "low", + "heuristic_note": "young account; high open PR share; no visible non-self stars; targets high-star repos", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 2, + "merged_pr_count": 1, + "closed_unmerged_pr_count": 0, + "open_pr_count": 1, + "merged_pr_rate": 0.5, + "closed_unmerged_pr_rate": 0.0, + "still_open_pr_rate": 0.5, + "distinct_repos_with_authored_prs": 1, + "distinct_repos_with_open_prs": 1 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 44915, + "title": "fix: skip `clean_up_tokenization` for BPE tokenizers in `PreTrainedTokenizerFast`", + "url": "https://github.com/huggingface/transformers/pull/44915", + "state": "open", + "merged": false, + "draft": false, + "created_at": "2026-03-21T20:45:03Z" + }, + { + "kind": "pull_request", + "number": 44914, + "title": "fix: set `clean_up_tokenization_spaces=False` in Llama 3 tokenizer conversion", + "url": "https://github.com/huggingface/transformers/pull/44914", + "state": "closed", + "merged": true, + "draft": false, + "created_at": "2026-03-21T20:25:51Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "MaybeSam05", + "name": "Samarth Verma", + "profile_url": "https://github.com/MaybeSam05", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AMaybeSam05", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AMaybeSam05", + "repo_first_seen_at": "2026-03-11T22:52:23Z", + "repo_last_seen_at": "2026-03-12T13:25:54Z", + "repo_primary_artifact_count": 2, + "repo_artifact_count": 2, + "snapshot_issue_count": 0, + "snapshot_pr_count": 2, + "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, + "report_reason": null, + "account_age_days": 2093, + "young_account": false, + "follow_through_score": "weak", + "breadth_score": "moderate", + "automation_risk_signal": "low", + "heuristic_note": "many recent closed-unmerged PRs; targets high-star repos", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 7, + "merged_pr_count": 1, + "closed_unmerged_pr_count": 4, + "open_pr_count": 2, + "merged_pr_rate": 0.1429, + "closed_unmerged_pr_rate": 0.5714, + "still_open_pr_rate": 0.2857, + "distinct_repos_with_authored_prs": 5, + "distinct_repos_with_open_prs": 2 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 44630, + "title": "Fix Qwen3.5 num_labels propagation to text_config (fix #44625)", + "url": "https://github.com/huggingface/transformers/pull/44630", + "state": "closed", + "merged": false, + "draft": false, + "created_at": "2026-03-12T13:25:54Z" + }, + { + "kind": "pull_request", + "number": 44615, + "title": "Restore is_torch_fx_available for trust_remote_code backwards compatibility", + "url": "https://github.com/huggingface/transformers/pull/44615", + "state": "open", + "merged": false, + "draft": false, + "created_at": "2026-03-11T22:52:23Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "Mercury0226", + "name": null, + "profile_url": "https://github.com/Mercury0226", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AMercury0226", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AMercury0226", + "repo_first_seen_at": "2026-02-10T11:48:59Z", + "repo_last_seen_at": "2026-02-10T12:04:08Z", + "repo_primary_artifact_count": 2, + "repo_artifact_count": 2, + "snapshot_issue_count": 0, + "snapshot_pr_count": 2, + "snapshot_comment_count": 0, + "snapshot_review_count": 0, + "snapshot_review_comment_count": 0, + "repo_association": "NONE", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 301, + "young_account": true, + "follow_through_score": "weak", + "breadth_score": "moderate", + "automation_risk_signal": "low", + "heuristic_note": "young account; many recent closed-unmerged PRs; targets high-star repos", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 8, + "merged_pr_count": 0, + "closed_unmerged_pr_count": 5, + "open_pr_count": 3, + "merged_pr_rate": 0.0, + "closed_unmerged_pr_rate": 0.625, + "still_open_pr_rate": 0.375, + "distinct_repos_with_authored_prs": 4, + "distinct_repos_with_open_prs": 2 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 43891, + "title": "tests: extend RAG retriever smoke coverage (#7715)", + "url": "https://github.com/huggingface/transformers/pull/43891", + "state": "closed", + "merged": false, + "draft": false, + "created_at": "2026-02-10T12:04:08Z" + }, + { + "kind": "pull_request", + "number": 43890, + "title": "tests: add BART memory regression guard test (#6045)", + "url": "https://github.com/huggingface/transformers/pull/43890", + "state": "closed", + "merged": false, + "draft": false, + "created_at": "2026-02-10T11:48:59Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "mmahjoub5", + "name": "Amin Mahjoub", + "profile_url": "https://github.com/mmahjoub5", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ammahjoub5", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ammahjoub5", + "repo_first_seen_at": "2026-02-15T04:01:26Z", + "repo_last_seen_at": "2026-02-26T01:01:37Z", + "repo_primary_artifact_count": 2, + "repo_artifact_count": 8, + "snapshot_issue_count": 0, + "snapshot_pr_count": 2, + "snapshot_comment_count": 6, + "snapshot_review_count": 0, + "snapshot_review_comment_count": 0, + "repo_association": "FIRST_TIME_CONTRIBUTOR", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 2386, + "young_account": false, + "follow_through_score": "weak", + "breadth_score": "low", + "automation_risk_signal": "low", + "heuristic_note": "high open PR share; targets high-star repos", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 3, + "merged_pr_count": 1, + "closed_unmerged_pr_count": 0, + "open_pr_count": 2, + "merged_pr_rate": 0.3333, + "closed_unmerged_pr_rate": 0.0, + "still_open_pr_rate": 0.6667, + "distinct_repos_with_authored_prs": 2, + "distinct_repos_with_open_prs": 1 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 44076, + "title": "Refectored modeling_imagegpt.py to enable hooks to capture_outputs", + "url": "https://github.com/huggingface/transformers/pull/44076", + "state": "open", + "merged": false, + "draft": false, + "created_at": "2026-02-17T08:46:55Z" + }, + { + "kind": "pull_request", + "number": 44024, + "title": "Focalnet standardized outputs", + "url": "https://github.com/huggingface/transformers/pull/44024", + "state": "open", + "merged": false, + "draft": false, + "created_at": "2026-02-15T23:48:12Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "nulone", + "name": null, + "profile_url": "https://github.com/nulone", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Anulone", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Anulone", + "repo_first_seen_at": "2026-02-08T07:06:47Z", + "repo_last_seen_at": "2026-02-11T02:28:23Z", + "repo_primary_artifact_count": 2, + "repo_artifact_count": 4, + "snapshot_issue_count": 0, + "snapshot_pr_count": 2, + "snapshot_comment_count": 2, + "snapshot_review_count": 0, + "snapshot_review_comment_count": 0, + "repo_association": "FIRST_TIME_CONTRIBUTOR", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 1261, + "young_account": false, + "follow_through_score": "weak", + "breadth_score": "low", + "automation_risk_signal": "low", + "heuristic_note": "many recent closed-unmerged PRs; targets high-star repos", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 3, + "merged_pr_count": 0, + "closed_unmerged_pr_count": 2, + "open_pr_count": 1, + "merged_pr_rate": 0.0, + "closed_unmerged_pr_rate": 0.6667, + "still_open_pr_rate": 0.3333, + "distinct_repos_with_authored_prs": 2, + "distinct_repos_with_open_prs": 1 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 43833, + "title": "fix: ensure dtype consistency in grouped_mm under autocast", + "url": "https://github.com/huggingface/transformers/pull/43833", + "state": "open", + "merged": false, + "draft": false, + "created_at": "2026-02-08T07:26:06Z" + }, + { + "kind": "pull_request", + "number": 43832, + "title": "docs: remove deprecated pipeline examples from summarization and tran\u2026", + "url": "https://github.com/huggingface/transformers/pull/43832", + "state": "closed", + "merged": false, + "draft": false, + "created_at": "2026-02-08T07:06:47Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "philippguevorguian", + "name": null, + "profile_url": "https://github.com/philippguevorguian", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aphilippguevorguian", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aphilippguevorguian", + "repo_first_seen_at": "2025-10-10T14:52:07Z", + "repo_last_seen_at": "2026-03-24T22:21:36Z", + "repo_primary_artifact_count": 2, + "repo_artifact_count": 328, + "snapshot_issue_count": 0, + "snapshot_pr_count": 2, + "snapshot_comment_count": 0, + "snapshot_review_count": 163, + "snapshot_review_comment_count": 163, + "repo_association": "NONE", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 1974, + "young_account": false, + "follow_through_score": "mixed", + "breadth_score": "low", + "automation_risk_signal": "low", + "heuristic_note": "\u2014", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 8, + "merged_pr_count": 6, + "closed_unmerged_pr_count": 2, + "open_pr_count": 0, + "merged_pr_rate": 0.75, + "closed_unmerged_pr_rate": 0.25, + "still_open_pr_rate": 0.0, + "distinct_repos_with_authored_prs": 2, + "distinct_repos_with_open_prs": 0 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 44975, + "title": "fix: rebase main; clean config reads, ImageProcessor backend, misc cleanup", + "url": "https://github.com/huggingface/transformers/pull/44975", + "state": "closed", + "merged": false, + "draft": false, + "created_at": "2026-03-24T17:12:31Z" + }, + { + "kind": "pull_request", + "number": 44859, + "title": "refactor: rope in model, flatten vision, rely on qwen3 backone, misc changes", + "url": "https://github.com/huggingface/transformers/pull/44859", + "state": "closed", + "merged": false, + "draft": false, + "created_at": "2026-03-19T13:54:19Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "pragnyanramtha", + "name": "Pragnyan Ramtha", + "profile_url": "https://github.com/pragnyanramtha", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Apragnyanramtha", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Apragnyanramtha", + "repo_first_seen_at": "2026-02-08T09:24:35Z", + "repo_last_seen_at": "2026-02-21T06:24:17Z", + "repo_primary_artifact_count": 2, + "repo_artifact_count": 9, + "snapshot_issue_count": 0, + "snapshot_pr_count": 2, + "snapshot_comment_count": 7, + "snapshot_review_count": 0, + "snapshot_review_comment_count": 0, + "repo_association": "FIRST_TIME_CONTRIBUTOR", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 426, + "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": 8, + "merged_pr_count": 2, + "closed_unmerged_pr_count": 2, + "open_pr_count": 4, + "merged_pr_rate": 0.25, + "closed_unmerged_pr_rate": 0.25, + "still_open_pr_rate": 0.5, + "distinct_repos_with_authored_prs": 6, + "distinct_repos_with_open_prs": 4 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 44200, + "title": "fix: propagate `weights_only` param to `load_state_dict` in .bin loading path (#43782)", + "url": "https://github.com/huggingface/transformers/pull/44200", + "state": "closed", + "merged": false, + "draft": false, + "created_at": "2026-02-21T06:24:17Z" + }, + { + "kind": "pull_request", + "number": 43836, + "title": "fix: wrapped TypeAdpater in string literals (for now)", + "url": "https://github.com/huggingface/transformers/pull/43836", + "state": "open", + "merged": false, + "draft": false, + "created_at": "2026-02-08T11:28:31Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "r266-tech", + "name": null, + "profile_url": "https://github.com/r266-tech", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ar266-tech", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ar266-tech", + "repo_first_seen_at": "2026-03-22T17:28:57Z", + "repo_last_seen_at": "2026-03-22T17:31:03Z", + "repo_primary_artifact_count": 2, + "repo_artifact_count": 4, + "snapshot_issue_count": 0, + "snapshot_pr_count": 2, + "snapshot_comment_count": 2, + "snapshot_review_count": 0, + "snapshot_review_comment_count": 0, + "repo_association": "CONTRIBUTOR", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 184, + "young_account": true, + "follow_through_score": "weak", + "breadth_score": "very high", + "automation_risk_signal": "medium", + "heuristic_note": "young account; extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 139, + "merged_pr_count": 21, + "closed_unmerged_pr_count": 50, + "open_pr_count": 68, + "merged_pr_rate": 0.1511, + "closed_unmerged_pr_rate": 0.3597, + "still_open_pr_rate": 0.4892, + "distinct_repos_with_authored_prs": 74, + "distinct_repos_with_open_prs": 42 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 44932, + "title": "Fix: Pass scheduler_specific_kwargs to inverse_sqrt scheduler", + "url": "https://github.com/huggingface/transformers/pull/44932", + "state": "closed", + "merged": false, + "draft": false, + "created_at": "2026-03-22T17:30:56Z" + }, + { + "kind": "pull_request", + "number": 44931, + "title": "fix(camembert): add tie_word_embeddings=True to CamembertConfig", + "url": "https://github.com/huggingface/transformers/pull/44931", + "state": "closed", + "merged": true, + "draft": false, + "created_at": "2026-03-22T17:28:57Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "RyanMullins", + "name": "Ryan Mullins", + "profile_url": "https://github.com/RyanMullins", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ARyanMullins", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ARyanMullins", + "repo_first_seen_at": "2026-03-12T13:32:25Z", + "repo_last_seen_at": "2026-03-12T14:47:46Z", + "repo_primary_artifact_count": 2, + "repo_artifact_count": 2, + "snapshot_issue_count": 0, + "snapshot_pr_count": 2, + "snapshot_comment_count": 0, + "snapshot_review_count": 0, + "snapshot_review_comment_count": 0, + "repo_association": "CONTRIBUTOR", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 5390, + "young_account": false, + "follow_through_score": "mixed", + "breadth_score": "low", + "automation_risk_signal": "low", + "heuristic_note": "high open PR share; targets high-star repos", + "public_orgs": [ + "google-deepmind", + "PAIR-code" + ], + "activity": { + "visible_authored_pr_count": 2, + "merged_pr_count": 1, + "closed_unmerged_pr_count": 0, + "open_pr_count": 1, + "merged_pr_rate": 0.5, + "closed_unmerged_pr_rate": 0.0, + "still_open_pr_rate": 0.5, + "distinct_repos_with_authored_prs": 1, + "distinct_repos_with_open_prs": 1 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 44635, + "title": "[Gemma] Modular-friendly buffers", + "url": "https://github.com/huggingface/transformers/pull/44635", + "state": "open", + "merged": false, + "draft": false, + "created_at": "2026-03-12T14:47:46Z" + }, + { + "kind": "pull_request", + "number": 44631, + "title": "[Gemma] Update conversion scripts for Transformers v5 Comaptibility", + "url": "https://github.com/huggingface/transformers/pull/44631", + "state": "closed", + "merged": true, + "draft": false, + "created_at": "2026-03-12T13:32:25Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "sergiopaniego", + "name": "Sergio Paniego Blanco", + "profile_url": "https://github.com/sergiopaniego", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Asergiopaniego", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asergiopaniego", + "repo_first_seen_at": "2026-03-19T10:22:40Z", + "repo_last_seen_at": "2026-03-20T08:38:03Z", + "repo_primary_artifact_count": 2, + "repo_artifact_count": 2, + "snapshot_issue_count": 0, + "snapshot_pr_count": 2, + "snapshot_comment_count": 0, + "snapshot_review_count": 0, + "snapshot_review_comment_count": 0, + "repo_association": "MEMBER", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 3695, + "young_account": false, + "follow_through_score": "mixed", + "breadth_score": "moderate", + "automation_risk_signal": "low", + "heuristic_note": "high recent PR volume; targets high-star repos", + "public_orgs": [ + "JdeRobot", + "TheRoboticsClub", + "huggingface" + ], + "activity": { + "visible_authored_pr_count": 26, + "merged_pr_count": 18, + "closed_unmerged_pr_count": 0, + "open_pr_count": 8, + "merged_pr_rate": 0.6923, + "closed_unmerged_pr_rate": 0.0, + "still_open_pr_rate": 0.3077, + "distinct_repos_with_authored_prs": 6, + "distinct_repos_with_open_prs": 3 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 44873, + "title": "Fix VL model rope_deltas batch size mismatch in online RL training", + "url": "https://github.com/huggingface/transformers/pull/44873", + "state": "closed", + "merged": true, + "draft": false, + "created_at": "2026-03-20T08:38:03Z" + }, + { + "kind": "pull_request", + "number": 44853, + "title": "Fix Zamba2MambaMixer ignoring use_mamba_kernels=False", + "url": "https://github.com/huggingface/transformers/pull/44853", + "state": "open", + "merged": false, + "draft": false, + "created_at": "2026-03-19T10:22:40Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "shtse8", + "name": "Kyle Tse", + "profile_url": "https://github.com/shtse8", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ashtse8", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ashtse8", + "repo_first_seen_at": "2026-02-12T23:40:45Z", + "repo_last_seen_at": "2026-02-12T23:42:11Z", + "repo_primary_artifact_count": 2, + "repo_artifact_count": 2, + "snapshot_issue_count": 0, + "snapshot_pr_count": 2, + "snapshot_comment_count": 0, + "snapshot_review_count": 0, + "snapshot_review_comment_count": 0, + "repo_association": "CONTRIBUTOR", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 4287, + "young_account": false, + "follow_through_score": "weak", + "breadth_score": "very high", + "automation_risk_signal": "medium", + "heuristic_note": "extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; targets high-star repos", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 162, + "merged_pr_count": 47, + "closed_unmerged_pr_count": 99, + "open_pr_count": 16, + "merged_pr_rate": 0.2901, + "closed_unmerged_pr_rate": 0.6111, + "still_open_pr_rate": 0.0988, + "distinct_repos_with_authored_prs": 52, + "distinct_repos_with_open_prs": 11 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 43967, + "title": "Fix AttributeError in run_classification.py when detecting multi-label data", + "url": "https://github.com/huggingface/transformers/pull/43967", + "state": "open", + "merged": false, + "draft": false, + "created_at": "2026-02-12T23:42:11Z" + }, + { + "kind": "pull_request", + "number": 43966, + "title": "Fix TypeError in dot_natural_key when state_dict keys have mixed types at same position", + "url": "https://github.com/huggingface/transformers/pull/43966", + "state": "closed", + "merged": true, + "draft": false, + "created_at": "2026-02-12T23:40:45Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "thakoreh", + "name": "Hiren Thakore", + "profile_url": "https://github.com/thakoreh", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Athakoreh", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Athakoreh", + "repo_first_seen_at": "2026-02-23T21:27:09Z", + "repo_last_seen_at": "2026-03-04T07:47:02Z", + "repo_primary_artifact_count": 2, + "repo_artifact_count": 3, + "snapshot_issue_count": 0, + "snapshot_pr_count": 2, + "snapshot_comment_count": 1, + "snapshot_review_count": 0, + "snapshot_review_comment_count": 0, + "repo_association": "NONE", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 2925, + "young_account": false, + "follow_through_score": "weak", + "breadth_score": "very high", + "automation_risk_signal": "medium", + "heuristic_note": "extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; targets high-star repos", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 100, + "merged_pr_count": 8, + "closed_unmerged_pr_count": 54, + "open_pr_count": 38, + "merged_pr_rate": 0.08, + "closed_unmerged_pr_rate": 0.54, + "still_open_pr_rate": 0.38, + "distinct_repos_with_authored_prs": 67, + "distinct_repos_with_open_prs": 26 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 44429, + "title": "Fix ANSI codes emitted in loading_report when stdout is not a TTY", + "url": "https://github.com/huggingface/transformers/pull/44429", + "state": "closed", + "merged": false, + "draft": false, + "created_at": "2026-03-04T07:47:02Z" + }, + { + "kind": "pull_request", + "number": 44243, + "title": "fix: add load balancing loss when output_router_logits=False", + "url": "https://github.com/huggingface/transformers/pull/44243", + "state": "closed", + "merged": false, + "draft": false, + "created_at": "2026-02-23T21:27:09Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "tohtana", + "name": "Masahiro Tanaka", + "profile_url": "https://github.com/tohtana", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Atohtana", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Atohtana", + "repo_first_seen_at": "2026-02-08T22:04:44Z", + "repo_last_seen_at": "2026-02-27T18:50:02Z", + "repo_primary_artifact_count": 2, + "repo_artifact_count": 9, + "snapshot_issue_count": 0, + "snapshot_pr_count": 2, + "snapshot_comment_count": 5, + "snapshot_review_count": 1, + "snapshot_review_comment_count": 1, + "repo_association": "CONTRIBUTOR", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 1827, + "young_account": false, + "follow_through_score": "mixed", + "breadth_score": "moderate", + "automation_risk_signal": "low", + "heuristic_note": "high recent PR volume; targets high-star repos", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 35, + "merged_pr_count": 23, + "closed_unmerged_pr_count": 8, + "open_pr_count": 4, + "merged_pr_rate": 0.6571, + "closed_unmerged_pr_rate": 0.2286, + "still_open_pr_rate": 0.1143, + "distinct_repos_with_authored_prs": 9, + "distinct_repos_with_open_prs": 3 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 43964, + "title": "Fix ZeRO-3 conversion-mapped checkpoint loading", + "url": "https://github.com/huggingface/transformers/pull/43964", + "state": "closed", + "merged": false, + "draft": false, + "created_at": "2026-02-12T22:01:48Z" + }, + { + "kind": "pull_request", + "number": 43847, + "title": " Fix _from_config silently skipping weight initialization under DeepSpeed ZeRO-3", + "url": "https://github.com/huggingface/transformers/pull/43847", + "state": "closed", + "merged": false, + "draft": false, + "created_at": "2026-02-08T22:04:44Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "tonglei19961121", + "name": "rayyy", + "profile_url": "https://github.com/tonglei19961121", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Atonglei19961121", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Atonglei19961121", + "repo_first_seen_at": "2026-02-27T11:44:01Z", + "repo_last_seen_at": "2026-02-27T12:29:06Z", + "repo_primary_artifact_count": 2, + "repo_artifact_count": 3, + "snapshot_issue_count": 0, + "snapshot_pr_count": 2, + "snapshot_comment_count": 1, + "snapshot_review_count": 0, + "snapshot_review_comment_count": 0, + "repo_association": "NONE", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 2251, + "young_account": false, + "follow_through_score": "weak", + "breadth_score": "low", + "automation_risk_signal": "low", + "heuristic_note": "many recent closed-unmerged PRs; targets high-star repos", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 2, + "merged_pr_count": 0, + "closed_unmerged_pr_count": 2, + "open_pr_count": 0, + "merged_pr_rate": 0.0, + "closed_unmerged_pr_rate": 1.0, + "still_open_pr_rate": 0.0, + "distinct_repos_with_authored_prs": 1, + "distinct_repos_with_open_prs": 0 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 44324, + "title": "docs: Add document-question-answering example to pipeline tutorial", + "url": "https://github.com/huggingface/transformers/pull/44324", + "state": "closed", + "merged": false, + "draft": false, + "created_at": "2026-02-27T12:29:06Z" + }, + { + "kind": "pull_request", + "number": 44323, + "title": "docs: Add document-question-answering example to pipeline tutorial", + "url": "https://github.com/huggingface/transformers/pull/44323", + "state": "closed", + "merged": false, + "draft": false, + "created_at": "2026-02-27T12:26:00Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "tyler-romero", + "name": "Tyler Romero", + "profile_url": "https://github.com/tyler-romero", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Atyler-romero", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Atyler-romero", + "repo_first_seen_at": "2026-02-10T18:34:03Z", + "repo_last_seen_at": "2026-03-18T20:24:58Z", + "repo_primary_artifact_count": 2, + "repo_artifact_count": 16, + "snapshot_issue_count": 0, + "snapshot_pr_count": 2, + "snapshot_comment_count": 1, + "snapshot_review_count": 4, + "snapshot_review_comment_count": 9, + "repo_association": "CONTRIBUTOR", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 3456, + "young_account": false, + "follow_through_score": "mixed", + "breadth_score": "high", + "automation_risk_signal": "low", + "heuristic_note": "high recent PR volume; broad repo spread", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 37, + "merged_pr_count": 26, + "closed_unmerged_pr_count": 8, + "open_pr_count": 3, + "merged_pr_rate": 0.7027, + "closed_unmerged_pr_rate": 0.2162, + "still_open_pr_rate": 0.0811, + "distinct_repos_with_authored_prs": 12, + "distinct_repos_with_open_prs": 3 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 44836, + "title": "Add cu_seqlens support to OlmoHybridGatedDeltaNet for packed sequences", + "url": "https://github.com/huggingface/transformers/pull/44836", + "state": "open", + "merged": false, + "draft": true, + "created_at": "2026-03-18T20:24:58Z" + }, + { + "kind": "pull_request", + "number": 44416, + "title": "[tiny] Add olmo_hybrid to tokenizer auto-mapping", + "url": "https://github.com/huggingface/transformers/pull/44416", + "state": "closed", + "merged": true, + "draft": false, + "created_at": "2026-03-03T19:30:56Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "tysoncung", + "name": "Tyson Cung", + "profile_url": "https://github.com/tysoncung", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Atysoncung", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Atysoncung", + "repo_first_seen_at": "2026-02-17T02:03:30Z", + "repo_last_seen_at": "2026-02-27T16:11:46Z", + "repo_primary_artifact_count": 2, + "repo_artifact_count": 4, + "snapshot_issue_count": 0, + "snapshot_pr_count": 2, + "snapshot_comment_count": 2, + "snapshot_review_count": 0, + "snapshot_review_comment_count": 0, + "repo_association": "CONTRIBUTOR", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 2676, + "young_account": false, + "follow_through_score": "weak", + "breadth_score": "very high", + "automation_risk_signal": "medium", + "heuristic_note": "extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; targets high-star repos", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 112, + "merged_pr_count": 23, + "closed_unmerged_pr_count": 50, + "open_pr_count": 39, + "merged_pr_rate": 0.2054, + "closed_unmerged_pr_rate": 0.4464, + "still_open_pr_rate": 0.3482, + "distinct_repos_with_authored_prs": 45, + "distinct_repos_with_open_prs": 24 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 44332, + "title": "Fix typos in comments and docstrings", + "url": "https://github.com/huggingface/transformers/pull/44332", + "state": "closed", + "merged": true, + "draft": false, + "created_at": "2026-02-27T16:11:46Z" + }, + { + "kind": "pull_request", + "number": 44065, + "title": "Refactor CTRL model output tracing with capture_outputs and can_return_tuple", + "url": "https://github.com/huggingface/transformers/pull/44065", + "state": "closed", + "merged": false, + "draft": false, + "created_at": "2026-02-17T02:03:57Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "umbilnm", + "name": "Kirill Ustinov", + "profile_url": "https://github.com/umbilnm", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aumbilnm", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aumbilnm", + "repo_first_seen_at": "2026-03-08T19:38:32Z", + "repo_last_seen_at": "2026-03-23T17:49:43Z", + "repo_primary_artifact_count": 2, + "repo_artifact_count": 7, + "snapshot_issue_count": 0, + "snapshot_pr_count": 2, + "snapshot_comment_count": 5, + "snapshot_review_count": 0, + "snapshot_review_comment_count": 0, + "repo_association": "CONTRIBUTOR", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 1614, + "young_account": false, + "follow_through_score": "weak", + "breadth_score": "low", + "automation_risk_signal": "low", + "heuristic_note": "high open PR share; targets high-star repos", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 3, + "merged_pr_count": 1, + "closed_unmerged_pr_count": 0, + "open_pr_count": 2, + "merged_pr_rate": 0.3333, + "closed_unmerged_pr_rate": 0.0, + "still_open_pr_rate": 0.6667, + "distinct_repos_with_authored_prs": 2, + "distinct_repos_with_open_prs": 2 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 44570, + "title": "Fix missing post_processor in DebertaV2Tokenizer causing no special t\u2026", + "url": "https://github.com/huggingface/transformers/pull/44570", + "state": "closed", + "merged": true, + "draft": false, + "created_at": "2026-03-10T13:37:06Z" + }, + { + "kind": "pull_request", + "number": 44543, + "title": "Fix assistant_masks for multimodal inputs in apply_chat_template", + "url": "https://github.com/huggingface/transformers/pull/44543", + "state": "open", + "merged": false, + "draft": false, + "created_at": "2026-03-09T10:47:05Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "veeceey", + "name": "Varun Chawla", + "profile_url": "https://github.com/veeceey", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aveeceey", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aveeceey", + "repo_first_seen_at": "2026-02-07T19:20:43Z", + "repo_last_seen_at": "2026-02-20T08:28:05Z", + "repo_primary_artifact_count": 2, + "repo_artifact_count": 3, + "snapshot_issue_count": 0, + "snapshot_pr_count": 2, + "snapshot_comment_count": 1, + "snapshot_review_count": 0, + "snapshot_review_comment_count": 0, + "repo_association": "NONE", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 3034, + "young_account": false, + "follow_through_score": "weak", + "breadth_score": "very high", + "automation_risk_signal": "medium", + "heuristic_note": "extremely high recent PR volume; very broad repo spread; targets high-star repos", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 603, + "merged_pr_count": 170, + "closed_unmerged_pr_count": 225, + "open_pr_count": 208, + "merged_pr_rate": 0.2819, + "closed_unmerged_pr_rate": 0.3731, + "still_open_pr_rate": 0.3449, + "distinct_repos_with_authored_prs": 325, + "distinct_repos_with_open_prs": 144 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 44170, + "title": "Add GIT model support in VQA pipeline", + "url": "https://github.com/huggingface/transformers/pull/44170", + "state": "closed", + "merged": false, + "draft": false, + "created_at": "2026-02-20T08:28:05Z" + }, + { + "kind": "pull_request", + "number": 43822, + "title": "Fix NameError: name 'nn' is not defined when PyTorch < 2.4", + "url": "https://github.com/huggingface/transformers/pull/43822", + "state": "closed", + "merged": false, + "draft": false, + "created_at": "2026-02-07T19:20:43Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "yousheng-chen", + "name": null, + "profile_url": "https://github.com/yousheng-chen", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ayousheng-chen", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ayousheng-chen", + "repo_first_seen_at": "2026-01-27T03:43:11Z", + "repo_last_seen_at": "2026-01-27T04:13:32Z", + "repo_primary_artifact_count": 2, + "repo_artifact_count": 2, + "snapshot_issue_count": 0, + "snapshot_pr_count": 2, + "snapshot_comment_count": 0, + "snapshot_review_count": 0, + "snapshot_review_comment_count": 0, + "repo_association": "NONE", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 703, + "young_account": false, + "follow_through_score": "weak", + "breadth_score": "low", + "automation_risk_signal": "low", + "heuristic_note": "many recent closed-unmerged PRs; targets high-star repos", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 2, + "merged_pr_count": 0, + "closed_unmerged_pr_count": 2, + "open_pr_count": 0, + "merged_pr_rate": 0.0, + "closed_unmerged_pr_rate": 1.0, + "still_open_pr_rate": 0.0, + "distinct_repos_with_authored_prs": 1, + "distinct_repos_with_open_prs": 0 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 43516, + "title": "Hub creat branch", + "url": "https://github.com/huggingface/transformers/pull/43516", + "state": "closed", + "merged": false, + "draft": false, + "created_at": "2026-01-27T04:13:32Z" + }, + { + "kind": "pull_request", + "number": 43515, + "title": "New branch", + "url": "https://github.com/huggingface/transformers/pull/43515", + "state": "closed", + "merged": false, + "draft": false, + "created_at": "2026-01-27T03:43:11Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "yunhaoli24", + "name": "YunhaoLi", + "profile_url": "https://github.com/yunhaoli24", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ayunhaoli24", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ayunhaoli24", + "repo_first_seen_at": "2026-03-12T04:46:19Z", + "repo_last_seen_at": "2026-03-16T06:00:47Z", + "repo_primary_artifact_count": 2, + "repo_artifact_count": 2, + "snapshot_issue_count": 0, + "snapshot_pr_count": 2, + "snapshot_comment_count": 0, + "snapshot_review_count": 0, + "snapshot_review_comment_count": 0, + "repo_association": "NONE", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 2203, + "young_account": false, + "follow_through_score": "weak", + "breadth_score": "moderate", + "automation_risk_signal": "low", + "heuristic_note": "high open PR share; targets high-star repos", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 6, + "merged_pr_count": 1, + "closed_unmerged_pr_count": 2, + "open_pr_count": 3, + "merged_pr_rate": 0.1667, + "closed_unmerged_pr_rate": 0.3333, + "still_open_pr_rate": 0.5, + "distinct_repos_with_authored_prs": 5, + "distinct_repos_with_open_prs": 3 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 44736, + "title": "fix: resolve false-positive regex warning for non-mistral models", + "url": "https://github.com/huggingface/transformers/pull/44736", + "state": "closed", + "merged": false, + "draft": false, + "created_at": "2026-03-16T06:00:47Z" + }, + { + "kind": "pull_request", + "number": 44618, + "title": "fix: Add BOS/EOS tokens by default for DeBERTa v2 tokenizer", + "url": "https://github.com/huggingface/transformers/pull/44618", + "state": "closed", + "merged": false, + "draft": false, + "created_at": "2026-03-12T04:46:19Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "XingweiDeng", + "name": "XingweiDeng", + "profile_url": "https://github.com/XingweiDeng", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AXingweiDeng", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AXingweiDeng", + "repo_first_seen_at": "2026-01-13T08:58:19Z", + "repo_last_seen_at": "2026-03-20T11:23:27Z", + "repo_primary_artifact_count": 5, + "repo_artifact_count": 422, + "snapshot_issue_count": 0, + "snapshot_pr_count": 5, + "snapshot_comment_count": 5, + "snapshot_review_count": 206, + "snapshot_review_comment_count": 206, + "repo_association": "CONTRIBUTOR", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 1821, + "young_account": false, + "follow_through_score": "strong", + "breadth_score": "low", + "automation_risk_signal": "low", + "heuristic_note": "targets high-star repos", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 1, + "merged_pr_count": 1, + "closed_unmerged_pr_count": 0, + "open_pr_count": 0, + "merged_pr_rate": 1.0, + "closed_unmerged_pr_rate": 0.0, + "still_open_pr_rate": 0.0, + "distinct_repos_with_authored_prs": 1, + "distinct_repos_with_open_prs": 0 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 43767, + "title": "[Model] Add PP-Chart2Table Model Support", + "url": "https://github.com/huggingface/transformers/pull/43767", + "state": "closed", + "merged": true, + "draft": false, + "created_at": "2026-02-05T13:54:13Z" + }, + { + "kind": "pull_request", + "number": 43385, + "title": "[Model] Add UVDoc Model Support", + "url": "https://github.com/huggingface/transformers/pull/43385", + "state": "closed", + "merged": true, + "draft": false, + "created_at": "2026-01-21T03:34:41Z" + }, + { + "kind": "pull_request", + "number": 43345, + "title": "[Model] Add PP-LCNet Model Support", + "url": "https://github.com/huggingface/transformers/pull/43345", + "state": "closed", + "merged": false, + "draft": false, + "created_at": "2026-01-19T07:34:26Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "vaibhav-research", + "name": "Vaibhav Pandey", + "profile_url": "https://github.com/vaibhav-research", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Avaibhav-research", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Avaibhav-research", + "repo_first_seen_at": "2026-01-04T22:59:05Z", + "repo_last_seen_at": "2026-01-29T17:27:09Z", + "repo_primary_artifact_count": 4, + "repo_artifact_count": 87, + "snapshot_issue_count": 0, + "snapshot_pr_count": 4, + "snapshot_comment_count": 15, + "snapshot_review_count": 34, + "snapshot_review_comment_count": 34, + "repo_association": "CONTRIBUTOR", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 3306, + "young_account": false, + "follow_through_score": "weak", + "breadth_score": "low", + "automation_risk_signal": "low", + "heuristic_note": "high open PR share; targets high-star repos", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 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": 43603, + "title": "Fix unintended Hub metadata calls from _patch_mistral_regex", + "url": "https://github.com/huggingface/transformers/pull/43603", + "state": "open", + "merged": false, + "draft": false, + "created_at": "2026-01-29T15:30:56Z" + }, + { + "kind": "pull_request", + "number": 43398, + "title": "Fix: adding pad_token_id in Qwen3VLTextConfig", + "url": "https://github.com/huggingface/transformers/pull/43398", + "state": "closed", + "merged": true, + "draft": false, + "created_at": "2026-01-22T00:21:16Z" + }, + { + "kind": "pull_request", + "number": 43314, + "title": "43125: Ensure correct checkpoint saving behavior by simplifying Trainer.save_model parallelism logic", + "url": "https://github.com/huggingface/transformers/pull/43314", + "state": "closed", + "merged": true, + "draft": false, + "created_at": "2026-01-16T02:43:03Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "sbucaille", + "name": "StevenBucaille", + "profile_url": "https://github.com/sbucaille", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Asbucaille", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asbucaille", + "repo_first_seen_at": "2025-03-21T22:28:16Z", + "repo_last_seen_at": "2026-03-22T15:36:54Z", + "repo_primary_artifact_count": 6, + "repo_artifact_count": 210, + "snapshot_issue_count": 3, + "snapshot_pr_count": 3, + "snapshot_comment_count": 9, + "snapshot_review_count": 97, + "snapshot_review_comment_count": 98, + "repo_association": "CONTRIBUTOR", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 3402, + "young_account": false, + "follow_through_score": "strong", + "breadth_score": "low", + "automation_risk_signal": "low", + "heuristic_note": "targets high-star repos", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 1, + "merged_pr_count": 1, + "closed_unmerged_pr_count": 0, + "open_pr_count": 0, + "merged_pr_rate": 1.0, + "closed_unmerged_pr_rate": 0.0, + "still_open_pr_rate": 0.0, + "distinct_repos_with_authored_prs": 1, + "distinct_repos_with_open_prs": 0 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 43527, + "title": "fix: return labels instead of label in reduce_label method in BeitImageProcessorFast", + "url": "https://github.com/huggingface/transformers/pull/43527", + "state": "closed", + "merged": true, + "draft": false, + "created_at": "2026-01-27T13:29:06Z" + }, + { + "kind": "pull_request", + "number": 42978, + "title": "Add ViT NEPA", + "url": "https://github.com/huggingface/transformers/pull/42978", + "state": "open", + "merged": false, + "draft": false, + "created_at": "2025-12-21T05:34:27Z" + }, + { + "kind": "pull_request", + "number": 36895, + "title": "Add RF-DETR", + "url": "https://github.com/huggingface/transformers/pull/36895", + "state": "open", + "merged": false, + "draft": false, + "created_at": "2025-03-21T22:28:16Z" + } + ], + "issues": [ + { + "kind": "issue", + "number": 44404, + "title": "Bring Loss classes back to modeling file and leverage modular", + "url": "https://github.com/huggingface/transformers/issues/44404", + "state": "open", + "merged": null, + "draft": null, + "created_at": "2026-03-03T03:10:54Z" + }, + { + "kind": "issue", + "number": 43526, + "title": "reduce_labels returns only one label instead of the whole array of labels in BeitImageProcessorFast", + "url": "https://github.com/huggingface/transformers/issues/43526", + "state": "closed", + "merged": null, + "draft": null, + "created_at": "2026-01-27T13:27:08Z" + }, + { + "kind": "issue", + "number": 42977, + "title": "Add ViT NEPA", + "url": "https://github.com/huggingface/transformers/issues/42977", + "state": "open", + "merged": null, + "draft": null, + "created_at": "2025-12-21T05:33:08Z" + } + ] + }, + "fetch_error": null + }, + { + "author_login": "casinca", + "name": null, + "profile_url": "https://github.com/casinca", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Acasinca", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Acasinca", + "repo_first_seen_at": "2025-12-10T12:31:18Z", + "repo_last_seen_at": "2026-03-24T08:42:55Z", + "repo_primary_artifact_count": 3, + "repo_artifact_count": 7, + "snapshot_issue_count": 0, + "snapshot_pr_count": 3, + "snapshot_comment_count": 4, + "snapshot_review_count": 0, + "snapshot_review_comment_count": 0, + "repo_association": "CONTRIBUTOR", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 2604, + "young_account": false, + "follow_through_score": "strong", + "breadth_score": "moderate", + "automation_risk_signal": "low", + "heuristic_note": "\u2014", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 19, + "merged_pr_count": 19, + "closed_unmerged_pr_count": 0, + "open_pr_count": 0, + "merged_pr_rate": 1.0, + "closed_unmerged_pr_rate": 0.0, + "still_open_pr_rate": 0.0, + "distinct_repos_with_authored_prs": 7, + "distinct_repos_with_open_prs": 0 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 43947, + "title": "fix: Better weight decay exclusion in `run_*_no\u2011trainer.py` examples", + "url": "https://github.com/huggingface/transformers/pull/43947", + "state": "closed", + "merged": true, + "draft": false, + "created_at": "2026-02-12T13:20:24Z" + }, + { + "kind": "pull_request", + "number": 42931, + "title": "docs: Squared ReLU paper fix", + "url": "https://github.com/huggingface/transformers/pull/42931", + "state": "closed", + "merged": true, + "draft": false, + "created_at": "2025-12-17T17:27:59Z" + }, + { + "kind": "pull_request", + "number": 42769, + "title": "Fix weight decay exclusions in `run_*_no\u2011trainer.py` examples", + "url": "https://github.com/huggingface/transformers/pull/42769", + "state": "closed", + "merged": true, + "draft": false, + "created_at": "2025-12-10T12:31:18Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "zhang-prog", + "name": null, + "profile_url": "https://github.com/zhang-prog", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Azhang-prog", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Azhang-prog", + "repo_first_seen_at": "2025-12-23T11:18:14Z", + "repo_last_seen_at": "2026-03-20T11:36:01Z", + "repo_primary_artifact_count": 3, + "repo_artifact_count": 631, + "snapshot_issue_count": 0, + "snapshot_pr_count": 3, + "snapshot_comment_count": 35, + "snapshot_review_count": 296, + "snapshot_review_comment_count": 297, + "repo_association": "CONTRIBUTOR", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 2052, + "young_account": false, + "follow_through_score": "strong", + "breadth_score": "moderate", + "automation_risk_signal": "low", + "heuristic_note": "high recent PR volume; targets high-star repos", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 27, + "merged_pr_count": 23, + "closed_unmerged_pr_count": 1, + "open_pr_count": 3, + "merged_pr_rate": 0.8519, + "closed_unmerged_pr_rate": 0.037, + "still_open_pr_rate": 0.1111, + "distinct_repos_with_authored_prs": 6, + "distinct_repos_with_open_prs": 3 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 44808, + "title": "[Model] Add PP-OCRv5_server_rec and PP-OCRv5_mobile_rec models Support", + "url": "https://github.com/huggingface/transformers/pull/44808", + "state": "closed", + "merged": true, + "draft": false, + "created_at": "2026-03-18T04:29:07Z" + }, + { + "kind": "pull_request", + "number": 43098, + "title": "[Model] Add PP-DocLayoutV3 Model Support", + "url": "https://github.com/huggingface/transformers/pull/43098", + "state": "closed", + "merged": true, + "draft": false, + "created_at": "2026-01-04T12:10:22Z" + }, + { + "kind": "pull_request", + "number": 43018, + "title": "[Model] Add PP-DocLayoutV2 Model Support", + "url": "https://github.com/huggingface/transformers/pull/43018", + "state": "closed", + "merged": true, + "draft": false, + "created_at": "2025-12-23T11:18:14Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "merveenoyan", + "name": "Merve Noyan", + "profile_url": "https://github.com/merveenoyan", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Amerveenoyan", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Amerveenoyan", + "repo_first_seen_at": "2025-10-30T12:45:06Z", + "repo_last_seen_at": "2026-03-13T10:54:24Z", + "repo_primary_artifact_count": 3, + "repo_artifact_count": 26, + "snapshot_issue_count": 1, + "snapshot_pr_count": 2, + "snapshot_comment_count": 1, + "snapshot_review_count": 3, + "snapshot_review_comment_count": 19, + "repo_association": "MEMBER", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 2438, + "young_account": false, + "follow_through_score": "strong", + "breadth_score": "moderate", + "automation_risk_signal": "low", + "heuristic_note": "\u2014", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 12, + "merged_pr_count": 9, + "closed_unmerged_pr_count": 0, + "open_pr_count": 3, + "merged_pr_rate": 0.75, + "closed_unmerged_pr_rate": 0.0, + "still_open_pr_rate": 0.25, + "distinct_repos_with_authored_prs": 8, + "distinct_repos_with_open_prs": 3 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 43915, + "title": "add PaddleOCR-VL conversion", + "url": "https://github.com/huggingface/transformers/pull/43915", + "state": "open", + "merged": false, + "draft": false, + "created_at": "2026-02-11T14:30:59Z" + }, + { + "kind": "pull_request", + "number": 43442, + "title": "add trackio to training notebooks", + "url": "https://github.com/huggingface/transformers/pull/43442", + "state": "closed", + "merged": true, + "draft": false, + "created_at": "2026-01-23T11:03:23Z" + } + ], + "issues": [ + { + "kind": "issue", + "number": 41950, + "title": "video-classification pipeline looks for image processors", + "url": "https://github.com/huggingface/transformers/issues/41950", + "state": "open", + "merged": null, + "draft": null, + "created_at": "2025-10-30T12:45:06Z" + } + ] + }, + "fetch_error": null + }, + { + "author_login": "MHRDYN7", + "name": "MAHIR DAIYAN", + "profile_url": "https://github.com/MHRDYN7", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AMHRDYN7", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AMHRDYN7", + "repo_first_seen_at": "2025-08-04T17:37:52Z", + "repo_last_seen_at": "2026-03-12T10:08:48Z", + "repo_primary_artifact_count": 3, + "repo_artifact_count": 60, + "snapshot_issue_count": 1, + "snapshot_pr_count": 2, + "snapshot_comment_count": 9, + "snapshot_review_count": 24, + "snapshot_review_comment_count": 24, + "repo_association": "CONTRIBUTOR", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 1291, + "young_account": false, + "follow_through_score": "weak", + "breadth_score": "low", + "automation_risk_signal": "low", + "heuristic_note": "high open PR share; targets high-star repos", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 1, + "merged_pr_count": 0, + "closed_unmerged_pr_count": 0, + "open_pr_count": 1, + "merged_pr_rate": 0.0, + "closed_unmerged_pr_rate": 0.0, + "still_open_pr_rate": 1.0, + "distinct_repos_with_authored_prs": 1, + "distinct_repos_with_open_prs": 1 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 43973, + "title": "Add lfm2.5 audio", + "url": "https://github.com/huggingface/transformers/pull/43973", + "state": "open", + "merged": false, + "draft": true, + "created_at": "2026-02-13T09:36:59Z" + }, + { + "kind": "pull_request", + "number": 39895, + "title": "Add Videoprism", + "url": "https://github.com/huggingface/transformers/pull/39895", + "state": "open", + "merged": false, + "draft": false, + "created_at": "2025-08-04T17:37:52Z" + } + ], + "issues": [ + { + "kind": "issue", + "number": 43909, + "title": "Add LFM2.5 Audio 1.5B", + "url": "https://github.com/huggingface/transformers/issues/43909", + "state": "open", + "merged": null, + "draft": null, + "created_at": "2026-02-11T09:20:30Z" + } + ] + }, + "fetch_error": null + }, + { + "author_login": "ethanknights", + "name": "Ethan Knights", + "profile_url": "https://github.com/ethanknights", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aethanknights", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aethanknights", + "repo_first_seen_at": "2025-06-27T22:12:42Z", + "repo_last_seen_at": "2026-02-25T10:09:38Z", + "repo_primary_artifact_count": 2, + "repo_artifact_count": 3, + "snapshot_issue_count": 0, + "snapshot_pr_count": 2, + "snapshot_comment_count": 1, + "snapshot_review_count": 0, + "snapshot_review_comment_count": 0, + "repo_association": "CONTRIBUTOR", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 3034, + "young_account": false, + "follow_through_score": "mixed", + "breadth_score": "low", + "automation_risk_signal": "low", + "heuristic_note": "many recent closed-unmerged PRs; targets high-star repos", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 2, + "merged_pr_count": 1, + "closed_unmerged_pr_count": 1, + "open_pr_count": 0, + "merged_pr_rate": 0.5, + "closed_unmerged_pr_rate": 0.5, + "still_open_pr_rate": 0.0, + "distinct_repos_with_authored_prs": 2, + "distinct_repos_with_open_prs": 0 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 44268, + "title": "chore: fixes in `Trainer` class docs (`compute_loss` & `hyperparameter_search`)", + "url": "https://github.com/huggingface/transformers/pull/44268", + "state": "closed", + "merged": true, + "draft": false, + "created_at": "2026-02-24T23:20:16Z" + }, + { + "kind": "pull_request", + "number": 39094, + "title": "docs: PyTorch examples (image-classification & image-pretraining) clarity", + "url": "https://github.com/huggingface/transformers/pull/39094", + "state": "closed", + "merged": false, + "draft": false, + "created_at": "2025-06-27T22:12:42Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "khushali9", + "name": "Khushali Desai", + "profile_url": "https://github.com/khushali9", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Akhushali9", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Akhushali9", + "repo_first_seen_at": "2025-11-26T16:41:09Z", + "repo_last_seen_at": "2026-03-25T15:02:57Z", + "repo_primary_artifact_count": 2, + "repo_artifact_count": 43, + "snapshot_issue_count": 0, + "snapshot_pr_count": 2, + "snapshot_comment_count": 21, + "snapshot_review_count": 10, + "snapshot_review_comment_count": 10, + "repo_association": "CONTRIBUTOR", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 4187, + "young_account": false, + "follow_through_score": "weak", + "breadth_score": "low", + "automation_risk_signal": "low", + "heuristic_note": "many recent closed-unmerged PRs; targets high-star repos", + "public_orgs": [ + "systers", + "crowdresearch" + ], + "activity": { + "visible_authored_pr_count": 8, + "merged_pr_count": 0, + "closed_unmerged_pr_count": 5, + "open_pr_count": 3, + "merged_pr_rate": 0.0, + "closed_unmerged_pr_rate": 0.625, + "still_open_pr_rate": 0.375, + "distinct_repos_with_authored_prs": 3, + "distinct_repos_with_open_prs": 2 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 44146, + "title": "Ensure final evaluation runs with step-based evaluation strategy", + "url": "https://github.com/huggingface/transformers/pull/44146", + "state": "open", + "merged": false, + "draft": false, + "created_at": "2026-02-19T05:29:21Z" + }, + { + "kind": "pull_request", + "number": 42428, + "title": "logic to select tf32 API as per Pytorch version", + "url": "https://github.com/huggingface/transformers/pull/42428", + "state": "closed", + "merged": true, + "draft": false, + "created_at": "2025-11-26T16:41:09Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "KoichiYasuoka", + "name": "Koichi Yasuoka", + "profile_url": "https://github.com/KoichiYasuoka", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AKoichiYasuoka", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AKoichiYasuoka", + "repo_first_seen_at": "2026-01-21T06:14:39Z", + "repo_last_seen_at": "2026-03-13T04:23:11Z", + "repo_primary_artifact_count": 2, + "repo_artifact_count": 4, + "snapshot_issue_count": 0, + "snapshot_pr_count": 2, + "snapshot_comment_count": 2, + "snapshot_review_count": 0, + "snapshot_review_comment_count": 0, + "repo_association": "CONTRIBUTOR", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 3817, + "young_account": false, + "follow_through_score": "strong", + "breadth_score": "low", + "automation_risk_signal": "low", + "heuristic_note": "targets high-star repos", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 1, + "merged_pr_count": 1, + "closed_unmerged_pr_count": 0, + "open_pr_count": 0, + "merged_pr_rate": 1.0, + "closed_unmerged_pr_rate": 0.0, + "still_open_pr_rate": 0.0, + "distinct_repos_with_authored_prs": 1, + "distinct_repos_with_open_prs": 0 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 44621, + "title": "pipelines do not have modelcard", + "url": "https://github.com/huggingface/transformers/pull/44621", + "state": "closed", + "merged": true, + "draft": false, + "created_at": "2026-03-12T08:04:29Z" + }, + { + "kind": "pull_request", + "number": 43387, + "title": "model_inputs should have the same dtype", + "url": "https://github.com/huggingface/transformers/pull/43387", + "state": "closed", + "merged": false, + "draft": false, + "created_at": "2026-01-21T06:14:39Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "lmaksym", + "name": "Maksym Lypivskyi", + "profile_url": "https://github.com/lmaksym", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Almaksym", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Almaksym", + "repo_first_seen_at": "2026-01-19T22:09:49Z", + "repo_last_seen_at": "2026-03-10T11:25:39Z", + "repo_primary_artifact_count": 2, + "repo_artifact_count": 24, + "snapshot_issue_count": 0, + "snapshot_pr_count": 2, + "snapshot_comment_count": 6, + "snapshot_review_count": 8, + "snapshot_review_comment_count": 8, + "repo_association": "FIRST_TIME_CONTRIBUTOR", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 4091, + "young_account": false, + "follow_through_score": "weak", + "breadth_score": "moderate", + "automation_risk_signal": "low", + "heuristic_note": "high open PR share; targets high-star repos", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 4, + "merged_pr_count": 0, + "closed_unmerged_pr_count": 1, + "open_pr_count": 3, + "merged_pr_rate": 0.0, + "closed_unmerged_pr_rate": 0.25, + "still_open_pr_rate": 0.75, + "distinct_repos_with_authored_prs": 4, + "distinct_repos_with_open_prs": 3 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 44171, + "title": "Parakeet tdt", + "url": "https://github.com/huggingface/transformers/pull/44171", + "state": "open", + "merged": false, + "draft": false, + "created_at": "2026-02-20T08:44:46Z" + }, + { + "kind": "pull_request", + "number": 43357, + "title": "Add Parakeet TDT model support", + "url": "https://github.com/huggingface/transformers/pull/43357", + "state": "closed", + "merged": false, + "draft": false, + "created_at": "2026-01-19T22:09:49Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "LuJunru", + "name": "Lu junru", + "profile_url": "https://github.com/LuJunru", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ALuJunru", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ALuJunru", + "repo_first_seen_at": "2026-01-08T10:02:59Z", + "repo_last_seen_at": "2026-01-29T08:11:40Z", + "repo_primary_artifact_count": 2, + "repo_artifact_count": 71, + "snapshot_issue_count": 0, + "snapshot_pr_count": 2, + "snapshot_comment_count": 3, + "snapshot_review_count": 33, + "snapshot_review_comment_count": 33, + "repo_association": "CONTRIBUTOR", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 3202, + "young_account": false, + "follow_through_score": "strong", + "breadth_score": "low", + "automation_risk_signal": "low", + "heuristic_note": "targets high-star repos", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 2, + "merged_pr_count": 2, + "closed_unmerged_pr_count": 0, + "open_pr_count": 0, + "merged_pr_rate": 1.0, + "closed_unmerged_pr_rate": 0.0, + "still_open_pr_rate": 0.0, + "distinct_repos_with_authored_prs": 2, + "distinct_repos_with_open_prs": 0 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 43578, + "title": "Update test of Youtu-LLM to pr-aligned repos", + "url": "https://github.com/huggingface/transformers/pull/43578", + "state": "closed", + "merged": true, + "draft": false, + "created_at": "2026-01-29T06:52:33Z" + }, + { + "kind": "pull_request", + "number": 43166, + "title": "Add Youtu-LLM model", + "url": "https://github.com/huggingface/transformers/pull/43166", + "state": "closed", + "merged": true, + "draft": false, + "created_at": "2026-01-08T10:02:59Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "sherlock-488", + "name": "Sherlock", + "profile_url": "https://github.com/sherlock-488", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Asherlock-488", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asherlock-488", + "repo_first_seen_at": "2026-01-23T20:57:06Z", + "repo_last_seen_at": "2026-01-24T21:37:07Z", + "repo_primary_artifact_count": 2, + "repo_artifact_count": 4, + "snapshot_issue_count": 0, + "snapshot_pr_count": 2, + "snapshot_comment_count": 2, + "snapshot_review_count": 0, + "snapshot_review_comment_count": 0, + "repo_association": "NONE", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 1064, + "young_account": false, + "follow_through_score": "n/a", + "breadth_score": "low", + "automation_risk_signal": "low", + "heuristic_note": "\u2014", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 0, + "merged_pr_count": 0, + "closed_unmerged_pr_count": 0, + "open_pr_count": 0, + "merged_pr_rate": null, + "closed_unmerged_pr_rate": null, + "still_open_pr_rate": null, + "distinct_repos_with_authored_prs": 0, + "distinct_repos_with_open_prs": 0 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 43468, + "title": "RagTokenizer: add encode and patch_token(_id) forwarding", + "url": "https://github.com/huggingface/transformers/pull/43468", + "state": "closed", + "merged": false, + "draft": false, + "created_at": "2026-01-24T21:20:28Z" + }, + { + "kind": "pull_request", + "number": 43456, + "title": "Fix TapasTokenizer table tokenization for empty string cells", + "url": "https://github.com/huggingface/transformers/pull/43456", + "state": "closed", + "merged": false, + "draft": false, + "created_at": "2026-01-23T20:57:06Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "Siddhartha7340", + "name": "Siddhartha Pradhan", + "profile_url": "https://github.com/Siddhartha7340", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ASiddhartha7340", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ASiddhartha7340", + "repo_first_seen_at": "2026-01-17T05:16:36Z", + "repo_last_seen_at": "2026-02-17T07:42:01Z", + "repo_primary_artifact_count": 2, + "repo_artifact_count": 4, + "snapshot_issue_count": 0, + "snapshot_pr_count": 2, + "snapshot_comment_count": 2, + "snapshot_review_count": 0, + "snapshot_review_comment_count": 0, + "repo_association": "FIRST_TIME_CONTRIBUTOR", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 1455, + "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": 3, + "merged_pr_count": 1, + "closed_unmerged_pr_count": 0, + "open_pr_count": 2, + "merged_pr_rate": 0.3333, + "closed_unmerged_pr_rate": 0.0, + "still_open_pr_rate": 0.6667, + "distinct_repos_with_authored_prs": 3, + "distinct_repos_with_open_prs": 2 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 44072, + "title": "refactor efficientnet output tracing with @capture_outputs and @can_r\u2026", + "url": "https://github.com/huggingface/transformers/pull/44072", + "state": "open", + "merged": false, + "draft": false, + "created_at": "2026-02-17T07:42:01Z" + }, + { + "kind": "pull_request", + "number": 43331, + "title": "docs(yoso): fix and stabilize doctest for YOSO", + "url": "https://github.com/huggingface/transformers/pull/43331", + "state": "closed", + "merged": false, + "draft": false, + "created_at": "2026-01-17T05:16:36Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "ouroborosscr", + "name": null, + "profile_url": "https://github.com/ouroborosscr", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aouroborosscr", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aouroborosscr", + "repo_first_seen_at": "2026-03-21T15:38:54Z", + "repo_last_seen_at": "2026-03-24T07:57:07Z", + "repo_primary_artifact_count": 3, + "repo_artifact_count": 9, + "snapshot_issue_count": 2, + "snapshot_pr_count": 1, + "snapshot_comment_count": 6, + "snapshot_review_count": 0, + "snapshot_review_comment_count": 0, + "repo_association": "FIRST_TIMER", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 1945, + "young_account": false, + "follow_through_score": "weak", + "breadth_score": "low", + "automation_risk_signal": "low", + "heuristic_note": "many recent closed-unmerged PRs; targets high-star repos", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 1, + "merged_pr_count": 0, + "closed_unmerged_pr_count": 1, + "open_pr_count": 0, + "merged_pr_rate": 0.0, + "closed_unmerged_pr_rate": 1.0, + "still_open_pr_rate": 0.0, + "distinct_repos_with_authored_prs": 1, + "distinct_repos_with_open_prs": 0 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 44911, + "title": "Fix flash attention crash with 3D position_ids (Qwen3.5)", + "url": "https://github.com/huggingface/transformers/pull/44911", + "state": "closed", + "merged": false, + "draft": false, + "created_at": "2026-03-21T15:42:57Z" + } + ], + "issues": [ + { + "kind": "issue", + "number": 44928, + "title": "[Bug] Catastrophic gradient explosion (NaN) in RLHF with Qwen3.5 due to 3D position_ids forcing SDPA Math fallback and BF16 collapse", + "url": "https://github.com/huggingface/transformers/issues/44928", + "state": "open", + "merged": null, + "draft": null, + "created_at": "2026-03-22T16:46:05Z" + }, + { + "kind": "issue", + "number": 44910, + "title": "[Bug] Flash Attention crashes with illegal memory access on Qwen3.5 due to 3D position_ids being misinterpreted as packed sequence", + "url": "https://github.com/huggingface/transformers/issues/44910", + "state": "closed", + "merged": null, + "draft": null, + "created_at": "2026-03-21T15:38:54Z" + } + ] + }, + "fetch_error": null + }, + { + "author_login": "abhijeet-dhumal", + "name": "Abhijeet Dhumal", + "profile_url": "https://github.com/abhijeet-dhumal", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aabhijeet-dhumal", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aabhijeet-dhumal", + "repo_first_seen_at": "2026-03-06T07:07:19Z", + "repo_last_seen_at": "2026-03-17T12:29:43Z", + "repo_primary_artifact_count": 2, + "repo_artifact_count": 12, + "snapshot_issue_count": 1, + "snapshot_pr_count": 1, + "snapshot_comment_count": 2, + "snapshot_review_count": 4, + "snapshot_review_comment_count": 4, + "repo_association": "CONTRIBUTOR", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 1766, + "young_account": false, + "follow_through_score": "weak", + "breadth_score": "high", + "automation_risk_signal": "low", + "heuristic_note": "high recent PR volume; broad repo spread; high open PR share; no visible non-self stars", + "public_orgs": [ + "kubeflow", + "opendatahub-io", + "red-hat-data-services", + "CareerPod", + "instructlab-public", + "Kubeflow-Commons-Hub" + ], + "activity": { + "visible_authored_pr_count": 33, + "merged_pr_count": 11, + "closed_unmerged_pr_count": 5, + "open_pr_count": 17, + "merged_pr_rate": 0.3333, + "closed_unmerged_pr_rate": 0.1515, + "still_open_pr_rate": 0.5152, + "distinct_repos_with_authored_prs": 10, + "distinct_repos_with_open_prs": 6 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 44487, + "title": "feat(integration): Add KubeflowCallback to enable automatic progress \u2026", + "url": "https://github.com/huggingface/transformers/pull/44487", + "state": "closed", + "merged": true, + "draft": false, + "created_at": "2026-03-06T08:31:30Z" + } + ], + "issues": [ + { + "kind": "issue", + "number": 44486, + "title": "KubeflowCallback: Native progress reporting for Kubernetes-based Kubeflow training", + "url": "https://github.com/huggingface/transformers/issues/44486", + "state": "closed", + "merged": null, + "draft": null, + "created_at": "2026-03-06T07:07:19Z" + } + ] + }, + "fetch_error": null + }, + { + "author_login": "ainergiz", + "name": "Ali Ihsan Nergiz", + "profile_url": "https://github.com/ainergiz", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aainergiz", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aainergiz", + "repo_first_seen_at": "2026-02-21T20:56:04Z", + "repo_last_seen_at": "2026-02-22T16:31:25Z", + "repo_primary_artifact_count": 2, + "repo_artifact_count": 4, + "snapshot_issue_count": 1, + "snapshot_pr_count": 1, + "snapshot_comment_count": 2, + "snapshot_review_count": 0, + "snapshot_review_comment_count": 0, + "repo_association": "CONTRIBUTOR", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 854, + "young_account": false, + "follow_through_score": "mixed", + "breadth_score": "low", + "automation_risk_signal": "low", + "heuristic_note": "\u2014", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 3, + "merged_pr_count": 2, + "closed_unmerged_pr_count": 0, + "open_pr_count": 1, + "merged_pr_rate": 0.6667, + "closed_unmerged_pr_rate": 0.0, + "still_open_pr_rate": 0.3333, + "distinct_repos_with_authored_prs": 3, + "distinct_repos_with_open_prs": 1 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 44207, + "title": "Fix LASR feature extractor regression from invalid center argument", + "url": "https://github.com/huggingface/transformers/pull/44207", + "state": "closed", + "merged": true, + "draft": false, + "created_at": "2026-02-21T20:56:49Z" + } + ], + "issues": [ + { + "kind": "issue", + "number": 44206, + "title": "v5.2.0 regression: LasrFeatureExtractor passes unsupported center arg and crashes", + "url": "https://github.com/huggingface/transformers/issues/44206", + "state": "closed", + "merged": null, + "draft": null, + "created_at": "2026-02-21T20:56:04Z" + } + ] + }, + "fetch_error": null + }, + { + "author_login": "Anakintano", + "name": "Aditya Saxena", + "profile_url": "https://github.com/Anakintano", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AAnakintano", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AAnakintano", + "repo_first_seen_at": "2026-03-09T07:54:58Z", + "repo_last_seen_at": "2026-03-09T13:26:46Z", + "repo_primary_artifact_count": 2, + "repo_artifact_count": 4, + "snapshot_issue_count": 1, + "snapshot_pr_count": 1, + "snapshot_comment_count": 2, + "snapshot_review_count": 0, + "snapshot_review_comment_count": 0, + "repo_association": "FIRST_TIME_CONTRIBUTOR", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 1124, + "young_account": false, + "follow_through_score": "mixed", + "breadth_score": "moderate", + "automation_risk_signal": "low", + "heuristic_note": "high open PR share", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 9, + "merged_pr_count": 4, + "closed_unmerged_pr_count": 1, + "open_pr_count": 4, + "merged_pr_rate": 0.4444, + "closed_unmerged_pr_rate": 0.1111, + "still_open_pr_rate": 0.4444, + "distinct_repos_with_authored_prs": 6, + "distinct_repos_with_open_prs": 4 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 44535, + "title": "Fix crash in Qwen2_5_VLProcessor when using batched input with padding=False", + "url": "https://github.com/huggingface/transformers/pull/44535", + "state": "open", + "merged": false, + "draft": false, + "created_at": "2026-03-09T07:54:58Z" + } + ], + "issues": [ + { + "kind": "issue", + "number": 44545, + "title": "Qwen2_5_VLProcessor.apply_chat_template crashes on batched input when padding=False", + "url": "https://github.com/huggingface/transformers/issues/44545", + "state": "closed", + "merged": null, + "draft": null, + "created_at": "2026-03-09T12:37:17Z" + } + ] + }, + "fetch_error": null + }, + { + "author_login": "andylizf", + "name": "Zhifei Li", + "profile_url": "https://github.com/andylizf", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aandylizf", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aandylizf", + "repo_first_seen_at": "2026-03-24T04:53:11Z", + "repo_last_seen_at": "2026-03-24T15:46:44Z", + "repo_primary_artifact_count": 2, + "repo_artifact_count": 4, + "snapshot_issue_count": 1, + "snapshot_pr_count": 1, + "snapshot_comment_count": 2, + "snapshot_review_count": 0, + "snapshot_review_comment_count": 0, + "repo_association": "FIRST_TIME_CONTRIBUTOR", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 3255, + "young_account": false, + "follow_through_score": "strong", + "breadth_score": "moderate", + "automation_risk_signal": "low", + "heuristic_note": "targets high-star repos", + "public_orgs": [ + "KEEER", + "leann-ai" + ], + "activity": { + "visible_authored_pr_count": 19, + "merged_pr_count": 17, + "closed_unmerged_pr_count": 1, + "open_pr_count": 1, + "merged_pr_rate": 0.8947, + "closed_unmerged_pr_rate": 0.0526, + "still_open_pr_rate": 0.0526, + "distinct_repos_with_authored_prs": 5, + "distinct_repos_with_open_prs": 1 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 44973, + "title": "Fix max_seqlen type in vision attention for torch.compile + FA2", + "url": "https://github.com/huggingface/transformers/pull/44973", + "state": "open", + "merged": false, + "draft": false, + "created_at": "2026-03-24T15:42:32Z" + } + ], + "issues": [ + { + "kind": "issue", + "number": 44962, + "title": "Qwen3VL/Qwen2.5VL VisionAttention breaks torch.compile with flash_attention_2", + "url": "https://github.com/huggingface/transformers/issues/44962", + "state": "open", + "merged": null, + "draft": null, + "created_at": "2026-03-24T04:53:11Z" + } + ] + }, + "fetch_error": null + }, + { + "author_login": "ariG23498", + "name": "Aritra Roy Gosthipaty", + "profile_url": "https://github.com/ariG23498", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AariG23498", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AariG23498", + "repo_first_seen_at": "2026-01-27T07:23:19Z", + "repo_last_seen_at": "2026-02-12T09:21:30Z", + "repo_primary_artifact_count": 2, + "repo_artifact_count": 6, + "snapshot_issue_count": 1, + "snapshot_pr_count": 1, + "snapshot_comment_count": 4, + "snapshot_review_count": 0, + "snapshot_review_comment_count": 0, + "repo_association": "MEMBER", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 2949, + "young_account": false, + "follow_through_score": "strong", + "breadth_score": "moderate", + "automation_risk_signal": "low", + "heuristic_note": "\u2014", + "public_orgs": [ + "IEEE-EDS-NSEC" + ], + "activity": { + "visible_authored_pr_count": 12, + "merged_pr_count": 12, + "closed_unmerged_pr_count": 0, + "open_pr_count": 0, + "merged_pr_rate": 1.0, + "closed_unmerged_pr_rate": 0.0, + "still_open_pr_rate": 0.0, + "distinct_repos_with_authored_prs": 5, + "distinct_repos_with_open_prs": 0 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 43518, + "title": "[Kernels] kernel migration updates for activation kernels", + "url": "https://github.com/huggingface/transformers/pull/43518", + "state": "closed", + "merged": true, + "draft": false, + "created_at": "2026-01-27T07:23:19Z" + } + ], + "issues": [ + { + "kind": "issue", + "number": 43939, + "title": "Better regex in `build_glob_alternation` method", + "url": "https://github.com/huggingface/transformers/issues/43939", + "state": "closed", + "merged": null, + "draft": null, + "created_at": "2026-02-12T09:21:30Z" + } + ] + }, + "fetch_error": null + }, + { + "author_login": "bigshanedogg", + "name": null, + "profile_url": "https://github.com/bigshanedogg", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Abigshanedogg", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Abigshanedogg", + "repo_first_seen_at": "2026-03-23T19:34:30Z", + "repo_last_seen_at": "2026-03-25T15:45:28Z", + "repo_primary_artifact_count": 2, + "repo_artifact_count": 5, + "snapshot_issue_count": 1, + "snapshot_pr_count": 1, + "snapshot_comment_count": 3, + "snapshot_review_count": 0, + "snapshot_review_comment_count": 0, + "repo_association": "FIRST_TIME_CONTRIBUTOR", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 3651, + "young_account": false, + "follow_through_score": "weak", + "breadth_score": "low", + "automation_risk_signal": "low", + "heuristic_note": "high open PR share; targets high-star repos", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 3, + "merged_pr_count": 1, + "closed_unmerged_pr_count": 0, + "open_pr_count": 2, + "merged_pr_rate": 0.3333, + "closed_unmerged_pr_rate": 0.0, + "still_open_pr_rate": 0.6667, + "distinct_repos_with_authored_prs": 2, + "distinct_repos_with_open_prs": 2 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 44956, + "title": "[WIP] Add HyperCLOVAX model", + "url": "https://github.com/huggingface/transformers/pull/44956", + "state": "open", + "merged": false, + "draft": true, + "created_at": "2026-03-23T19:34:30Z" + } + ], + "issues": [ + { + "kind": "issue", + "number": 44957, + "title": "Add HyperCLOVA X SEED Think 14B", + "url": "https://github.com/huggingface/transformers/issues/44957", + "state": "open", + "merged": null, + "draft": null, + "created_at": "2026-03-23T19:37:47Z" + } + ] + }, + "fetch_error": null + }, + { + "author_login": "BSchilperoort", + "name": "Bart Schilperoort", + "profile_url": "https://github.com/BSchilperoort", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ABSchilperoort", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ABSchilperoort", + "repo_first_seen_at": "2026-03-18T11:08:09Z", + "repo_last_seen_at": "2026-03-23T12:27:25Z", + "repo_primary_artifact_count": 2, + "repo_artifact_count": 6, + "snapshot_issue_count": 1, + "snapshot_pr_count": 1, + "snapshot_comment_count": 4, + "snapshot_review_count": 0, + "snapshot_review_comment_count": 0, + "repo_association": "NONE", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 3987, + "young_account": false, + "follow_through_score": "strong", + "breadth_score": "low", + "automation_risk_signal": "low", + "heuristic_note": "\u2014", + "public_orgs": [ + "eWaterCycle" + ], + "activity": { + "visible_authored_pr_count": 14, + "merged_pr_count": 12, + "closed_unmerged_pr_count": 1, + "open_pr_count": 1, + "merged_pr_rate": 0.8571, + "closed_unmerged_pr_rate": 0.0714, + "still_open_pr_rate": 0.0714, + "distinct_repos_with_authored_prs": 3, + "distinct_repos_with_open_prs": 1 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 44946, + "title": "Correct docstrings for `from_pretrained` (url input deprecated)", + "url": "https://github.com/huggingface/transformers/pull/44946", + "state": "closed", + "merged": true, + "draft": false, + "created_at": "2026-03-23T12:18:34Z" + } + ], + "issues": [ + { + "kind": "issue", + "number": 44821, + "title": "Unable to load `AutoImageProcessor` from URL", + "url": "https://github.com/huggingface/transformers/issues/44821", + "state": "closed", + "merged": null, + "draft": null, + "created_at": "2026-03-18T11:08:09Z" + } + ] + }, + "fetch_error": null + }, + { + "author_login": "Butanium", + "name": "Cl\u00e9ment Dumas", + "profile_url": "https://github.com/Butanium", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AButanium", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AButanium", + "repo_first_seen_at": "2026-03-25T01:39:23Z", + "repo_last_seen_at": "2026-03-25T17:45:02Z", + "repo_primary_artifact_count": 2, + "repo_artifact_count": 4, + "snapshot_issue_count": 1, + "snapshot_pr_count": 1, + "snapshot_comment_count": 2, + "snapshot_review_count": 0, + "snapshot_review_comment_count": 0, + "repo_association": "CONTRIBUTOR", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 2373, + "young_account": false, + "follow_through_score": "mixed", + "breadth_score": "high", + "automation_risk_signal": "low", + "heuristic_note": "high recent PR volume; broad repo spread", + "public_orgs": [ + "ndif-team" + ], + "activity": { + "visible_authored_pr_count": 31, + "merged_pr_count": 18, + "closed_unmerged_pr_count": 4, + "open_pr_count": 9, + "merged_pr_rate": 0.5806, + "closed_unmerged_pr_rate": 0.129, + "still_open_pr_rate": 0.2903, + "distinct_repos_with_authored_prs": 13, + "distinct_repos_with_open_prs": 6 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 44984, + "title": "Fix `maybe_autocast` crashing on meta device tensors", + "url": "https://github.com/huggingface/transformers/pull/44984", + "state": "closed", + "merged": true, + "draft": false, + "created_at": "2026-03-25T01:39:23Z" + } + ], + "issues": [ + { + "kind": "issue", + "number": 44995, + "title": "[Bug] GlmMoeDsa crashes on second forward pass \u2014 stale indexer cache", + "url": "https://github.com/huggingface/transformers/issues/44995", + "state": "open", + "merged": null, + "draft": null, + "created_at": "2026-03-25T14:07:29Z" + } + ] + }, + "fetch_error": null + }, + { + "author_login": "charlieJ107", + "name": null, + "profile_url": "https://github.com/charlieJ107", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AcharlieJ107", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AcharlieJ107", + "repo_first_seen_at": "2026-01-26T01:26:15Z", + "repo_last_seen_at": "2026-01-26T01:32:08Z", + "repo_primary_artifact_count": 2, + "repo_artifact_count": 2, + "snapshot_issue_count": 1, + "snapshot_pr_count": 1, + "snapshot_comment_count": 0, + "snapshot_review_count": 0, + "snapshot_review_comment_count": 0, + "repo_association": "CONTRIBUTOR", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 2780, + "young_account": false, + "follow_through_score": "strong", + "breadth_score": "low", + "automation_risk_signal": "low", + "heuristic_note": "\u2014", + "public_orgs": [ + "Future-Scholars" + ], + "activity": { + "visible_authored_pr_count": 8, + "merged_pr_count": 8, + "closed_unmerged_pr_count": 0, + "open_pr_count": 0, + "merged_pr_rate": 1.0, + "closed_unmerged_pr_rate": 0.0, + "still_open_pr_rate": 0.0, + "distinct_repos_with_authored_prs": 3, + "distinct_repos_with_open_prs": 0 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 43480, + "title": "fix(Phi4Multimodal): Fix incorrect default vision/audio config initialization in Phi4MultimodalConfig", + "url": "https://github.com/huggingface/transformers/pull/43480", + "state": "closed", + "merged": true, + "draft": false, + "created_at": "2026-01-26T01:32:08Z" + } + ], + "issues": [ + { + "kind": "issue", + "number": 43479, + "title": "Phi4MultimodalConfig incorrectly initializes default vision/audio configs when passed as None", + "url": "https://github.com/huggingface/transformers/issues/43479", + "state": "closed", + "merged": null, + "draft": null, + "created_at": "2026-01-26T01:26:15Z" + } + ] + }, + "fetch_error": null + }, + { + "author_login": "cjkindel", + "name": "CJ Kindel", + "profile_url": "https://github.com/cjkindel", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Acjkindel", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Acjkindel", + "repo_first_seen_at": "2026-03-24T21:01:11Z", + "repo_last_seen_at": "2026-03-25T18:27:51Z", + "repo_primary_artifact_count": 2, + "repo_artifact_count": 3, + "snapshot_issue_count": 1, + "snapshot_pr_count": 1, + "snapshot_comment_count": 1, + "snapshot_review_count": 0, + "snapshot_review_comment_count": 0, + "repo_association": "NONE", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 4167, + "young_account": false, + "follow_through_score": "strong", + "breadth_score": "very high", + "automation_risk_signal": "medium", + "heuristic_note": "high recent PR volume; very broad repo spread", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 92, + "merged_pr_count": 84, + "closed_unmerged_pr_count": 6, + "open_pr_count": 2, + "merged_pr_rate": 0.913, + "closed_unmerged_pr_rate": 0.0652, + "still_open_pr_rate": 0.0217, + "distinct_repos_with_authored_prs": 35, + "distinct_repos_with_open_prs": 2 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 44978, + "title": "fix: handle absent sys.modules entry in modeling_utils", + "url": "https://github.com/huggingface/transformers/pull/44978", + "state": "closed", + "merged": false, + "draft": false, + "created_at": "2026-03-24T21:01:11Z" + } + ], + "issues": [ + { + "kind": "issue", + "number": 45003, + "title": "modeling_utils unsafely accesses sys.modules[]", + "url": "https://github.com/huggingface/transformers/issues/45003", + "state": "open", + "merged": null, + "draft": null, + "created_at": "2026-03-25T18:27:51Z" + } + ] + }, + "fetch_error": null + }, + { + "author_login": "DogWala", + "name": "Zhaoxin Yuan", + "profile_url": "https://github.com/DogWala", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ADogWala", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ADogWala", + "repo_first_seen_at": "2026-03-12T15:47:16Z", + "repo_last_seen_at": "2026-03-13T14:50:41Z", + "repo_primary_artifact_count": 2, + "repo_artifact_count": 5, + "snapshot_issue_count": 1, + "snapshot_pr_count": 1, + "snapshot_comment_count": 3, + "snapshot_review_count": 0, + "snapshot_review_comment_count": 0, + "repo_association": "FIRST_TIME_CONTRIBUTOR", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 1310, + "young_account": false, + "follow_through_score": "weak", + "breadth_score": "low", + "automation_risk_signal": "low", + "heuristic_note": "high open PR share; targets high-star repos", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 1, + "merged_pr_count": 0, + "closed_unmerged_pr_count": 0, + "open_pr_count": 1, + "merged_pr_rate": 0.0, + "closed_unmerged_pr_rate": 0.0, + "still_open_pr_rate": 1.0, + "distinct_repos_with_authored_prs": 1, + "distinct_repos_with_open_prs": 1 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 44660, + "title": "Fix: avoid late CUDA OOM in load_best_model_at_end with PEFT models", + "url": "https://github.com/huggingface/transformers/pull/44660", + "state": "open", + "merged": false, + "draft": false, + "created_at": "2026-03-13T12:59:25Z" + } + ], + "issues": [ + { + "kind": "issue", + "number": 44637, + "title": "load_best_model_at_end reloads PEFT adapter weights onto CUDA and can OOM under low remaining GPU memory", + "url": "https://github.com/huggingface/transformers/issues/44637", + "state": "open", + "merged": null, + "draft": null, + "created_at": "2026-03-12T15:47:16Z" + } + ] + }, + "fetch_error": null + }, + { + "author_login": "dtiourine", + "name": "Daniel Tiourine", + "profile_url": "https://github.com/dtiourine", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Adtiourine", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Adtiourine", + "repo_first_seen_at": "2026-02-17T18:52:49Z", + "repo_last_seen_at": "2026-02-18T17:56:35Z", + "repo_primary_artifact_count": 2, + "repo_artifact_count": 5, + "snapshot_issue_count": 1, + "snapshot_pr_count": 1, + "snapshot_comment_count": 3, + "snapshot_review_count": 0, + "snapshot_review_comment_count": 0, + "repo_association": "FIRST_TIME_CONTRIBUTOR", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 1346, + "young_account": false, + "follow_through_score": "weak", + "breadth_score": "low", + "automation_risk_signal": "low", + "heuristic_note": "high open PR share; targets high-star repos", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 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": 44116, + "title": "[WIP] [Flaubert] Refactor output tracing to decorator-based interface", + "url": "https://github.com/huggingface/transformers/pull/44116", + "state": "open", + "merged": false, + "draft": false, + "created_at": "2026-02-17T21:52:13Z" + } + ], + "issues": [ + { + "kind": "issue", + "number": 44121, + "title": "[Model Request] Add OpenAI Weight-Sparse Transformer (circuit-sparsity / circuitgpt)", + "url": "https://github.com/huggingface/transformers/issues/44121", + "state": "open", + "merged": null, + "draft": null, + "created_at": "2026-02-18T06:33:19Z" + } + ] + }, + "fetch_error": null + }, + { + "author_login": "fschlatt", + "name": "Ferdinand Schlatt", + "profile_url": "https://github.com/fschlatt", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Afschlatt", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Afschlatt", + "repo_first_seen_at": "2026-02-01T09:46:55Z", + "repo_last_seen_at": "2026-02-03T13:52:17Z", + "repo_primary_artifact_count": 2, + "repo_artifact_count": 3, + "snapshot_issue_count": 1, + "snapshot_pr_count": 1, + "snapshot_comment_count": 1, + "snapshot_review_count": 0, + "snapshot_review_comment_count": 0, + "repo_association": "CONTRIBUTOR", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 3431, + "young_account": false, + "follow_through_score": "strong", + "breadth_score": "low", + "automation_risk_signal": "low", + "heuristic_note": "targets high-star repos", + "public_orgs": [ + "webis-de", + "causenet-org" + ], + "activity": { + "visible_authored_pr_count": 1, + "merged_pr_count": 1, + "closed_unmerged_pr_count": 0, + "open_pr_count": 0, + "merged_pr_rate": 1.0, + "closed_unmerged_pr_rate": 0.0, + "still_open_pr_rate": 0.0, + "distinct_repos_with_authored_prs": 1, + "distinct_repos_with_open_prs": 0 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 43669, + "title": "fix norm_eps dtype", + "url": "https://github.com/huggingface/transformers/pull/43669", + "state": "closed", + "merged": true, + "draft": false, + "created_at": "2026-02-01T09:47:44Z" + } + ], + "issues": [ + { + "kind": "issue", + "number": 43668, + "title": "ModernBERTConfig `norm_eps` type hint is incorrect", + "url": "https://github.com/huggingface/transformers/issues/43668", + "state": "closed", + "merged": null, + "draft": null, + "created_at": "2026-02-01T09:46:55Z" + } + ] + }, + "fetch_error": null + }, + { + "author_login": "gh-wf", + "name": null, + "profile_url": "https://github.com/gh-wf", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Agh-wf", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Agh-wf", + "repo_first_seen_at": "2026-03-19T15:13:12Z", + "repo_last_seen_at": "2026-03-19T15:14:12Z", + "repo_primary_artifact_count": 2, + "repo_artifact_count": 2, + "snapshot_issue_count": 1, + "snapshot_pr_count": 1, + "snapshot_comment_count": 0, + "snapshot_review_count": 0, + "snapshot_review_comment_count": 0, + "repo_association": "NONE", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 1314, + "young_account": false, + "follow_through_score": "weak", + "breadth_score": "low", + "automation_risk_signal": "low", + "heuristic_note": "many recent closed-unmerged PRs; targets high-star repos", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 1, + "merged_pr_count": 0, + "closed_unmerged_pr_count": 1, + "open_pr_count": 0, + "merged_pr_rate": 0.0, + "closed_unmerged_pr_rate": 1.0, + "still_open_pr_rate": 0.0, + "distinct_repos_with_authored_prs": 1, + "distinct_repos_with_open_prs": 0 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 44862, + "title": "fix: handle list-type _tied_weights_keys in _get_tied_weight_keys", + "url": "https://github.com/huggingface/transformers/pull/44862", + "state": "closed", + "merged": false, + "draft": false, + "created_at": "2026-03-19T15:14:12Z" + } + ], + "issues": [ + { + "kind": "issue", + "number": 44861, + "title": "_get_tied_weight_keys crashes with AttributeError when _tied_weights_keys is a list", + "url": "https://github.com/huggingface/transformers/issues/44861", + "state": "closed", + "merged": null, + "draft": null, + "created_at": "2026-03-19T15:13:12Z" + } + ] + }, + "fetch_error": null + }, + { + "author_login": "IvanFan-Van", + "name": null, + "profile_url": "https://github.com/IvanFan-Van", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AIvanFan-Van", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AIvanFan-Van", + "repo_first_seen_at": "2026-03-20T04:29:57Z", + "repo_last_seen_at": "2026-03-20T05:45:46Z", + "repo_primary_artifact_count": 2, + "repo_artifact_count": 2, + "snapshot_issue_count": 1, + "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, + "report_reason": null, + "account_age_days": 1525, + "young_account": false, + "follow_through_score": "strong", + "breadth_score": "low", + "automation_risk_signal": "low", + "heuristic_note": "\u2014", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 7, + "merged_pr_count": 6, + "closed_unmerged_pr_count": 0, + "open_pr_count": 1, + "merged_pr_rate": 0.8571, + "closed_unmerged_pr_rate": 0.0, + "still_open_pr_rate": 0.1429, + "distinct_repos_with_authored_prs": 2, + "distinct_repos_with_open_prs": 1 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 44872, + "title": "Fix: Update outdated sampler comment in generation/utils.py", + "url": "https://github.com/huggingface/transformers/pull/44872", + "state": "open", + "merged": false, + "draft": false, + "created_at": "2026-03-20T05:45:46Z" + } + ], + "issues": [ + { + "kind": "issue", + "number": 44871, + "title": "[Gemma-3] Inconsistent eos_token_id configuration: tokenizer has single value (1) but model.config has list [1, 106]", + "url": "https://github.com/huggingface/transformers/issues/44871", + "state": "closed", + "merged": null, + "draft": null, + "created_at": "2026-03-20T04:29:57Z" + } + ] + }, + "fetch_error": null + }, + { + "author_login": "jmriosal", + "name": "Jesus Rios", + "profile_url": "https://github.com/jmriosal", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ajmriosal", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ajmriosal", + "repo_first_seen_at": "2026-02-22T20:14:10Z", + "repo_last_seen_at": "2026-02-23T20:32:51Z", + "repo_primary_artifact_count": 2, + "repo_artifact_count": 4, + "snapshot_issue_count": 1, + "snapshot_pr_count": 1, + "snapshot_comment_count": 2, + "snapshot_review_count": 0, + "snapshot_review_comment_count": 0, + "repo_association": "FIRST_TIMER", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 336, + "young_account": true, + "follow_through_score": "weak", + "breadth_score": "low", + "automation_risk_signal": "low", + "heuristic_note": "young account; high open PR share; no visible non-self stars; targets high-star repos", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 1, + "merged_pr_count": 0, + "closed_unmerged_pr_count": 0, + "open_pr_count": 1, + "merged_pr_rate": 0.0, + "closed_unmerged_pr_rate": 0.0, + "still_open_pr_rate": 1.0, + "distinct_repos_with_authored_prs": 1, + "distinct_repos_with_open_prs": 1 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 44215, + "title": "Add sequence classification capability to Granite models", + "url": "https://github.com/huggingface/transformers/pull/44215", + "state": "open", + "merged": false, + "draft": false, + "created_at": "2026-02-22T23:24:43Z" + } + ], + "issues": [ + { + "kind": "issue", + "number": 44214, + "title": "Add sequence classification capabilities to the Granite models", + "url": "https://github.com/huggingface/transformers/issues/44214", + "state": "open", + "merged": null, + "draft": null, + "created_at": "2026-02-22T20:14:10Z" + } + ] + }, + "fetch_error": null + }, + { + "author_login": "josh-kean", + "name": "Josh", + "profile_url": "https://github.com/josh-kean", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ajosh-kean", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ajosh-kean", + "repo_first_seen_at": "2026-03-22T17:57:33Z", + "repo_last_seen_at": "2026-03-23T20:07:09Z", + "repo_primary_artifact_count": 2, + "repo_artifact_count": 5, + "snapshot_issue_count": 1, + "snapshot_pr_count": 1, + "snapshot_comment_count": 3, + "snapshot_review_count": 0, + "snapshot_review_comment_count": 0, + "repo_association": "FIRST_TIME_CONTRIBUTOR", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 2825, + "young_account": false, + "follow_through_score": "weak", + "breadth_score": "low", + "automation_risk_signal": "low", + "heuristic_note": "high open PR share; targets high-star repos", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 1, + "merged_pr_count": 0, + "closed_unmerged_pr_count": 0, + "open_pr_count": 1, + "merged_pr_rate": 0.0, + "closed_unmerged_pr_rate": 0.0, + "still_open_pr_rate": 1.0, + "distinct_repos_with_authored_prs": 1, + "distinct_repos_with_open_prs": 1 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 44958, + "title": "fixed import error with PILImageResampling", + "url": "https://github.com/huggingface/transformers/pull/44958", + "state": "open", + "merged": false, + "draft": false, + "created_at": "2026-03-23T20:07:09Z" + } + ], + "issues": [ + { + "kind": "issue", + "number": 44933, + "title": "Nonexistant import from image_utils", + "url": "https://github.com/huggingface/transformers/issues/44933", + "state": "open", + "merged": null, + "draft": null, + "created_at": "2026-03-22T17:57:33Z" + } + ] + }, + "fetch_error": null + }, + { + "author_login": "kevinli573", + "name": "Kevin Li", + "profile_url": "https://github.com/kevinli573", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Akevinli573", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Akevinli573", + "repo_first_seen_at": "2026-02-03T17:53:47Z", + "repo_last_seen_at": "2026-03-03T02:27:54Z", + "repo_primary_artifact_count": 2, + "repo_artifact_count": 8, + "snapshot_issue_count": 1, + "snapshot_pr_count": 1, + "snapshot_comment_count": 4, + "snapshot_review_count": 1, + "snapshot_review_comment_count": 1, + "repo_association": "CONTRIBUTOR", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 2343, + "young_account": false, + "follow_through_score": "strong", + "breadth_score": "low", + "automation_risk_signal": "low", + "heuristic_note": "targets high-star repos", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 2, + "merged_pr_count": 2, + "closed_unmerged_pr_count": 0, + "open_pr_count": 0, + "merged_pr_rate": 1.0, + "closed_unmerged_pr_rate": 0.0, + "still_open_pr_rate": 0.0, + "distinct_repos_with_authored_prs": 2, + "distinct_repos_with_open_prs": 0 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 43778, + "title": "Mamba-1/-2 init weights in mixer class", + "url": "https://github.com/huggingface/transformers/pull/43778", + "state": "closed", + "merged": true, + "draft": false, + "created_at": "2026-02-05T20:38:41Z" + } + ], + "issues": [ + { + "kind": "issue", + "number": 43717, + "title": "init_weights usage in Mamba and Mamba-2", + "url": "https://github.com/huggingface/transformers/issues/43717", + "state": "closed", + "merged": null, + "draft": null, + "created_at": "2026-02-03T17:53:47Z" + } + ] + }, + "fetch_error": null + }, + { + "author_login": "lhallee", + "name": "Logan Hallee", + "profile_url": "https://github.com/lhallee", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Alhallee", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Alhallee", + "repo_first_seen_at": "2026-02-19T21:33:16Z", + "repo_last_seen_at": "2026-02-20T14:56:48Z", + "repo_primary_artifact_count": 2, + "repo_artifact_count": 3, + "snapshot_issue_count": 1, + "snapshot_pr_count": 1, + "snapshot_comment_count": 1, + "snapshot_review_count": 0, + "snapshot_review_comment_count": 0, + "repo_association": "CONTRIBUTOR", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 1987, + "young_account": false, + "follow_through_score": "strong", + "breadth_score": "moderate", + "automation_risk_signal": "low", + "heuristic_note": "\u2014", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 15, + "merged_pr_count": 14, + "closed_unmerged_pr_count": 0, + "open_pr_count": 1, + "merged_pr_rate": 0.9333, + "closed_unmerged_pr_rate": 0.0, + "still_open_pr_rate": 0.0667, + "distinct_repos_with_authored_prs": 6, + "distinct_repos_with_open_prs": 1 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 44163, + "title": "ESM2 attention_mask and token_dropout fix", + "url": "https://github.com/huggingface/transformers/pull/44163", + "state": "closed", + "merged": true, + "draft": false, + "created_at": "2026-02-19T21:44:25Z" + } + ], + "issues": [ + { + "kind": "issue", + "number": 44162, + "title": "ESM2 is broken, impacting 1000s of scientists workflows", + "url": "https://github.com/huggingface/transformers/issues/44162", + "state": "closed", + "merged": null, + "draft": null, + "created_at": "2026-02-19T21:33:16Z" + } + ] + }, + "fetch_error": null + }, + { + "author_login": "linfeng-du", + "name": "Linfeng Du", + "profile_url": "https://github.com/linfeng-du", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Alinfeng-du", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Alinfeng-du", + "repo_first_seen_at": "2026-02-27T02:57:03Z", + "repo_last_seen_at": "2026-02-27T21:48:17Z", + "repo_primary_artifact_count": 2, + "repo_artifact_count": 5, + "snapshot_issue_count": 1, + "snapshot_pr_count": 1, + "snapshot_comment_count": 1, + "snapshot_review_count": 1, + "snapshot_review_comment_count": 1, + "repo_association": "CONTRIBUTOR", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 3008, + "young_account": false, + "follow_through_score": "strong", + "breadth_score": "low", + "automation_risk_signal": "low", + "heuristic_note": "targets high-star repos", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 1, + "merged_pr_count": 1, + "closed_unmerged_pr_count": 0, + "open_pr_count": 0, + "merged_pr_rate": 1.0, + "closed_unmerged_pr_rate": 0.0, + "still_open_pr_rate": 0.0, + "distinct_repos_with_authored_prs": 1, + "distinct_repos_with_open_prs": 0 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 44329, + "title": "Enable Liger Kernel when doing hyperparameter search.", + "url": "https://github.com/huggingface/transformers/pull/44329", + "state": "closed", + "merged": true, + "draft": false, + "created_at": "2026-02-27T15:27:39Z" + } + ], + "issues": [ + { + "kind": "issue", + "number": 44315, + "title": "Liger Kernel is not applied when creating the model with `model_init`", + "url": "https://github.com/huggingface/transformers/issues/44315", + "state": "closed", + "merged": null, + "draft": null, + "created_at": "2026-02-27T02:57:03Z" + } + ] + }, + "fetch_error": null + }, + { + "author_login": "m-matthias", + "name": "Matt", + "profile_url": "https://github.com/m-matthias", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Am-matthias", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Am-matthias", + "repo_first_seen_at": "2026-03-19T12:56:22Z", + "repo_last_seen_at": "2026-03-22T15:09:38Z", + "repo_primary_artifact_count": 2, + "repo_artifact_count": 8, + "snapshot_issue_count": 1, + "snapshot_pr_count": 1, + "snapshot_comment_count": 2, + "snapshot_review_count": 2, + "snapshot_review_comment_count": 2, + "repo_association": "CONTRIBUTOR", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 3745, + "young_account": false, + "follow_through_score": "strong", + "breadth_score": "low", + "automation_risk_signal": "low", + "heuristic_note": "no visible non-self stars; targets high-star repos", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 1, + "merged_pr_count": 1, + "closed_unmerged_pr_count": 0, + "open_pr_count": 0, + "merged_pr_rate": 1.0, + "closed_unmerged_pr_rate": 0.0, + "still_open_pr_rate": 0.0, + "distinct_repos_with_authored_prs": 1, + "distinct_repos_with_open_prs": 0 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 44886, + "title": "LwDetrImageLoss: Fix dtype casting to prevent crash when using amp on cuda device", + "url": "https://github.com/huggingface/transformers/pull/44886", + "state": "closed", + "merged": true, + "draft": false, + "created_at": "2026-03-20T13:56:08Z" + } + ], + "issues": [ + { + "kind": "issue", + "number": 44857, + "title": "LwDetrImageLoss crashes when using float16 AMP and Cuda", + "url": "https://github.com/huggingface/transformers/issues/44857", + "state": "closed", + "merged": null, + "draft": null, + "created_at": "2026-03-19T12:56:22Z" + } + ] + }, + "fetch_error": null + }, + { + "author_login": "mango766", + "name": "eason", + "profile_url": "https://github.com/mango766", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Amango766", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Amango766", + "repo_first_seen_at": "2026-03-16T04:08:09Z", + "repo_last_seen_at": "2026-03-16T04:09:32Z", + "repo_primary_artifact_count": 2, + "repo_artifact_count": 2, + "snapshot_issue_count": 1, + "snapshot_pr_count": 1, + "snapshot_comment_count": 0, + "snapshot_review_count": 0, + "snapshot_review_comment_count": 0, + "repo_association": "CONTRIBUTOR", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 1750, + "young_account": false, + "follow_through_score": "weak", + "breadth_score": "very high", + "automation_risk_signal": "medium", + "heuristic_note": "extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 178, + "merged_pr_count": 22, + "closed_unmerged_pr_count": 42, + "open_pr_count": 114, + "merged_pr_rate": 0.1236, + "closed_unmerged_pr_rate": 0.236, + "still_open_pr_rate": 0.6404, + "distinct_repos_with_authored_prs": 152, + "distinct_repos_with_open_prs": 103 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 44735, + "title": "Fix tensor indexing crash in serve generate_response KV cache continuation", + "url": "https://github.com/huggingface/transformers/pull/44735", + "state": "closed", + "merged": true, + "draft": false, + "created_at": "2026-03-16T04:09:32Z" + } + ], + "issues": [ + { + "kind": "issue", + "number": 44734, + "title": "`transformers serve`: /v1/responses crashes on KV cache continuation due to wrong tensor indexing", + "url": "https://github.com/huggingface/transformers/issues/44734", + "state": "closed", + "merged": null, + "draft": null, + "created_at": "2026-03-16T04:08:09Z" + } + ] + }, + "fetch_error": null + }, + { + "author_login": "medhakimbedhief", + "name": null, + "profile_url": "https://github.com/medhakimbedhief", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Amedhakimbedhief", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Amedhakimbedhief", + "repo_first_seen_at": "2026-03-03T03:19:25Z", + "repo_last_seen_at": "2026-03-03T13:05:37Z", + "repo_primary_artifact_count": 2, + "repo_artifact_count": 3, + "snapshot_issue_count": 1, + "snapshot_pr_count": 1, + "snapshot_comment_count": 1, + "snapshot_review_count": 0, + "snapshot_review_comment_count": 0, + "repo_association": "CONTRIBUTOR", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 2218, + "young_account": false, + "follow_through_score": "strong", + "breadth_score": "low", + "automation_risk_signal": "low", + "heuristic_note": "targets high-star repos", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 2, + "merged_pr_count": 2, + "closed_unmerged_pr_count": 0, + "open_pr_count": 0, + "merged_pr_rate": 1.0, + "closed_unmerged_pr_rate": 0.0, + "still_open_pr_rate": 0.0, + "distinct_repos_with_authored_prs": 2, + "distinct_repos_with_open_prs": 0 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 44406, + "title": "Add Qwen3.5 support for sequence classification", + "url": "https://github.com/huggingface/transformers/pull/44406", + "state": "closed", + "merged": true, + "draft": false, + "created_at": "2026-03-03T03:44:37Z" + } + ], + "issues": [ + { + "kind": "issue", + "number": 44405, + "title": "Add AutoModelForSequenceClassification support for Qwen3.5 (Qwen3_5Config)", + "url": "https://github.com/huggingface/transformers/issues/44405", + "state": "closed", + "merged": null, + "draft": null, + "created_at": "2026-03-03T03:19:25Z" + } + ] + }, + "fetch_error": null + }, + { + "author_login": "michalrzak", + "name": "Michal \u017d\u00e1k", + "profile_url": "https://github.com/michalrzak", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Amichalrzak", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Amichalrzak", + "repo_first_seen_at": "2026-03-11T16:42:30Z", + "repo_last_seen_at": "2026-03-13T13:00:26Z", + "repo_primary_artifact_count": 2, + "repo_artifact_count": 2, + "snapshot_issue_count": 1, + "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, + "report_reason": null, + "account_age_days": 2120, + "young_account": false, + "follow_through_score": "weak", + "breadth_score": "low", + "automation_risk_signal": "low", + "heuristic_note": "high open PR share; targets high-star repos", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 1, + "merged_pr_count": 0, + "closed_unmerged_pr_count": 0, + "open_pr_count": 1, + "merged_pr_rate": 0.0, + "closed_unmerged_pr_rate": 0.0, + "still_open_pr_rate": 1.0, + "distinct_repos_with_authored_prs": 1, + "distinct_repos_with_open_prs": 1 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 44603, + "title": "fixed dockerfile for arm64 systems", + "url": "https://github.com/huggingface/transformers/pull/44603", + "state": "open", + "merged": false, + "draft": false, + "created_at": "2026-03-11T16:42:30Z" + } + ], + "issues": [ + { + "kind": "issue", + "number": 44661, + "title": "`add-new-model-like` fails if model is inside the `TOKENIZER_MAPPING_NAMES`", + "url": "https://github.com/huggingface/transformers/issues/44661", + "state": "closed", + "merged": null, + "draft": null, + "created_at": "2026-03-13T13:00:26Z" + } + ] + }, + "fetch_error": null + }, + { + "author_login": "ntenenz", + "name": "Neil Tenenholtz", + "profile_url": "https://github.com/ntenenz", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Antenenz", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Antenenz", + "repo_first_seen_at": "2026-03-13T20:09:58Z", + "repo_last_seen_at": "2026-03-16T20:11:48Z", + "repo_primary_artifact_count": 2, + "repo_artifact_count": 11, + "snapshot_issue_count": 1, + "snapshot_pr_count": 1, + "snapshot_comment_count": 1, + "snapshot_review_count": 4, + "snapshot_review_comment_count": 4, + "repo_association": "CONTRIBUTOR", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 4245, + "young_account": false, + "follow_through_score": "mixed", + "breadth_score": "low", + "automation_risk_signal": "low", + "heuristic_note": "high open PR share; targets high-star repos", + "public_orgs": [ + "microsoft" + ], + "activity": { + "visible_authored_pr_count": 2, + "merged_pr_count": 1, + "closed_unmerged_pr_count": 0, + "open_pr_count": 1, + "merged_pr_rate": 0.5, + "closed_unmerged_pr_rate": 0.0, + "still_open_pr_rate": 0.5, + "distinct_repos_with_authored_prs": 2, + "distinct_repos_with_open_prs": 1 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 44684, + "title": "update flex attention to use `return_aux` instead of `return_lse` when torch verison >= 2.9", + "url": "https://github.com/huggingface/transformers/pull/44684", + "state": "closed", + "merged": true, + "draft": false, + "created_at": "2026-03-13T20:16:35Z" + } + ], + "issues": [ + { + "kind": "issue", + "number": 44683, + "title": "Compiled flex_attention fails on torch >= 2.9", + "url": "https://github.com/huggingface/transformers/issues/44683", + "state": "closed", + "merged": null, + "draft": null, + "created_at": "2026-03-13T20:09:58Z" + } + ] + }, + "fetch_error": null + }, + { + "author_login": "oliverholworthy", + "name": "Oliver Holworthy", + "profile_url": "https://github.com/oliverholworthy", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aoliverholworthy", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aoliverholworthy", + "repo_first_seen_at": "2026-01-26T21:42:45Z", + "repo_last_seen_at": "2026-01-29T17:54:37Z", + "repo_primary_artifact_count": 2, + "repo_artifact_count": 3, + "snapshot_issue_count": 1, + "snapshot_pr_count": 1, + "snapshot_comment_count": 1, + "snapshot_review_count": 0, + "snapshot_review_comment_count": 0, + "repo_association": "NONE", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 5236, + "young_account": false, + "follow_through_score": "strong", + "breadth_score": "moderate", + "automation_risk_signal": "low", + "heuristic_note": "\u2014", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 12, + "merged_pr_count": 9, + "closed_unmerged_pr_count": 1, + "open_pr_count": 2, + "merged_pr_rate": 0.75, + "closed_unmerged_pr_rate": 0.0833, + "still_open_pr_rate": 0.1667, + "distinct_repos_with_authored_prs": 5, + "distinct_repos_with_open_prs": 2 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 43509, + "title": "Guard torch.is_autocast_enabled(device_type) for torch<2.4", + "url": "https://github.com/huggingface/transformers/pull/43509", + "state": "closed", + "merged": false, + "draft": false, + "created_at": "2026-01-26T21:45:32Z" + } + ], + "issues": [ + { + "kind": "issue", + "number": 43508, + "title": "Transformers 5.0.0 calls torch.is_autocast_enabled(device_type) breaking compatibility with torch<2.4", + "url": "https://github.com/huggingface/transformers/issues/43508", + "state": "closed", + "merged": null, + "draft": null, + "created_at": "2026-01-26T21:42:45Z" + } + ] + }, + "fetch_error": null + }, + { + "author_login": "rabbierabbie", + "name": "RabbieRabbie", + "profile_url": "https://github.com/rabbierabbie", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Arabbierabbie", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Arabbierabbie", + "repo_first_seen_at": "2026-03-10T14:40:08Z", + "repo_last_seen_at": "2026-03-12T04:38:08Z", + "repo_primary_artifact_count": 2, + "repo_artifact_count": 3, + "snapshot_issue_count": 1, + "snapshot_pr_count": 1, + "snapshot_comment_count": 1, + "snapshot_review_count": 0, + "snapshot_review_comment_count": 0, + "repo_association": "NONE", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 756, + "young_account": false, + "follow_through_score": "mixed", + "breadth_score": "moderate", + "automation_risk_signal": "low", + "heuristic_note": "\u2014", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 6, + "merged_pr_count": 4, + "closed_unmerged_pr_count": 1, + "open_pr_count": 1, + "merged_pr_rate": 0.6667, + "closed_unmerged_pr_rate": 0.1667, + "still_open_pr_rate": 0.1667, + "distinct_repos_with_authored_prs": 4, + "distinct_repos_with_open_prs": 1 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 44580, + "title": "Clarify references to the Transformers library in README", + "url": "https://github.com/huggingface/transformers/pull/44580", + "state": "closed", + "merged": false, + "draft": false, + "created_at": "2026-03-10T18:21:55Z" + } + ], + "issues": [ + { + "kind": "issue", + "number": 44574, + "title": "Title: Clarification and consistency of \"Transformers\" terminology in README", + "url": "https://github.com/huggingface/transformers/issues/44574", + "state": "closed", + "merged": null, + "draft": null, + "created_at": "2026-03-10T14:40:08Z" + } + ] + }, + "fetch_error": null + }, + { + "author_login": "ShahVandit", + "name": null, + "profile_url": "https://github.com/ShahVandit", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AShahVandit", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AShahVandit", + "repo_first_seen_at": "2026-02-02T02:33:32Z", + "repo_last_seen_at": "2026-03-24T20:18:59Z", + "repo_primary_artifact_count": 2, + "repo_artifact_count": 7, + "snapshot_issue_count": 1, + "snapshot_pr_count": 1, + "snapshot_comment_count": 3, + "snapshot_review_count": 1, + "snapshot_review_comment_count": 1, + "repo_association": "FIRST_TIME_CONTRIBUTOR", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 1864, + "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", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 3, + "merged_pr_count": 1, + "closed_unmerged_pr_count": 0, + "open_pr_count": 2, + "merged_pr_rate": 0.3333, + "closed_unmerged_pr_rate": 0.0, + "still_open_pr_rate": 0.6667, + "distinct_repos_with_authored_prs": 2, + "distinct_repos_with_open_prs": 2 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 44517, + "title": "Add qwen3 tts", + "url": "https://github.com/huggingface/transformers/pull/44517", + "state": "open", + "merged": false, + "draft": false, + "created_at": "2026-03-07T18:48:04Z" + } + ], + "issues": [ + { + "kind": "issue", + "number": 43671, + "title": "Proposal to add Qwen3-TTS support", + "url": "https://github.com/huggingface/transformers/issues/43671", + "state": "open", + "merged": null, + "draft": null, + "created_at": "2026-02-02T02:33:32Z" + } + ] + }, + "fetch_error": null + }, + { + "author_login": "stuckvgn", + "name": "Sam Tucker-Davis", + "profile_url": "https://github.com/stuckvgn", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Astuckvgn", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Astuckvgn", + "repo_first_seen_at": "2026-02-25T14:03:32Z", + "repo_last_seen_at": "2026-03-14T06:47:35Z", + "repo_primary_artifact_count": 2, + "repo_artifact_count": 3, + "snapshot_issue_count": 1, + "snapshot_pr_count": 1, + "snapshot_comment_count": 1, + "snapshot_review_count": 0, + "snapshot_review_comment_count": 0, + "repo_association": "NONE", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 1124, + "young_account": false, + "follow_through_score": "weak", + "breadth_score": "very high", + "automation_risk_signal": "high", + "heuristic_note": "extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 225, + "merged_pr_count": 71, + "closed_unmerged_pr_count": 135, + "open_pr_count": 19, + "merged_pr_rate": 0.3156, + "closed_unmerged_pr_rate": 0.6, + "still_open_pr_rate": 0.0844, + "distinct_repos_with_authored_prs": 151, + "distinct_repos_with_open_prs": 9 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 44376, + "title": "docs: update Flan-T5 and Flan-UL2 example to use plant-based recipe prompt", + "url": "https://github.com/huggingface/transformers/pull/44376", + "state": "closed", + "merged": false, + "draft": false, + "created_at": "2026-03-01T17:41:48Z" + } + ], + "issues": [ + { + "kind": "issue", + "number": 44280, + "title": "Add species bias to model card templates and bias documentation", + "url": "https://github.com/huggingface/transformers/issues/44280", + "state": "open", + "merged": null, + "draft": null, + "created_at": "2026-02-25T14:03:32Z" + } + ] + }, + "fetch_error": null + }, + { + "author_login": "syncdoth", + "name": "Sehyun Choi", + "profile_url": "https://github.com/syncdoth", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Asyncdoth", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asyncdoth", + "repo_first_seen_at": "2026-03-21T06:05:36Z", + "repo_last_seen_at": "2026-03-21T06:07:35Z", + "repo_primary_artifact_count": 2, + "repo_artifact_count": 2, + "snapshot_issue_count": 1, + "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, + "report_reason": null, + "account_age_days": 2668, + "young_account": false, + "follow_through_score": "weak", + "breadth_score": "low", + "automation_risk_signal": "low", + "heuristic_note": "high open PR share; targets high-star repos", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 1, + "merged_pr_count": 0, + "closed_unmerged_pr_count": 0, + "open_pr_count": 1, + "merged_pr_rate": 0.0, + "closed_unmerged_pr_rate": 0.0, + "still_open_pr_rate": 1.0, + "distinct_repos_with_authored_prs": 1, + "distinct_repos_with_open_prs": 1 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 44907, + "title": "Remove unnecessary expand_as in get_placeholder_mask across VLMs", + "url": "https://github.com/huggingface/transformers/pull/44907", + "state": "open", + "merged": false, + "draft": false, + "created_at": "2026-03-21T06:07:35Z" + } + ], + "issues": [ + { + "kind": "issue", + "number": 44906, + "title": "Remove unnecessary `expand_as` in `get_placeholder_mask` across VLMs", + "url": "https://github.com/huggingface/transformers/issues/44906", + "state": "open", + "merged": null, + "draft": null, + "created_at": "2026-03-21T06:05:36Z" + } + ] + }, + "fetch_error": null + }, + { + "author_login": "Wauplin", + "name": "Lucain", + "profile_url": "https://github.com/Wauplin", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AWauplin", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AWauplin", + "repo_first_seen_at": "2025-12-02T12:54:40Z", + "repo_last_seen_at": "2026-02-19T13:14:58Z", + "repo_primary_artifact_count": 2, + "repo_artifact_count": 26, + "snapshot_issue_count": 1, + "snapshot_pr_count": 1, + "snapshot_comment_count": 2, + "snapshot_review_count": 5, + "snapshot_review_comment_count": 17, + "repo_association": "MEMBER", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 4008, + "young_account": false, + "follow_through_score": "mixed", + "breadth_score": "moderate", + "automation_risk_signal": "low", + "heuristic_note": "high recent PR volume", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 79, + "merged_pr_count": 69, + "closed_unmerged_pr_count": 9, + "open_pr_count": 1, + "merged_pr_rate": 0.8734, + "closed_unmerged_pr_rate": 0.1139, + "still_open_pr_rate": 0.0127, + "distinct_repos_with_authored_prs": 9, + "distinct_repos_with_open_prs": 1 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 43586, + "title": "Increase default ReadTimeout in tests", + "url": "https://github.com/huggingface/transformers/pull/43586", + "state": "closed", + "merged": true, + "draft": false, + "created_at": "2026-01-29T10:46:31Z" + } + ], + "issues": [ + { + "kind": "issue", + "number": 42556, + "title": "[v5] Remove `safe_serialization` parameter", + "url": "https://github.com/huggingface/transformers/issues/42556", + "state": "closed", + "merged": null, + "draft": null, + "created_at": "2025-12-02T12:54:40Z" + } + ] + }, + "fetch_error": null + }, + { + "author_login": "zhulinchng", + "name": "Zhu Lin", + "profile_url": "https://github.com/zhulinchng", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Azhulinchng", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Azhulinchng", + "repo_first_seen_at": "2026-03-19T01:40:58Z", + "repo_last_seen_at": "2026-03-19T01:46:22Z", + "repo_primary_artifact_count": 2, + "repo_artifact_count": 3, + "snapshot_issue_count": 1, + "snapshot_pr_count": 1, + "snapshot_comment_count": 1, + "snapshot_review_count": 0, + "snapshot_review_comment_count": 0, + "repo_association": "CONTRIBUTOR", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 3406, + "young_account": false, + "follow_through_score": "mixed", + "breadth_score": "low", + "automation_risk_signal": "low", + "heuristic_note": "\u2014", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 6, + "merged_pr_count": 5, + "closed_unmerged_pr_count": 1, + "open_pr_count": 0, + "merged_pr_rate": 0.8333, + "closed_unmerged_pr_rate": 0.1667, + "still_open_pr_rate": 0.0, + "distinct_repos_with_authored_prs": 3, + "distinct_repos_with_open_prs": 0 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 44839, + "title": "Correct code block formatting in weightconverter.md", + "url": "https://github.com/huggingface/transformers/pull/44839", + "state": "closed", + "merged": true, + "draft": false, + "created_at": "2026-03-19T01:40:58Z" + } + ], + "issues": [ + { + "kind": "issue", + "number": 44840, + "title": "typo in code block in docs", + "url": "https://github.com/huggingface/transformers/issues/44840", + "state": "closed", + "merged": null, + "draft": null, + "created_at": "2026-03-19T01:46:22Z" + } + ] + }, + "fetch_error": null + }, + { + "author_login": "zzc0430", + "name": "zzc", + "profile_url": "https://github.com/zzc0430", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Azzc0430", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Azzc0430", + "repo_first_seen_at": "2026-02-27T10:52:57Z", + "repo_last_seen_at": "2026-02-28T03:09:30Z", + "repo_primary_artifact_count": 2, + "repo_artifact_count": 3, + "snapshot_issue_count": 1, + "snapshot_pr_count": 1, + "snapshot_comment_count": 1, + "snapshot_review_count": 0, + "snapshot_review_comment_count": 0, + "repo_association": "NONE", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 2317, + "young_account": false, + "follow_through_score": "weak", + "breadth_score": "low", + "automation_risk_signal": "low", + "heuristic_note": "many recent closed-unmerged PRs; targets high-star repos", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 1, + "merged_pr_count": 0, + "closed_unmerged_pr_count": 1, + "open_pr_count": 0, + "merged_pr_rate": 0.0, + "closed_unmerged_pr_rate": 1.0, + "still_open_pr_rate": 0.0, + "distinct_repos_with_authored_prs": 1, + "distinct_repos_with_open_prs": 0 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 44349, + "title": "fix: support linear_attention in continuous batching and fix serve ch\u2026", + "url": "https://github.com/huggingface/transformers/pull/44349", + "state": "closed", + "merged": false, + "draft": false, + "created_at": "2026-02-28T03:09:30Z" + } + ], + "issues": [ + { + "kind": "issue", + "number": 44322, + "title": "AttributeError: 'Qwen3_5Config' object has no attribute 'num_attention_heads'", + "url": "https://github.com/huggingface/transformers/issues/44322", + "state": "closed", + "merged": null, + "draft": null, + "created_at": "2026-02-27T10:52:57Z" + } + ] + }, + "fetch_error": null + }, + { + "author_login": "04cb", + "name": "layla", + "profile_url": "https://github.com/04cb", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3A04cb", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3A04cb", + "repo_first_seen_at": "2026-03-07T05:36:25Z", + "repo_last_seen_at": "2026-03-07T05:36:25Z", + "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": "NONE", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 1313, + "young_account": false, + "follow_through_score": "weak", + "breadth_score": "very high", + "automation_risk_signal": "high", + "heuristic_note": "extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 427, + "merged_pr_count": 59, + "closed_unmerged_pr_count": 368, + "open_pr_count": 0, + "merged_pr_rate": 0.1382, + "closed_unmerged_pr_rate": 0.8618, + "still_open_pr_rate": 0.0, + "distinct_repos_with_authored_prs": 412, + "distinct_repos_with_open_prs": 0 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 44511, + "title": "Fix get_docstring_indentation_level to handle compiled functions", + "url": "https://github.com/huggingface/transformers/pull/44511", + "state": "closed", + "merged": false, + "draft": false, + "created_at": "2026-03-07T05:36:25Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "0xDELUXA", + "name": "DELUXA", + "profile_url": "https://github.com/0xDELUXA", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3A0xDELUXA", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3A0xDELUXA", + "repo_first_seen_at": "2026-03-06T18:03:49Z", + "repo_last_seen_at": "2026-03-06T18:03:49Z", + "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": "CONTRIBUTOR", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 319, + "young_account": true, + "follow_through_score": "mixed", + "breadth_score": "high", + "automation_risk_signal": "medium", + "heuristic_note": "young account; broad repo spread; many recent closed-unmerged PRs", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 20, + "merged_pr_count": 7, + "closed_unmerged_pr_count": 9, + "open_pr_count": 4, + "merged_pr_rate": 0.35, + "closed_unmerged_pr_rate": 0.45, + "still_open_pr_rate": 0.2, + "distinct_repos_with_authored_prs": 15, + "distinct_repos_with_open_prs": 3 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 44507, + "title": "Fix: Conditionally import `torch.distributed.fsdp` in `trainer_seq2seq.py`", + "url": "https://github.com/huggingface/transformers/pull/44507", + "state": "closed", + "merged": true, + "draft": false, + "created_at": "2026-03-06T18:03:49Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "22navyakumar", + "name": null, + "profile_url": "https://github.com/22navyakumar", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3A22navyakumar", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3A22navyakumar", + "repo_first_seen_at": "2026-01-31T00:12:02Z", + "repo_last_seen_at": "2026-01-31T00:13:06Z", + "repo_primary_artifact_count": 1, + "repo_artifact_count": 2, + "snapshot_issue_count": 0, + "snapshot_pr_count": 1, + "snapshot_comment_count": 1, + "snapshot_review_count": 0, + "snapshot_review_comment_count": 0, + "repo_association": "NONE", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 2154, + "young_account": false, + "follow_through_score": "weak", + "breadth_score": "low", + "automation_risk_signal": "low", + "heuristic_note": "many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 1, + "merged_pr_count": 0, + "closed_unmerged_pr_count": 1, + "open_pr_count": 0, + "merged_pr_rate": 0.0, + "closed_unmerged_pr_rate": 1.0, + "still_open_pr_rate": 0.0, + "distinct_repos_with_authored_prs": 1, + "distinct_repos_with_open_prs": 0 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 43637, + "title": "Exercise 1: MX Linear for LlamaAttention", + "url": "https://github.com/huggingface/transformers/pull/43637", + "state": "closed", + "merged": false, + "draft": false, + "created_at": "2026-01-31T00:12:02Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "Aakash0440", + "name": "Aakash Ali", + "profile_url": "https://github.com/Aakash0440", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AAakash0440", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AAakash0440", + "repo_first_seen_at": "2026-01-25T09:28:44Z", + "repo_last_seen_at": "2026-01-25T09:28:44Z", + "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": "NONE", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 621, + "young_account": false, + "follow_through_score": "weak", + "breadth_score": "low", + "automation_risk_signal": "medium", + "heuristic_note": "many recent closed-unmerged PRs; 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": 1, + "open_pr_count": 1, + "merged_pr_rate": 0.0, + "closed_unmerged_pr_rate": 0.5, + "still_open_pr_rate": 0.5, + "distinct_repos_with_authored_prs": 2, + "distinct_repos_with_open_prs": 1 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 43476, + "title": "Fix: AutoVideoProcessor returns incorrect shape for batched tensor inputs (#43450)", + "url": "https://github.com/huggingface/transformers/pull/43476", + "state": "closed", + "merged": false, + "draft": false, + "created_at": "2026-01-25T09:28:44Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "aashay-sarvam", + "name": null, + "profile_url": "https://github.com/aashay-sarvam", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aaashay-sarvam", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aaashay-sarvam", + "repo_first_seen_at": "2026-03-10T11:55:01Z", + "repo_last_seen_at": "2026-03-17T09:12:15Z", + "repo_primary_artifact_count": 1, + "repo_artifact_count": 6, + "snapshot_issue_count": 0, + "snapshot_pr_count": 1, + "snapshot_comment_count": 1, + "snapshot_review_count": 2, + "snapshot_review_comment_count": 2, + "repo_association": "FIRST_TIME_CONTRIBUTOR", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 862, + "young_account": false, + "follow_through_score": "weak", + "breadth_score": "low", + "automation_risk_signal": "low", + "heuristic_note": "high open PR share; targets high-star repos", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 1, + "merged_pr_count": 0, + "closed_unmerged_pr_count": 0, + "open_pr_count": 1, + "merged_pr_rate": 0.0, + "closed_unmerged_pr_rate": 0.0, + "still_open_pr_rate": 1.0, + "distinct_repos_with_authored_prs": 1, + "distinct_repos_with_open_prs": 1 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 44569, + "title": "Add SarvamMLA model (sarvamai/sarvam-105b)", + "url": "https://github.com/huggingface/transformers/pull/44569", + "state": "open", + "merged": false, + "draft": false, + "created_at": "2026-03-10T11:55:01Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "aashirpersonal", + "name": "Muhammad Aashir Irshad", + "profile_url": "https://github.com/aashirpersonal", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aaashirpersonal", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aaashirpersonal", + "repo_first_seen_at": "2026-03-15T16:52:03Z", + "repo_last_seen_at": "2026-03-15T16:52:03Z", + "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": "NONE", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 936, + "young_account": false, + "follow_through_score": "weak", + "breadth_score": "moderate", + "automation_risk_signal": "medium", + "heuristic_note": "many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 7, + "merged_pr_count": 1, + "closed_unmerged_pr_count": 3, + "open_pr_count": 3, + "merged_pr_rate": 0.1429, + "closed_unmerged_pr_rate": 0.4286, + "still_open_pr_rate": 0.4286, + "distinct_repos_with_authored_prs": 7, + "distinct_repos_with_open_prs": 3 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 44723, + "title": "Fix: propagate interpolate_pos_encoding through PixioEmbeddings and PixioModel", + "url": "https://github.com/huggingface/transformers/pull/44723", + "state": "closed", + "merged": false, + "draft": false, + "created_at": "2026-03-15T16:52:03Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "Aatman09", + "name": "Aatman Soni", + "profile_url": "https://github.com/Aatman09", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AAatman09", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AAatman09", + "repo_first_seen_at": "2026-02-14T03:19:57Z", + "repo_last_seen_at": "2026-02-19T12:17:56Z", + "repo_primary_artifact_count": 1, + "repo_artifact_count": 3, + "snapshot_issue_count": 0, + "snapshot_pr_count": 1, + "snapshot_comment_count": 2, + "snapshot_review_count": 0, + "snapshot_review_comment_count": 0, + "repo_association": "FIRST_TIME_CONTRIBUTOR", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 881, + "young_account": false, + "follow_through_score": "weak", + "breadth_score": "low", + "automation_risk_signal": "low", + "heuristic_note": "high open PR share", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 3, + "merged_pr_count": 0, + "closed_unmerged_pr_count": 1, + "open_pr_count": 2, + "merged_pr_rate": 0.0, + "closed_unmerged_pr_rate": 0.3333, + "still_open_pr_rate": 0.6667, + "distinct_repos_with_authored_prs": 2, + "distinct_repos_with_open_prs": 2 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 44154, + "title": "Refactored vits to match standardized output collection interface", + "url": "https://github.com/huggingface/transformers/pull/44154", + "state": "open", + "merged": false, + "draft": false, + "created_at": "2026-02-19T12:17:56Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "aayushbaluni", + "name": "Ayush Baluni", + "profile_url": "https://github.com/aayushbaluni", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aaayushbaluni", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aaayushbaluni", + "repo_first_seen_at": "2026-03-17T17:20:35Z", + "repo_last_seen_at": "2026-03-17T17:20:35Z", + "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": "NONE", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 1978, + "young_account": false, + "follow_through_score": "weak", + "breadth_score": "very high", + "automation_risk_signal": "high", + "heuristic_note": "high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; high open PR share; targets high-star repos", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 61, + "merged_pr_count": 4, + "closed_unmerged_pr_count": 25, + "open_pr_count": 32, + "merged_pr_rate": 0.0656, + "closed_unmerged_pr_rate": 0.4098, + "still_open_pr_rate": 0.5246, + "distinct_repos_with_authored_prs": 49, + "distinct_repos_with_open_prs": 31 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 44800, + "title": "fix: handle dict vocab in CamembertTokenizer for tokenizer.json (#44488)", + "url": "https://github.com/huggingface/transformers/pull/44800", + "state": "closed", + "merged": false, + "draft": false, + "created_at": "2026-03-17T17:20:35Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "Abhijeetsingh610", + "name": "Abhijeet Singh", + "profile_url": "https://github.com/Abhijeetsingh610", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AAbhijeetsingh610", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AAbhijeetsingh610", + "repo_first_seen_at": "2026-02-13T20:48:03Z", + "repo_last_seen_at": "2026-02-14T07:52:08Z", + "repo_primary_artifact_count": 1, + "repo_artifact_count": 2, + "snapshot_issue_count": 0, + "snapshot_pr_count": 1, + "snapshot_comment_count": 1, + "snapshot_review_count": 0, + "snapshot_review_comment_count": 0, + "repo_association": "FIRST_TIME_CONTRIBUTOR", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 1562, + "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": 1, + "merged_pr_count": 0, + "closed_unmerged_pr_count": 0, + "open_pr_count": 1, + "merged_pr_rate": 0.0, + "closed_unmerged_pr_rate": 0.0, + "still_open_pr_rate": 1.0, + "distinct_repos_with_authored_prs": 1, + "distinct_repos_with_open_prs": 1 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 43989, + "title": "Fix AutoVideoProcessor class lookup when torchvision is unavailable", + "url": "https://github.com/huggingface/transformers/pull/43989", + "state": "open", + "merged": false, + "draft": false, + "created_at": "2026-02-13T20:48:03Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "Abubakar-rashid", + "name": "Muhammad Abubakar Rashid", + "profile_url": "https://github.com/Abubakar-rashid", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AAbubakar-rashid", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AAbubakar-rashid", + "repo_first_seen_at": "2026-02-13T11:27:42Z", + "repo_last_seen_at": "2026-02-13T11:27:42Z", + "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": "NONE", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 608, + "young_account": false, + "follow_through_score": "weak", + "breadth_score": "low", + "automation_risk_signal": "medium", + "heuristic_note": "many recent closed-unmerged PRs; high open PR share; targets high-star repos", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 2, + "merged_pr_count": 0, + "closed_unmerged_pr_count": 1, + "open_pr_count": 1, + "merged_pr_rate": 0.0, + "closed_unmerged_pr_rate": 0.5, + "still_open_pr_rate": 0.5, + "distinct_repos_with_authored_prs": 2, + "distinct_repos_with_open_prs": 1 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 43974, + "title": "Fix: Replace torch.linspace().item() with python_linspace() to resolv\u2026", + "url": "https://github.com/huggingface/transformers/pull/43974", + "state": "closed", + "merged": false, + "draft": false, + "created_at": "2026-02-13T11:27:42Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "adil-a", + "name": "Adil", + "profile_url": "https://github.com/adil-a", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aadil-a", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aadil-a", + "repo_first_seen_at": "2026-02-26T17:57:16Z", + "repo_last_seen_at": "2026-03-02T22:40:32Z", + "repo_primary_artifact_count": 1, + "repo_artifact_count": 5, + "snapshot_issue_count": 0, + "snapshot_pr_count": 1, + "snapshot_comment_count": 2, + "snapshot_review_count": 1, + "snapshot_review_comment_count": 1, + "repo_association": "CONTRIBUTOR", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 2614, + "young_account": false, + "follow_through_score": "strong", + "breadth_score": "low", + "automation_risk_signal": "low", + "heuristic_note": "high recent PR volume", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 25, + "merged_pr_count": 22, + "closed_unmerged_pr_count": 0, + "open_pr_count": 3, + "merged_pr_rate": 0.88, + "closed_unmerged_pr_rate": 0.0, + "still_open_pr_rate": 0.12, + "distinct_repos_with_authored_prs": 2, + "distinct_repos_with_open_prs": 1 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 44304, + "title": "docs: Add NeMo Automodel community integration docs", + "url": "https://github.com/huggingface/transformers/pull/44304", + "state": "closed", + "merged": true, + "draft": false, + "created_at": "2026-02-26T17:57:16Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "adityuhkapoor", + "name": "Aditya K", + "profile_url": "https://github.com/adityuhkapoor", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aadityuhkapoor", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aadityuhkapoor", + "repo_first_seen_at": "2026-02-18T06:35:09Z", + "repo_last_seen_at": "2026-02-18T06:35:09Z", + "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": "NONE", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 2803, + "young_account": false, + "follow_through_score": "weak", + "breadth_score": "moderate", + "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": 11, + "merged_pr_count": 0, + "closed_unmerged_pr_count": 4, + "open_pr_count": 7, + "merged_pr_rate": 0.0, + "closed_unmerged_pr_rate": 0.3636, + "still_open_pr_rate": 0.6364, + "distinct_repos_with_authored_prs": 5, + "distinct_repos_with_open_prs": 3 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 44122, + "title": "Add BnB 4-bit embedding quantization support", + "url": "https://github.com/huggingface/transformers/pull/44122", + "state": "closed", + "merged": false, + "draft": false, + "created_at": "2026-02-18T06:35:09Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "ai-man-codes", + "name": "Aiman", + "profile_url": "https://github.com/ai-man-codes", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aai-man-codes", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aai-man-codes", + "repo_first_seen_at": "2026-03-20T17:48:23Z", + "repo_last_seen_at": "2026-03-20T18:08:10Z", + "repo_primary_artifact_count": 1, + "repo_artifact_count": 2, + "snapshot_issue_count": 0, + "snapshot_pr_count": 1, + "snapshot_comment_count": 1, + "snapshot_review_count": 0, + "snapshot_review_comment_count": 0, + "repo_association": "FIRST_TIME_CONTRIBUTOR", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 538, + "young_account": false, + "follow_through_score": "mixed", + "breadth_score": "moderate", + "automation_risk_signal": "low", + "heuristic_note": "targets high-star repos", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 8, + "merged_pr_count": 5, + "closed_unmerged_pr_count": 1, + "open_pr_count": 2, + "merged_pr_rate": 0.625, + "closed_unmerged_pr_rate": 0.125, + "still_open_pr_rate": 0.25, + "distinct_repos_with_authored_prs": 7, + "distinct_repos_with_open_prs": 2 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 44893, + "title": "add `StaticLayer.crop()` to match `DynamicLayer` API", + "url": "https://github.com/huggingface/transformers/pull/44893", + "state": "open", + "merged": false, + "draft": false, + "created_at": "2026-03-20T17:48:23Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "ajmeese7", + "name": "Aaron Meese", + "profile_url": "https://github.com/ajmeese7", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aajmeese7", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aajmeese7", + "repo_first_seen_at": "2026-03-15T19:56:44Z", + "repo_last_seen_at": "2026-03-16T20:47:22Z", + "repo_primary_artifact_count": 1, + "repo_artifact_count": 2, + "snapshot_issue_count": 0, + "snapshot_pr_count": 1, + "snapshot_comment_count": 1, + "snapshot_review_count": 0, + "snapshot_review_comment_count": 0, + "repo_association": "NONE", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 3664, + "young_account": false, + "follow_through_score": "mixed", + "breadth_score": "moderate", + "automation_risk_signal": "low", + "heuristic_note": "high open PR share", + "public_orgs": [ + "dwyl", + "os-js", + "ZacharyRobotics", + "Pull-Up-Event-Planning", + "meese-enterprises", + "Delta-Cloud-Systems", + "meese-os", + "TargetPackage" + ], + "activity": { + "visible_authored_pr_count": 11, + "merged_pr_count": 4, + "closed_unmerged_pr_count": 2, + "open_pr_count": 5, + "merged_pr_rate": 0.3636, + "closed_unmerged_pr_rate": 0.1818, + "still_open_pr_rate": 0.4545, + "distinct_repos_with_authored_prs": 8, + "distinct_repos_with_open_prs": 2 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 44728, + "title": "Fix float16 memory leak during 4-bit quantized model loading", + "url": "https://github.com/huggingface/transformers/pull/44728", + "state": "closed", + "merged": false, + "draft": false, + "created_at": "2026-03-15T19:56:44Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "akashadsare", + "name": "Akash Adsare", + "profile_url": "https://github.com/akashadsare", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aakashadsare", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aakashadsare", + "repo_first_seen_at": "2026-02-15T18:07:11Z", + "repo_last_seen_at": "2026-02-15T18:07:11Z", + "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, + "report_reason": null, + "account_age_days": 2166, + "young_account": false, + "follow_through_score": "weak", + "breadth_score": "low", + "automation_risk_signal": "medium", + "heuristic_note": "many recent closed-unmerged PRs; high open PR share; targets high-star repos", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 2, + "merged_pr_count": 0, + "closed_unmerged_pr_count": 1, + "open_pr_count": 1, + "merged_pr_rate": 0.0, + "closed_unmerged_pr_rate": 0.5, + "still_open_pr_rate": 0.5, + "distinct_repos_with_authored_prs": 2, + "distinct_repos_with_open_prs": 1 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 44015, + "title": "Refactor GPT2-based models to standardized output collection interface", + "url": "https://github.com/huggingface/transformers/pull/44015", + "state": "open", + "merged": false, + "draft": false, + "created_at": "2026-02-15T18:07:11Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "akeemlh", + "name": "Akeem Hart", + "profile_url": "https://github.com/akeemlh", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aakeemlh", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aakeemlh", + "repo_first_seen_at": "2026-02-13T18:33:22Z", + "repo_last_seen_at": "2026-02-14T14:39:58Z", + "repo_primary_artifact_count": 1, + "repo_artifact_count": 2, + "snapshot_issue_count": 0, + "snapshot_pr_count": 1, + "snapshot_comment_count": 1, + "snapshot_review_count": 0, + "snapshot_review_comment_count": 0, + "repo_association": "FIRST_TIME_CONTRIBUTOR", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 2077, + "young_account": false, + "follow_through_score": "weak", + "breadth_score": "low", + "automation_risk_signal": "low", + "heuristic_note": "high open PR share; targets high-star repos", + "public_orgs": [ + "DUNE" + ], + "activity": { + "visible_authored_pr_count": 1, + "merged_pr_count": 0, + "closed_unmerged_pr_count": 0, + "open_pr_count": 1, + "merged_pr_rate": 0.0, + "closed_unmerged_pr_rate": 0.0, + "still_open_pr_rate": 1.0, + "distinct_repos_with_authored_prs": 1, + "distinct_repos_with_open_prs": 1 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 43995, + "title": "Refactoring falcon model to match standardized output collection interface", + "url": "https://github.com/huggingface/transformers/pull/43995", + "state": "open", + "merged": false, + "draft": false, + "created_at": "2026-02-14T14:39:58Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "Aki-07", + "name": "Akilesh", + "profile_url": "https://github.com/Aki-07", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AAki-07", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AAki-07", + "repo_first_seen_at": "2026-02-13T17:02:41Z", + "repo_last_seen_at": "2026-02-17T18:50:46Z", + "repo_primary_artifact_count": 1, + "repo_artifact_count": 6, + "snapshot_issue_count": 0, + "snapshot_pr_count": 1, + "snapshot_comment_count": 1, + "snapshot_review_count": 2, + "snapshot_review_comment_count": 2, + "repo_association": "CONTRIBUTOR", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 1570, + "young_account": false, + "follow_through_score": "strong", + "breadth_score": "low", + "automation_risk_signal": "low", + "heuristic_note": "\u2014", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 3, + "merged_pr_count": 3, + "closed_unmerged_pr_count": 0, + "open_pr_count": 0, + "merged_pr_rate": 1.0, + "closed_unmerged_pr_rate": 0.0, + "still_open_pr_rate": 0.0, + "distinct_repos_with_authored_prs": 2, + "distinct_repos_with_open_prs": 0 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 43983, + "title": "Migrate GPT2 to standardized output capture decorators", + "url": "https://github.com/huggingface/transformers/pull/43983", + "state": "closed", + "merged": true, + "draft": false, + "created_at": "2026-02-13T17:52:45Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "AkshajKashyap", + "name": null, + "profile_url": "https://github.com/AkshajKashyap", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AAkshajKashyap", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AAkshajKashyap", + "repo_first_seen_at": "2026-03-25T00:11:43Z", + "repo_last_seen_at": "2026-03-25T03:50:08Z", + "repo_primary_artifact_count": 1, + "repo_artifact_count": 3, + "snapshot_issue_count": 0, + "snapshot_pr_count": 1, + "snapshot_comment_count": 2, + "snapshot_review_count": 0, + "snapshot_review_comment_count": 0, + "repo_association": "FIRST_TIME_CONTRIBUTOR", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 852, + "young_account": false, + "follow_through_score": "mixed", + "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": 1, + "closed_unmerged_pr_count": 0, + "open_pr_count": 1, + "merged_pr_rate": 0.5, + "closed_unmerged_pr_rate": 0.0, + "still_open_pr_rate": 0.5, + "distinct_repos_with_authored_prs": 2, + "distinct_repos_with_open_prs": 1 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 44981, + "title": "Trainer: set skip_logits for loss-only eval when liger enabled", + "url": "https://github.com/huggingface/transformers/pull/44981", + "state": "open", + "merged": false, + "draft": false, + "created_at": "2026-03-25T00:38:02Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "alexandercarruthers", + "name": "Alexander C", + "profile_url": "https://github.com/alexandercarruthers", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aalexandercarruthers", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aalexandercarruthers", + "repo_first_seen_at": "2026-02-22T18:02:43Z", + "repo_last_seen_at": "2026-02-22T18:02:43Z", + "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": "CONTRIBUTOR", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 2578, + "young_account": false, + "follow_through_score": "n/a", + "breadth_score": "low", + "automation_risk_signal": "low", + "heuristic_note": "no visible non-self stars", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 0, + "merged_pr_count": 0, + "closed_unmerged_pr_count": 0, + "open_pr_count": 0, + "merged_pr_rate": null, + "closed_unmerged_pr_rate": null, + "still_open_pr_rate": null, + "distinct_repos_with_authored_prs": 0, + "distinct_repos_with_open_prs": 0 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 44212, + "title": "Update 404ing BillSum dataset URL on Summarization Task guide", + "url": "https://github.com/huggingface/transformers/pull/44212", + "state": "closed", + "merged": true, + "draft": false, + "created_at": "2026-02-22T18:02:43Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "alexmalyshev", + "name": "Alex Malyshev", + "profile_url": "https://github.com/alexmalyshev", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aalexmalyshev", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aalexmalyshev", + "repo_first_seen_at": "2026-02-20T04:47:07Z", + "repo_last_seen_at": "2026-02-26T15:29:58Z", + "repo_primary_artifact_count": 1, + "repo_artifact_count": 2, + "snapshot_issue_count": 0, + "snapshot_pr_count": 1, + "snapshot_comment_count": 1, + "snapshot_review_count": 0, + "snapshot_review_comment_count": 0, + "repo_association": "CONTRIBUTOR", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 5516, + "young_account": false, + "follow_through_score": "weak", + "breadth_score": "low", + "automation_risk_signal": "low", + "heuristic_note": "targets high-star repos", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 3, + "merged_pr_count": 1, + "closed_unmerged_pr_count": 1, + "open_pr_count": 1, + "merged_pr_rate": 0.3333, + "closed_unmerged_pr_rate": 0.3333, + "still_open_pr_rate": 0.3333, + "distinct_repos_with_authored_prs": 2, + "distinct_repos_with_open_prs": 1 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 44165, + "title": "Fix how PreTrainedModel checks annotations on Python 3.14+", + "url": "https://github.com/huggingface/transformers/pull/44165", + "state": "closed", + "merged": false, + "draft": false, + "created_at": "2026-02-20T04:47:07Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "alvarobartt", + "name": "Alvaro Bartolome", + "profile_url": "https://github.com/alvarobartt", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aalvarobartt", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aalvarobartt", + "repo_first_seen_at": "2026-02-23T15:25:47Z", + "repo_last_seen_at": "2026-02-23T15:25:47Z", + "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": "MEMBER", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 2952, + "young_account": false, + "follow_through_score": "strong", + "breadth_score": "moderate", + "automation_risk_signal": "low", + "heuristic_note": "high recent PR volume", + "public_orgs": [ + "huggingface", + "Hugging-Face-Helping-Hand" + ], + "activity": { + "visible_authored_pr_count": 42, + "merged_pr_count": 38, + "closed_unmerged_pr_count": 0, + "open_pr_count": 4, + "merged_pr_rate": 0.9048, + "closed_unmerged_pr_rate": 0.0, + "still_open_pr_rate": 0.0952, + "distinct_repos_with_authored_prs": 9, + "distinct_repos_with_open_prs": 2 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 44229, + "title": "Add missing backtick in `AnyToAnyPipeline.__call__` docstring", + "url": "https://github.com/huggingface/transformers/pull/44229", + "state": "closed", + "merged": true, + "draft": false, + "created_at": "2026-02-23T15:25:47Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "anshuS1310", + "name": null, + "profile_url": "https://github.com/anshuS1310", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AanshuS1310", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AanshuS1310", + "repo_first_seen_at": "2026-03-21T09:59:07Z", + "repo_last_seen_at": "2026-03-23T18:07:44Z", + "repo_primary_artifact_count": 1, + "repo_artifact_count": 5, + "snapshot_issue_count": 0, + "snapshot_pr_count": 1, + "snapshot_comment_count": 4, + "snapshot_review_count": 0, + "snapshot_review_comment_count": 0, + "repo_association": "CONTRIBUTOR", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 126, + "young_account": true, + "follow_through_score": "weak", + "breadth_score": "low", + "automation_risk_signal": "medium", + "heuristic_note": "young account; many recent closed-unmerged PRs; no visible non-self stars", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 6, + "merged_pr_count": 1, + "closed_unmerged_pr_count": 4, + "open_pr_count": 1, + "merged_pr_rate": 0.1667, + "closed_unmerged_pr_rate": 0.6667, + "still_open_pr_rate": 0.1667, + "distinct_repos_with_authored_prs": 2, + "distinct_repos_with_open_prs": 1 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 44909, + "title": "Fix: Update optimization.py", + "url": "https://github.com/huggingface/transformers/pull/44909", + "state": "closed", + "merged": true, + "draft": false, + "created_at": "2026-03-21T09:59:07Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "anuq", + "name": "Anup Shetye", + "profile_url": "https://github.com/anuq", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aanuq", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aanuq", + "repo_first_seen_at": "2026-03-14T19:21:21Z", + "repo_last_seen_at": "2026-03-14T19:21:21Z", + "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": "NONE", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 3258, + "young_account": false, + "follow_through_score": "weak", + "breadth_score": "moderate", + "automation_risk_signal": "medium", + "heuristic_note": "many recent closed-unmerged PRs; high open PR share", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 7, + "merged_pr_count": 1, + "closed_unmerged_pr_count": 3, + "open_pr_count": 3, + "merged_pr_rate": 0.1429, + "closed_unmerged_pr_rate": 0.4286, + "still_open_pr_rate": 0.4286, + "distinct_repos_with_authored_prs": 6, + "distinct_repos_with_open_prs": 2 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 44711, + "title": "fix: mark new lm_head params as `_is_hf_initialized` after `resize_token_embeddings`", + "url": "https://github.com/huggingface/transformers/pull/44711", + "state": "closed", + "merged": false, + "draft": false, + "created_at": "2026-03-14T19:21:21Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "ArivunidhiA", + "name": "Arivunidhi Anna Arivan", + "profile_url": "https://github.com/ArivunidhiA", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AArivunidhiA", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AArivunidhiA", + "repo_first_seen_at": "2026-02-17T07:18:00Z", + "repo_last_seen_at": "2026-02-17T07:19:17Z", + "repo_primary_artifact_count": 1, + "repo_artifact_count": 2, + "snapshot_issue_count": 0, + "snapshot_pr_count": 1, + "snapshot_comment_count": 1, + "snapshot_review_count": 0, + "snapshot_review_comment_count": 0, + "repo_association": "FIRST_TIME_CONTRIBUTOR", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 809, + "young_account": false, + "follow_through_score": "mixed", + "breadth_score": "moderate", + "automation_risk_signal": "low", + "heuristic_note": "no visible non-self stars", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 17, + "merged_pr_count": 9, + "closed_unmerged_pr_count": 2, + "open_pr_count": 6, + "merged_pr_rate": 0.5294, + "closed_unmerged_pr_rate": 0.1176, + "still_open_pr_rate": 0.3529, + "distinct_repos_with_authored_prs": 9, + "distinct_repos_with_open_prs": 5 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 44071, + "title": "[Refactor] Migrate MPT to standardized output tracing decorators", + "url": "https://github.com/huggingface/transformers/pull/44071", + "state": "open", + "merged": false, + "draft": false, + "created_at": "2026-02-17T07:19:17Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "AutumnAurelium", + "name": null, + "profile_url": "https://github.com/AutumnAurelium", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AAutumnAurelium", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AAutumnAurelium", + "repo_first_seen_at": "2026-02-17T01:07:13Z", + "repo_last_seen_at": "2026-02-26T22:36:37Z", + "repo_primary_artifact_count": 1, + "repo_artifact_count": 2, + "snapshot_issue_count": 0, + "snapshot_pr_count": 1, + "snapshot_comment_count": 1, + "snapshot_review_count": 0, + "snapshot_review_comment_count": 0, + "repo_association": "CONTRIBUTOR", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 1703, + "young_account": false, + "follow_through_score": "strong", + "breadth_score": "low", + "automation_risk_signal": "low", + "heuristic_note": "no visible non-self stars; targets high-star repos", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 2, + "merged_pr_count": 2, + "closed_unmerged_pr_count": 0, + "open_pr_count": 0, + "merged_pr_rate": 1.0, + "closed_unmerged_pr_rate": 0.0, + "still_open_pr_rate": 0.0, + "distinct_repos_with_authored_prs": 2, + "distinct_repos_with_open_prs": 0 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 44063, + "title": "Update AFMoE architecture to use v5-style MoE impl", + "url": "https://github.com/huggingface/transformers/pull/44063", + "state": "closed", + "merged": true, + "draft": false, + "created_at": "2026-02-17T01:07:13Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "balak4", + "name": "Bala Krishnamoorthy", + "profile_url": "https://github.com/balak4", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Abalak4", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Abalak4", + "repo_first_seen_at": "2026-02-25T01:40:57Z", + "repo_last_seen_at": "2026-03-17T22:06:09Z", + "repo_primary_artifact_count": 1, + "repo_artifact_count": 7, + "snapshot_issue_count": 0, + "snapshot_pr_count": 1, + "snapshot_comment_count": 6, + "snapshot_review_count": 0, + "snapshot_review_comment_count": 0, + "repo_association": "CONTRIBUTOR", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 2748, + "young_account": false, + "follow_through_score": "strong", + "breadth_score": "low", + "automation_risk_signal": "low", + "heuristic_note": "\u2014", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 4, + "merged_pr_count": 4, + "closed_unmerged_pr_count": 0, + "open_pr_count": 0, + "merged_pr_rate": 1.0, + "closed_unmerged_pr_rate": 0.0, + "still_open_pr_rate": 0.0, + "distinct_repos_with_authored_prs": 3, + "distinct_repos_with_open_prs": 0 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 44271, + "title": "Add GreedyLR adaptive learning rate scheduler", + "url": "https://github.com/huggingface/transformers/pull/44271", + "state": "closed", + "merged": true, + "draft": false, + "created_at": "2026-02-25T01:40:57Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "balvisio", + "name": "Bruno Alvisio", + "profile_url": "https://github.com/balvisio", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Abalvisio", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Abalvisio", + "repo_first_seen_at": "2026-02-19T02:58:50Z", + "repo_last_seen_at": "2026-03-25T17:19:53Z", + "repo_primary_artifact_count": 1, + "repo_artifact_count": 16, + "snapshot_issue_count": 0, + "snapshot_pr_count": 1, + "snapshot_comment_count": 5, + "snapshot_review_count": 5, + "snapshot_review_comment_count": 5, + "repo_association": "CONTRIBUTOR", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 5016, + "young_account": false, + "follow_through_score": "mixed", + "breadth_score": "low", + "automation_risk_signal": "low", + "heuristic_note": "high open PR share", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 5, + "merged_pr_count": 2, + "closed_unmerged_pr_count": 1, + "open_pr_count": 2, + "merged_pr_rate": 0.4, + "closed_unmerged_pr_rate": 0.2, + "still_open_pr_rate": 0.4, + "distinct_repos_with_authored_prs": 3, + "distinct_repos_with_open_prs": 2 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 44145, + "title": "Add THD support in ESM", + "url": "https://github.com/huggingface/transformers/pull/44145", + "state": "open", + "merged": false, + "draft": false, + "created_at": "2026-02-19T02:58:50Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "beelapranay", + "name": "Pranay Beela", + "profile_url": "https://github.com/beelapranay", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Abeelapranay", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Abeelapranay", + "repo_first_seen_at": "2026-02-14T01:12:07Z", + "repo_last_seen_at": "2026-02-16T17:23:19Z", + "repo_primary_artifact_count": 1, + "repo_artifact_count": 3, + "snapshot_issue_count": 0, + "snapshot_pr_count": 1, + "snapshot_comment_count": 2, + "snapshot_review_count": 0, + "snapshot_review_comment_count": 0, + "repo_association": "FIRST_TIME_CONTRIBUTOR", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 2408, + "young_account": false, + "follow_through_score": "strong", + "breadth_score": "moderate", + "automation_risk_signal": "low", + "heuristic_note": "\u2014", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 4, + "merged_pr_count": 3, + "closed_unmerged_pr_count": 0, + "open_pr_count": 1, + "merged_pr_rate": 0.75, + "closed_unmerged_pr_rate": 0.0, + "still_open_pr_rate": 0.25, + "distinct_repos_with_authored_prs": 4, + "distinct_repos_with_open_prs": 1 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 43996, + "title": "Refactor FNet and CVT output tracing", + "url": "https://github.com/huggingface/transformers/pull/43996", + "state": "open", + "merged": false, + "draft": false, + "created_at": "2026-02-14T17:55:31Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "bensons", + "name": "Benson Schliesser", + "profile_url": "https://github.com/bensons", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Abensons", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Abensons", + "repo_first_seen_at": "2026-03-17T04:59:02Z", + "repo_last_seen_at": "2026-03-21T16:24:32Z", + "repo_primary_artifact_count": 1, + "repo_artifact_count": 2, + "snapshot_issue_count": 0, + "snapshot_pr_count": 1, + "snapshot_comment_count": 1, + "snapshot_review_count": 0, + "snapshot_review_comment_count": 0, + "repo_association": "FIRST_TIME_CONTRIBUTOR", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 5166, + "young_account": false, + "follow_through_score": "weak", + "breadth_score": "low", + "automation_risk_signal": "low", + "heuristic_note": "high open PR share; targets high-star repos", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 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": 44781, + "title": "Fix `_set_model_specific_special_tokens` to accept list-format `extra_special_tokens`", + "url": "https://github.com/huggingface/transformers/pull/44781", + "state": "open", + "merged": false, + "draft": false, + "created_at": "2026-03-17T04:59:02Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "black-yt", + "name": "Wanghan Xu", + "profile_url": "https://github.com/black-yt", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ablack-yt", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ablack-yt", + "repo_first_seen_at": "2026-03-10T01:52:18Z", + "repo_last_seen_at": "2026-03-12T07:11:56Z", + "repo_primary_artifact_count": 1, + "repo_artifact_count": 7, + "snapshot_issue_count": 0, + "snapshot_pr_count": 1, + "snapshot_comment_count": 6, + "snapshot_review_count": 0, + "snapshot_review_comment_count": 0, + "repo_association": "NONE", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 1804, + "young_account": false, + "follow_through_score": "weak", + "breadth_score": "low", + "automation_risk_signal": "medium", + "heuristic_note": "many recent closed-unmerged PRs; high open PR share; targets high-star repos", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 2, + "merged_pr_count": 0, + "closed_unmerged_pr_count": 1, + "open_pr_count": 1, + "merged_pr_rate": 0.0, + "closed_unmerged_pr_rate": 0.5, + "still_open_pr_rate": 0.5, + "distinct_repos_with_authored_prs": 2, + "distinct_repos_with_open_prs": 1 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 44555, + "title": "Fix TypeError in RoPE validation when ignore_keys_at_rope_validation is a list", + "url": "https://github.com/huggingface/transformers/pull/44555", + "state": "closed", + "merged": false, + "draft": false, + "created_at": "2026-03-10T01:52:18Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "bozheng-hit", + "name": "Bo Zheng", + "profile_url": "https://github.com/bozheng-hit", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Abozheng-hit", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Abozheng-hit", + "repo_first_seen_at": "2026-02-08T05:51:57Z", + "repo_last_seen_at": "2026-02-08T05:51:57Z", + "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": "CONTRIBUTOR", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 4209, + "young_account": false, + "follow_through_score": "strong", + "breadth_score": "low", + "automation_risk_signal": "low", + "heuristic_note": "targets high-star repos", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 1, + "merged_pr_count": 1, + "closed_unmerged_pr_count": 0, + "open_pr_count": 0, + "merged_pr_rate": 1.0, + "closed_unmerged_pr_rate": 0.0, + "still_open_pr_rate": 0.0, + "distinct_repos_with_authored_prs": 1, + "distinct_repos_with_open_prs": 0 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 43830, + "title": "Adding Support for Qwen3.5", + "url": "https://github.com/huggingface/transformers/pull/43830", + "state": "closed", + "merged": true, + "draft": false, + "created_at": "2026-02-08T05:51:57Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "burtenshaw", + "name": null, + "profile_url": "https://github.com/burtenshaw", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aburtenshaw", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aburtenshaw", + "repo_first_seen_at": "2026-03-03T11:35:13Z", + "repo_last_seen_at": "2026-03-06T13:44:03Z", + "repo_primary_artifact_count": 1, + "repo_artifact_count": 4, + "snapshot_issue_count": 0, + "snapshot_pr_count": 1, + "snapshot_comment_count": 1, + "snapshot_review_count": 1, + "snapshot_review_comment_count": 1, + "repo_association": "MEMBER", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 3589, + "young_account": false, + "follow_through_score": "strong", + "breadth_score": "high", + "automation_risk_signal": "low", + "heuristic_note": "high recent PR volume; broad repo spread", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 59, + "merged_pr_count": 45, + "closed_unmerged_pr_count": 4, + "open_pr_count": 10, + "merged_pr_rate": 0.7627, + "closed_unmerged_pr_rate": 0.0678, + "still_open_pr_rate": 0.1695, + "distinct_repos_with_authored_prs": 14, + "distinct_repos_with_open_prs": 6 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 44411, + "title": "Update agentic contributions guidelines in AGENTS.md to force yielding.", + "url": "https://github.com/huggingface/transformers/pull/44411", + "state": "closed", + "merged": true, + "draft": false, + "created_at": "2026-03-03T11:35:13Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "caffeinism", + "name": "Kim Minjong", + "profile_url": "https://github.com/caffeinism", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Acaffeinism", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Acaffeinism", + "repo_first_seen_at": "2026-02-13T09:28:32Z", + "repo_last_seen_at": "2026-02-21T03:07:32Z", + "repo_primary_artifact_count": 1, + "repo_artifact_count": 5, + "snapshot_issue_count": 0, + "snapshot_pr_count": 1, + "snapshot_comment_count": 2, + "snapshot_review_count": 1, + "snapshot_review_comment_count": 1, + "repo_association": "CONTRIBUTOR", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 2873, + "young_account": false, + "follow_through_score": "mixed", + "breadth_score": "low", + "automation_risk_signal": "low", + "heuristic_note": "\u2014", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 3, + "merged_pr_count": 2, + "closed_unmerged_pr_count": 0, + "open_pr_count": 1, + "merged_pr_rate": 0.6667, + "closed_unmerged_pr_rate": 0.0, + "still_open_pr_rate": 0.3333, + "distinct_repos_with_authored_prs": 3, + "distinct_repos_with_open_prs": 1 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 43971, + "title": "[Mimi] Calibrate to ensure encoder streaming performs correctly", + "url": "https://github.com/huggingface/transformers/pull/43971", + "state": "closed", + "merged": true, + "draft": false, + "created_at": "2026-02-13T09:28:32Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "carcel-yu", + "name": null, + "profile_url": "https://github.com/carcel-yu", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Acarcel-yu", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Acarcel-yu", + "repo_first_seen_at": "2026-03-02T05:34:49Z", + "repo_last_seen_at": "2026-03-02T05:34:49Z", + "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": "CONTRIBUTOR", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 2045, + "young_account": false, + "follow_through_score": "mixed", + "breadth_score": "low", + "automation_risk_signal": "low", + "heuristic_note": "many recent closed-unmerged PRs; targets high-star repos", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 2, + "merged_pr_count": 1, + "closed_unmerged_pr_count": 1, + "open_pr_count": 0, + "merged_pr_rate": 0.5, + "closed_unmerged_pr_rate": 0.5, + "still_open_pr_rate": 0.0, + "distinct_repos_with_authored_prs": 2, + "distinct_repos_with_open_prs": 0 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 44381, + "title": "Add MLU bf16 support to is_torch_bf16_gpu_available", + "url": "https://github.com/huggingface/transformers/pull/44381", + "state": "closed", + "merged": true, + "draft": false, + "created_at": "2026-03-02T05:34:49Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "chandan11248", + "name": "chandan11248", + "profile_url": "https://github.com/chandan11248", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Achandan11248", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Achandan11248", + "repo_first_seen_at": "2026-03-15T15:23:33Z", + "repo_last_seen_at": "2026-03-19T18:12:59Z", + "repo_primary_artifact_count": 1, + "repo_artifact_count": 3, + "snapshot_issue_count": 0, + "snapshot_pr_count": 1, + "snapshot_comment_count": 2, + "snapshot_review_count": 0, + "snapshot_review_comment_count": 0, + "repo_association": "FIRST_TIME_CONTRIBUTOR", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 707, + "young_account": false, + "follow_through_score": "weak", + "breadth_score": "low", + "automation_risk_signal": "low", + "heuristic_note": "high open PR share; targets high-star repos", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 3, + "merged_pr_count": 1, + "closed_unmerged_pr_count": 0, + "open_pr_count": 2, + "merged_pr_rate": 0.3333, + "closed_unmerged_pr_rate": 0.0, + "still_open_pr_rate": 0.6667, + "distinct_repos_with_authored_prs": 3, + "distinct_repos_with_open_prs": 2 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 44722, + "title": "Refactor gptj output tracing to use standardized decorators", + "url": "https://github.com/huggingface/transformers/pull/44722", + "state": "open", + "merged": false, + "draft": false, + "created_at": "2026-03-15T15:33:25Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "chry-santhemum", + "name": "Atticus Wang", + "profile_url": "https://github.com/chry-santhemum", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Achry-santhemum", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Achry-santhemum", + "repo_first_seen_at": "2026-02-05T20:35:06Z", + "repo_last_seen_at": "2026-02-11T22:10:15Z", + "repo_primary_artifact_count": 1, + "repo_artifact_count": 7, + "snapshot_issue_count": 0, + "snapshot_pr_count": 1, + "snapshot_comment_count": 2, + "snapshot_review_count": 2, + "snapshot_review_comment_count": 2, + "repo_association": "NONE", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 1800, + "young_account": false, + "follow_through_score": "weak", + "breadth_score": "low", + "automation_risk_signal": "low", + "heuristic_note": "many recent closed-unmerged PRs; targets high-star repos", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 1, + "merged_pr_count": 0, + "closed_unmerged_pr_count": 1, + "open_pr_count": 0, + "merged_pr_rate": 0.0, + "closed_unmerged_pr_rate": 1.0, + "still_open_pr_rate": 0.0, + "distinct_repos_with_authored_prs": 1, + "distinct_repos_with_open_prs": 0 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 43783, + "title": "fix: ZeRO-3 crash for non-pretrained BERT in _init_weights", + "url": "https://github.com/huggingface/transformers/pull/43783", + "state": "closed", + "merged": false, + "draft": false, + "created_at": "2026-02-05T22:42:49Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "cluster2600", + "name": "Maxime Grenu", + "profile_url": "https://github.com/cluster2600", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Acluster2600", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Acluster2600", + "repo_first_seen_at": "2026-02-18T19:25:52Z", + "repo_last_seen_at": "2026-02-18T19:25:52Z", + "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": "CONTRIBUTOR", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 2045, + "young_account": false, + "follow_through_score": "weak", + "breadth_score": "very high", + "automation_risk_signal": "medium", + "heuristic_note": "extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 166, + "merged_pr_count": 54, + "closed_unmerged_pr_count": 68, + "open_pr_count": 44, + "merged_pr_rate": 0.3253, + "closed_unmerged_pr_rate": 0.4096, + "still_open_pr_rate": 0.2651, + "distinct_repos_with_authored_prs": 87, + "distinct_repos_with_open_prs": 27 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 44131, + "title": "docs: fix typo 'AuoQuant' \u2192 'AutoQuant' and clarify FINEGRAINED_FP8 library column", + "url": "https://github.com/huggingface/transformers/pull/44131", + "state": "closed", + "merged": true, + "draft": false, + "created_at": "2026-02-18T19:25:52Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "cmakinet", + "name": "Cherehani Makigo", + "profile_url": "https://github.com/cmakinet", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Acmakinet", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Acmakinet", + "repo_first_seen_at": "2026-01-27T17:39:52Z", + "repo_last_seen_at": "2026-02-02T14:48:35Z", + "repo_primary_artifact_count": 1, + "repo_artifact_count": 2, + "snapshot_issue_count": 0, + "snapshot_pr_count": 1, + "snapshot_comment_count": 1, + "snapshot_review_count": 0, + "snapshot_review_comment_count": 0, + "repo_association": "FIRST_TIMER", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 59, + "young_account": true, + "follow_through_score": "weak", + "breadth_score": "low", + "automation_risk_signal": "medium", + "heuristic_note": "very new account; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 1, + "merged_pr_count": 0, + "closed_unmerged_pr_count": 1, + "open_pr_count": 0, + "merged_pr_rate": 0.0, + "closed_unmerged_pr_rate": 1.0, + "still_open_pr_rate": 0.0, + "distinct_repos_with_authored_prs": 1, + "distinct_repos_with_open_prs": 0 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 43685, + "title": "feat: Add Hugging Face Transformers Skill (closes #42971)", + "url": "https://github.com/huggingface/transformers/pull/43685", + "state": "closed", + "merged": false, + "draft": false, + "created_at": "2026-02-02T14:48:35Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "Codalorian", + "name": "ET", + "profile_url": "https://github.com/Codalorian", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ACodalorian", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ACodalorian", + "repo_first_seen_at": "2026-01-27T16:51:08Z", + "repo_last_seen_at": "2026-01-27T16:51:08Z", + "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": "NONE", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 693, + "young_account": false, + "follow_through_score": "mixed", + "breadth_score": "low", + "automation_risk_signal": "low", + "heuristic_note": "many recent closed-unmerged PRs; targets high-star repos", + "public_orgs": [ + "Aclevo" + ], + "activity": { + "visible_authored_pr_count": 2, + "merged_pr_count": 1, + "closed_unmerged_pr_count": 1, + "open_pr_count": 0, + "merged_pr_rate": 0.5, + "closed_unmerged_pr_rate": 0.5, + "still_open_pr_rate": 0.0, + "distinct_repos_with_authored_prs": 2, + "distinct_repos_with_open_prs": 0 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 43533, + "title": "Add LBNet functionality to Llama models next", + "url": "https://github.com/huggingface/transformers/pull/43533", + "state": "closed", + "merged": false, + "draft": false, + "created_at": "2026-01-27T16:51:08Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "CodeByKodi", + "name": "Kodeeswaran Malaimuthu", + "profile_url": "https://github.com/CodeByKodi", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ACodeByKodi", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ACodeByKodi", + "repo_first_seen_at": "2026-02-01T03:24:56Z", + "repo_last_seen_at": "2026-02-01T03:24:56Z", + "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": "CONTRIBUTOR", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 3493, + "young_account": false, + "follow_through_score": "strong", + "breadth_score": "low", + "automation_risk_signal": "low", + "heuristic_note": "no visible non-self stars; targets high-star repos", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 1, + "merged_pr_count": 1, + "closed_unmerged_pr_count": 0, + "open_pr_count": 0, + "merged_pr_rate": 1.0, + "closed_unmerged_pr_rate": 0.0, + "still_open_pr_rate": 0.0, + "distinct_repos_with_authored_prs": 1, + "distinct_repos_with_open_prs": 0 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 43666, + "title": "Docs: fix typos in Get started (index, quicktour)", + "url": "https://github.com/huggingface/transformers/pull/43666", + "state": "closed", + "merged": true, + "draft": false, + "created_at": "2026-02-01T03:24:56Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "cogniera", + "name": "Paarth Sharma", + "profile_url": "https://github.com/cogniera", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Acogniera", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Acogniera", + "repo_first_seen_at": "2026-02-17T22:29:44Z", + "repo_last_seen_at": "2026-02-20T18:35:34Z", + "repo_primary_artifact_count": 1, + "repo_artifact_count": 6, + "snapshot_issue_count": 0, + "snapshot_pr_count": 1, + "snapshot_comment_count": 5, + "snapshot_review_count": 0, + "snapshot_review_comment_count": 0, + "repo_association": "FIRST_TIME_CONTRIBUTOR", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 202, + "young_account": true, + "follow_through_score": "mixed", + "breadth_score": "moderate", + "automation_risk_signal": "low", + "heuristic_note": "young account; no visible non-self stars", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 9, + "merged_pr_count": 7, + "closed_unmerged_pr_count": 1, + "open_pr_count": 1, + "merged_pr_rate": 0.7778, + "closed_unmerged_pr_rate": 0.1111, + "still_open_pr_rate": 0.1111, + "distinct_repos_with_authored_prs": 5, + "distinct_repos_with_open_prs": 1 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 44161, + "title": "Refactor LongT5 to use @capture_outputs and @can_return_tuple decorators for unified output handling (Fixes #43979)", + "url": "https://github.com/huggingface/transformers/pull/44161", + "state": "open", + "merged": false, + "draft": false, + "created_at": "2026-02-19T20:46:49Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "colldata79", + "name": null, + "profile_url": "https://github.com/colldata79", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Acolldata79", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Acolldata79", + "repo_first_seen_at": "2026-02-04T21:25:10Z", + "repo_last_seen_at": "2026-02-05T18:29:50Z", + "repo_primary_artifact_count": 1, + "repo_artifact_count": 9, + "snapshot_issue_count": 0, + "snapshot_pr_count": 1, + "snapshot_comment_count": 2, + "snapshot_review_count": 3, + "snapshot_review_comment_count": 3, + "repo_association": "FIRST_TIME_CONTRIBUTOR", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 508, + "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", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 5, + "merged_pr_count": 1, + "closed_unmerged_pr_count": 0, + "open_pr_count": 4, + "merged_pr_rate": 0.2, + "closed_unmerged_pr_rate": 0.0, + "still_open_pr_rate": 0.8, + "distinct_repos_with_authored_prs": 3, + "distinct_repos_with_open_prs": 3 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 43747, + "title": "Remove CompressedLinear support for compressed-tensors > 0.13", + "url": "https://github.com/huggingface/transformers/pull/43747", + "state": "open", + "merged": false, + "draft": false, + "created_at": "2026-02-04T21:25:10Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "CyrilSterling", + "name": "BoqiangZhang", + "profile_url": "https://github.com/CyrilSterling", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ACyrilSterling", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ACyrilSterling", + "repo_first_seen_at": "2026-03-13T13:02:26Z", + "repo_last_seen_at": "2026-03-18T09:19:24Z", + "repo_primary_artifact_count": 1, + "repo_artifact_count": 6, + "snapshot_issue_count": 0, + "snapshot_pr_count": 1, + "snapshot_comment_count": 3, + "snapshot_review_count": 1, + "snapshot_review_comment_count": 1, + "repo_association": "FIRST_TIME_CONTRIBUTOR", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 2807, + "young_account": false, + "follow_through_score": "mixed", + "breadth_score": "low", + "automation_risk_signal": "low", + "heuristic_note": "high open PR share; targets high-star repos", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 2, + "merged_pr_count": 1, + "closed_unmerged_pr_count": 0, + "open_pr_count": 1, + "merged_pr_rate": 0.5, + "closed_unmerged_pr_rate": 0.0, + "still_open_pr_rate": 0.5, + "distinct_repos_with_authored_prs": 2, + "distinct_repos_with_open_prs": 1 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 44662, + "title": "[model] Add PenguinVL implementation", + "url": "https://github.com/huggingface/transformers/pull/44662", + "state": "open", + "merged": false, + "draft": false, + "created_at": "2026-03-13T13:02:26Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "daniel7an", + "name": "Tatul Danielyan", + "profile_url": "https://github.com/daniel7an", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Adaniel7an", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Adaniel7an", + "repo_first_seen_at": "2026-02-09T19:20:34Z", + "repo_last_seen_at": "2026-02-09T19:20:34Z", + "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": "NONE", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 1809, + "young_account": false, + "follow_through_score": "mixed", + "breadth_score": "very high", + "automation_risk_signal": "medium", + "heuristic_note": "high recent PR volume; very broad repo spread; many recent closed-unmerged PRs", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 49, + "merged_pr_count": 20, + "closed_unmerged_pr_count": 28, + "open_pr_count": 1, + "merged_pr_rate": 0.4082, + "closed_unmerged_pr_rate": 0.5714, + "still_open_pr_rate": 0.0204, + "distinct_repos_with_authored_prs": 33, + "distinct_repos_with_open_prs": 1 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 43870, + "title": "Add interpolate_pos_encoding to VitPoseBackbone", + "url": "https://github.com/huggingface/transformers/pull/43870", + "state": "closed", + "merged": false, + "draft": false, + "created_at": "2026-02-09T19:20:34Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "Defalt-Meh", + "name": "Defalt", + "profile_url": "https://github.com/Defalt-Meh", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ADefalt-Meh", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ADefalt-Meh", + "repo_first_seen_at": "2026-03-15T23:26:31Z", + "repo_last_seen_at": "2026-03-15T23:26:31Z", + "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, + "report_reason": null, + "account_age_days": 641, + "young_account": false, + "follow_through_score": "weak", + "breadth_score": "low", + "automation_risk_signal": "low", + "heuristic_note": "high open PR share; targets high-star repos", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 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": 44731, + "title": "[Tests] Fix slow video tensor creation from list of numpy arrays in SmolVLM", + "url": "https://github.com/huggingface/transformers/pull/44731", + "state": "open", + "merged": false, + "draft": false, + "created_at": "2026-03-15T23:26:31Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "Desel72", + "name": null, + "profile_url": "https://github.com/Desel72", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ADesel72", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ADesel72", + "repo_first_seen_at": "2026-03-11T13:03:19Z", + "repo_last_seen_at": "2026-03-11T14:00:39Z", + "repo_primary_artifact_count": 1, + "repo_artifact_count": 3, + "snapshot_issue_count": 0, + "snapshot_pr_count": 1, + "snapshot_comment_count": 2, + "snapshot_review_count": 0, + "snapshot_review_comment_count": 0, + "repo_association": "NONE", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 4448, + "young_account": false, + "follow_through_score": "mixed", + "breadth_score": "very high", + "automation_risk_signal": "medium", + "heuristic_note": "high recent PR volume; very broad repo spread; targets high-star repos", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 89, + "merged_pr_count": 62, + "closed_unmerged_pr_count": 9, + "open_pr_count": 18, + "merged_pr_rate": 0.6966, + "closed_unmerged_pr_rate": 0.1011, + "still_open_pr_rate": 0.2022, + "distinct_repos_with_authored_prs": 29, + "distinct_repos_with_open_prs": 15 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 44596, + "title": "Fix TypeError when loading float8 models by falling back to bfloat16 in local_torch_dtype", + "url": "https://github.com/huggingface/transformers/pull/44596", + "state": "closed", + "merged": false, + "draft": false, + "created_at": "2026-03-11T13:03:19Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "divyanks", + "name": null, + "profile_url": "https://github.com/divyanks", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Adivyanks", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Adivyanks", + "repo_first_seen_at": "2026-03-17T16:51:46Z", + "repo_last_seen_at": "2026-03-17T16:51:46Z", + "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": "NONE", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 4306, + "young_account": false, + "follow_through_score": "weak", + "breadth_score": "low", + "automation_risk_signal": "low", + "heuristic_note": "many recent closed-unmerged PRs; targets high-star repos", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 1, + "merged_pr_count": 0, + "closed_unmerged_pr_count": 1, + "open_pr_count": 0, + "merged_pr_rate": 0.0, + "closed_unmerged_pr_rate": 1.0, + "still_open_pr_rate": 0.0, + "distinct_repos_with_authored_prs": 1, + "distinct_repos_with_open_prs": 0 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 44798, + "title": "Add MPS (Apple Silicon) example and documentation", + "url": "https://github.com/huggingface/transformers/pull/44798", + "state": "closed", + "merged": false, + "draft": false, + "created_at": "2026-03-17T16:51:46Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "DowellHd", + "name": "Dowell Standley Jr.", + "profile_url": "https://github.com/DowellHd", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ADowellHd", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ADowellHd", + "repo_first_seen_at": "2026-01-28T21:45:00Z", + "repo_last_seen_at": "2026-01-28T21:45:00Z", + "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": "NONE", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 2233, + "young_account": false, + "follow_through_score": "strong", + "breadth_score": "low", + "automation_risk_signal": "low", + "heuristic_note": "high recent PR volume", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 47, + "merged_pr_count": 45, + "closed_unmerged_pr_count": 1, + "open_pr_count": 1, + "merged_pr_rate": 0.9574, + "closed_unmerged_pr_rate": 0.0213, + "still_open_pr_rate": 0.0213, + "distinct_repos_with_authored_prs": 2, + "distinct_repos_with_open_prs": 1 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 43571, + "title": "Add GIT support to visual-question-answering pipeline", + "url": "https://github.com/huggingface/transformers/pull/43571", + "state": "closed", + "merged": false, + "draft": false, + "created_at": "2026-01-28T21:45:00Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "echarlaix", + "name": "Ella Charlaix", + "profile_url": "https://github.com/echarlaix", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aecharlaix", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aecharlaix", + "repo_first_seen_at": "2026-03-09T18:15:17Z", + "repo_last_seen_at": "2026-03-09T18:15:17Z", + "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": "MEMBER", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 1840, + "young_account": false, + "follow_through_score": "mixed", + "breadth_score": "moderate", + "automation_risk_signal": "low", + "heuristic_note": "many recent closed-unmerged PRs", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 5, + "merged_pr_count": 3, + "closed_unmerged_pr_count": 2, + "open_pr_count": 0, + "merged_pr_rate": 0.6, + "closed_unmerged_pr_rate": 0.4, + "still_open_pr_rate": 0.0, + "distinct_repos_with_authored_prs": 4, + "distinct_repos_with_open_prs": 0 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 44551, + "title": "Fix zamba2 rotary embedding call when use_mem_rope is False", + "url": "https://github.com/huggingface/transformers/pull/44551", + "state": "closed", + "merged": true, + "draft": false, + "created_at": "2026-03-09T18:15:17Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "eldarkurtic", + "name": "Eldar Kurti\u0107", + "profile_url": "https://github.com/eldarkurtic", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aeldarkurtic", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aeldarkurtic", + "repo_first_seen_at": "2026-01-26T13:53:13Z", + "repo_last_seen_at": "2026-01-26T13:53:13Z", + "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": "CONTRIBUTOR", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 4201, + "young_account": false, + "follow_through_score": "mixed", + "breadth_score": "low", + "automation_risk_signal": "low", + "heuristic_note": "targets high-star repos", + "public_orgs": [ + "IST-DASLab" + ], + "activity": { + "visible_authored_pr_count": 12, + "merged_pr_count": 6, + "closed_unmerged_pr_count": 2, + "open_pr_count": 4, + "merged_pr_rate": 0.5, + "closed_unmerged_pr_rate": 0.1667, + "still_open_pr_rate": 0.3333, + "distinct_repos_with_authored_prs": 3, + "distinct_repos_with_open_prs": 1 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 43497, + "title": "[Bugfix] Extract pad_token_id from text config for Llama-4", + "url": "https://github.com/huggingface/transformers/pull/43497", + "state": "closed", + "merged": false, + "draft": false, + "created_at": "2026-01-26T13:53:13Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "excepshenal", + "name": "Daniel Shen", + "profile_url": "https://github.com/excepshenal", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aexcepshenal", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aexcepshenal", + "repo_first_seen_at": "2026-02-21T00:06:16Z", + "repo_last_seen_at": "2026-02-21T00:06:16Z", + "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, + "report_reason": null, + "account_age_days": 2459, + "young_account": false, + "follow_through_score": "weak", + "breadth_score": "low", + "automation_risk_signal": "low", + "heuristic_note": "high open PR share; targets high-star repos", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 1, + "merged_pr_count": 0, + "closed_unmerged_pr_count": 0, + "open_pr_count": 1, + "merged_pr_rate": 0.0, + "closed_unmerged_pr_rate": 0.0, + "still_open_pr_rate": 1.0, + "distinct_repos_with_authored_prs": 1, + "distinct_repos_with_open_prs": 1 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 44189, + "title": "fix: don't move model to device under other dist train backends", + "url": "https://github.com/huggingface/transformers/pull/44189", + "state": "open", + "merged": false, + "draft": false, + "created_at": "2026-02-21T00:06:16Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "ExcitingFrog", + "name": "Xingo", + "profile_url": "https://github.com/ExcitingFrog", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AExcitingFrog", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AExcitingFrog", + "repo_first_seen_at": "2026-02-04T07:11:33Z", + "repo_last_seen_at": "2026-02-04T13:37:43Z", + "repo_primary_artifact_count": 1, + "repo_artifact_count": 2, + "snapshot_issue_count": 0, + "snapshot_pr_count": 1, + "snapshot_comment_count": 1, + "snapshot_review_count": 0, + "snapshot_review_comment_count": 0, + "repo_association": "NONE", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 3332, + "young_account": false, + "follow_through_score": "weak", + "breadth_score": "low", + "automation_risk_signal": "low", + "heuristic_note": "many recent closed-unmerged PRs; targets high-star repos", + "public_orgs": [ + "YangZhouMoHa" + ], + "activity": { + "visible_authored_pr_count": 1, + "merged_pr_count": 0, + "closed_unmerged_pr_count": 1, + "open_pr_count": 0, + "merged_pr_rate": 0.0, + "closed_unmerged_pr_rate": 1.0, + "still_open_pr_rate": 0.0, + "distinct_repos_with_authored_prs": 1, + "distinct_repos_with_open_prs": 0 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 43727, + "title": "feat: Add legacy TrainingArguments logging_dir fallback for TensorBoard", + "url": "https://github.com/huggingface/transformers/pull/43727", + "state": "closed", + "merged": false, + "draft": false, + "created_at": "2026-02-04T07:11:33Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "francesco-bertolotti", + "name": null, + "profile_url": "https://github.com/francesco-bertolotti", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Afrancesco-bertolotti", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Afrancesco-bertolotti", + "repo_first_seen_at": "2026-02-03T10:05:17Z", + "repo_last_seen_at": "2026-02-04T07:03:04Z", + "repo_primary_artifact_count": 1, + "repo_artifact_count": 2, + "snapshot_issue_count": 0, + "snapshot_pr_count": 1, + "snapshot_comment_count": 1, + "snapshot_review_count": 0, + "snapshot_review_comment_count": 0, + "repo_association": "CONTRIBUTOR", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 358, + "young_account": true, + "follow_through_score": "mixed", + "breadth_score": "low", + "automation_risk_signal": "low", + "heuristic_note": "young account", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 8, + "merged_pr_count": 5, + "closed_unmerged_pr_count": 0, + "open_pr_count": 3, + "merged_pr_rate": 0.625, + "closed_unmerged_pr_rate": 0.0, + "still_open_pr_rate": 0.375, + "distinct_repos_with_authored_prs": 2, + "distinct_repos_with_open_prs": 1 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 43703, + "title": "Update configuration_qwen3.py", + "url": "https://github.com/huggingface/transformers/pull/43703", + "state": "closed", + "merged": true, + "draft": false, + "created_at": "2026-02-03T10:05:17Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "frogNotToad", + "name": null, + "profile_url": "https://github.com/frogNotToad", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AfrogNotToad", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AfrogNotToad", + "repo_first_seen_at": "2026-03-06T16:58:14Z", + "repo_last_seen_at": "2026-03-06T16:58:14Z", + "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": "CONTRIBUTOR", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 565, + "young_account": false, + "follow_through_score": "strong", + "breadth_score": "low", + "automation_risk_signal": "low", + "heuristic_note": "targets high-star repos", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 1, + "merged_pr_count": 1, + "closed_unmerged_pr_count": 0, + "open_pr_count": 0, + "merged_pr_rate": 1.0, + "closed_unmerged_pr_rate": 0.0, + "still_open_pr_rate": 0.0, + "distinct_repos_with_authored_prs": 1, + "distinct_repos_with_open_prs": 0 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 44501, + "title": "Fixed typo in docs/source/en/kv_cache.md", + "url": "https://github.com/huggingface/transformers/pull/44501", + "state": "closed", + "merged": true, + "draft": false, + "created_at": "2026-03-06T16:58:14Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "gabrielfruet", + "name": "fruet", + "profile_url": "https://github.com/gabrielfruet", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Agabrielfruet", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Agabrielfruet", + "repo_first_seen_at": "2026-02-15T13:27:44Z", + "repo_last_seen_at": "2026-02-16T11:59:22Z", + "repo_primary_artifact_count": 1, + "repo_artifact_count": 3, + "snapshot_issue_count": 0, + "snapshot_pr_count": 1, + "snapshot_comment_count": 2, + "snapshot_review_count": 0, + "snapshot_review_comment_count": 0, + "repo_association": "FIRST_TIME_CONTRIBUTOR", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 1660, + "young_account": false, + "follow_through_score": "strong", + "breadth_score": "moderate", + "automation_risk_signal": "low", + "heuristic_note": "\u2014", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 15, + "merged_pr_count": 12, + "closed_unmerged_pr_count": 0, + "open_pr_count": 3, + "merged_pr_rate": 0.8, + "closed_unmerged_pr_rate": 0.0, + "still_open_pr_rate": 0.2, + "distinct_repos_with_authored_prs": 6, + "distinct_repos_with_open_prs": 3 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 44013, + "title": "Ouptut tracing: Standardizing MobileNetv2", + "url": "https://github.com/huggingface/transformers/pull/44013", + "state": "open", + "merged": false, + "draft": false, + "created_at": "2026-02-15T13:49:53Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "giulio-leone", + "name": "Giulio Leone", + "profile_url": "https://github.com/giulio-leone", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Agiulio-leone", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Agiulio-leone", + "repo_first_seen_at": "2026-02-28T06:22:19Z", + "repo_last_seen_at": "2026-02-28T20:21:52Z", + "repo_primary_artifact_count": 1, + "repo_artifact_count": 2, + "snapshot_issue_count": 0, + "snapshot_pr_count": 1, + "snapshot_comment_count": 1, + "snapshot_review_count": 0, + "snapshot_review_comment_count": 0, + "repo_association": "NONE", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 4401, + "young_account": false, + "follow_through_score": "weak", + "breadth_score": "very high", + "automation_risk_signal": "high", + "heuristic_note": "extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 855, + "merged_pr_count": 97, + "closed_unmerged_pr_count": 661, + "open_pr_count": 97, + "merged_pr_rate": 0.1135, + "closed_unmerged_pr_rate": 0.7731, + "still_open_pr_rate": 0.1135, + "distinct_repos_with_authored_prs": 77, + "distinct_repos_with_open_prs": 16 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 44352, + "title": "fix: suppress ANSI escape codes when stdout is not a terminal", + "url": "https://github.com/huggingface/transformers/pull/44352", + "state": "closed", + "merged": false, + "draft": false, + "created_at": "2026-02-28T06:22:19Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "gowthamr-tech", + "name": "Rajagowtham R", + "profile_url": "https://github.com/gowthamr-tech", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Agowthamr-tech", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Agowthamr-tech", + "repo_first_seen_at": "2026-02-16T15:00:00Z", + "repo_last_seen_at": "2026-02-24T01:35:34Z", + "repo_primary_artifact_count": 1, + "repo_artifact_count": 8, + "snapshot_issue_count": 0, + "snapshot_pr_count": 1, + "snapshot_comment_count": 7, + "snapshot_review_count": 0, + "snapshot_review_comment_count": 0, + "repo_association": "CONTRIBUTOR", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 320, + "young_account": true, + "follow_through_score": "strong", + "breadth_score": "low", + "automation_risk_signal": "low", + "heuristic_note": "young account; no visible non-self stars; targets high-star repos", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 2, + "merged_pr_count": 2, + "closed_unmerged_pr_count": 0, + "open_pr_count": 0, + "merged_pr_rate": 1.0, + "closed_unmerged_pr_rate": 0.0, + "still_open_pr_rate": 0.0, + "distinct_repos_with_authored_prs": 2, + "distinct_repos_with_open_prs": 0 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 44199, + "title": "Fix local dataset loading priority in run_image_classification_no_tra\u2026", + "url": "https://github.com/huggingface/transformers/pull/44199", + "state": "closed", + "merged": true, + "draft": false, + "created_at": "2026-02-21T06:03:29Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "GS-GOAT", + "name": null, + "profile_url": "https://github.com/GS-GOAT", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AGS-GOAT", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AGS-GOAT", + "repo_first_seen_at": "2026-02-21T13:45:15Z", + "repo_last_seen_at": "2026-03-02T13:17:34Z", + "repo_primary_artifact_count": 1, + "repo_artifact_count": 3, + "snapshot_issue_count": 0, + "snapshot_pr_count": 1, + "snapshot_comment_count": 2, + "snapshot_review_count": 0, + "snapshot_review_comment_count": 0, + "repo_association": "NONE", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 1726, + "young_account": false, + "follow_through_score": "weak", + "breadth_score": "low", + "automation_risk_signal": "low", + "heuristic_note": "many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 1, + "merged_pr_count": 0, + "closed_unmerged_pr_count": 1, + "open_pr_count": 0, + "merged_pr_rate": 0.0, + "closed_unmerged_pr_rate": 1.0, + "still_open_pr_rate": 0.0, + "distinct_repos_with_authored_prs": 1, + "distinct_repos_with_open_prs": 0 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 44202, + "title": "Fix: bidirectional mask skip when attention dropout is active (#44188)", + "url": "https://github.com/huggingface/transformers/pull/44202", + "state": "closed", + "merged": false, + "draft": false, + "created_at": "2026-02-21T13:45:15Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "hangjun-ezra", + "name": null, + "profile_url": "https://github.com/hangjun-ezra", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ahangjun-ezra", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ahangjun-ezra", + "repo_first_seen_at": "2026-02-25T03:52:04Z", + "repo_last_seen_at": "2026-02-25T03:52:04Z", + "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": "CONTRIBUTOR", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 629, + "young_account": false, + "follow_through_score": "strong", + "breadth_score": "low", + "automation_risk_signal": "low", + "heuristic_note": "no visible non-self stars; targets high-star repos", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 1, + "merged_pr_count": 1, + "closed_unmerged_pr_count": 0, + "open_pr_count": 0, + "merged_pr_rate": 1.0, + "closed_unmerged_pr_rate": 0.0, + "still_open_pr_rate": 0.0, + "distinct_repos_with_authored_prs": 1, + "distinct_repos_with_open_prs": 0 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 44272, + "title": "Fix TypeError in convert_rope_params_to_dict when ignore_keys is a list", + "url": "https://github.com/huggingface/transformers/pull/44272", + "state": "closed", + "merged": true, + "draft": false, + "created_at": "2026-02-25T03:52:04Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "hardikmeisheri", + "name": "Hardik Meisheri", + "profile_url": "https://github.com/hardikmeisheri", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ahardikmeisheri", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ahardikmeisheri", + "repo_first_seen_at": "2026-02-28T16:49:27Z", + "repo_last_seen_at": "2026-03-06T14:50:01Z", + "repo_primary_artifact_count": 1, + "repo_artifact_count": 7, + "snapshot_issue_count": 0, + "snapshot_pr_count": 1, + "snapshot_comment_count": 6, + "snapshot_review_count": 0, + "snapshot_review_comment_count": 0, + "repo_association": "FIRST_TIMER", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 3925, + "young_account": false, + "follow_through_score": "strong", + "breadth_score": "low", + "automation_risk_signal": "low", + "heuristic_note": "targets high-star repos", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 1, + "merged_pr_count": 1, + "closed_unmerged_pr_count": 0, + "open_pr_count": 0, + "merged_pr_rate": 1.0, + "closed_unmerged_pr_rate": 0.0, + "still_open_pr_rate": 0.0, + "distinct_repos_with_authored_prs": 1, + "distinct_repos_with_open_prs": 0 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 44358, + "title": "Fix ShieldGemma2 non-reproducible outputs by adding _tied_weights_keys", + "url": "https://github.com/huggingface/transformers/pull/44358", + "state": "closed", + "merged": true, + "draft": false, + "created_at": "2026-02-28T16:49:27Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "harshang03", + "name": "Harshang Akabari", + "profile_url": "https://github.com/harshang03", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aharshang03", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aharshang03", + "repo_first_seen_at": "2026-02-06T13:07:32Z", + "repo_last_seen_at": "2026-02-06T13:07:32Z", + "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": "NONE", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 2290, + "young_account": false, + "follow_through_score": "weak", + "breadth_score": "high", + "automation_risk_signal": "medium", + "heuristic_note": "extremely high recent PR volume; broad repo spread; many recent closed-unmerged PRs; targets high-star repos", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 106, + "merged_pr_count": 0, + "closed_unmerged_pr_count": 66, + "open_pr_count": 40, + "merged_pr_rate": 0.0, + "closed_unmerged_pr_rate": 0.6226, + "still_open_pr_rate": 0.3774, + "distinct_repos_with_authored_prs": 17, + "distinct_repos_with_open_prs": 9 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 43800, + "title": "Add new Trainer utilities and documentation", + "url": "https://github.com/huggingface/transformers/pull/43800", + "state": "closed", + "merged": false, + "draft": true, + "created_at": "2026-02-06T13:07:32Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "heathdutton", + "name": "Heath Dutton\ud83d\udd74\ufe0f", + "profile_url": "https://github.com/heathdutton", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aheathdutton", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aheathdutton", + "repo_first_seen_at": "2026-01-27T02:30:53Z", + "repo_last_seen_at": "2026-01-27T02:30:53Z", + "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": "CONTRIBUTOR", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 5767, + "young_account": false, + "follow_through_score": "weak", + "breadth_score": "high", + "automation_risk_signal": "low", + "heuristic_note": "broad repo spread; high open PR share", + "public_orgs": [ + "Ocurly", + "mautic", + "stamp-ideas", + "TheDMSGroup", + "drupal-bakery", + "thisisfine", + "fixchristmas", + "clockcrew", + "TraverseData", + "leadlava", + "engagetools", + "zipcodes", + "nim-ai", + "mautibox", + "installid", + "formdock", + "WithCandor", + "scrubtool", + "ciflow", + "inyourwindow", + "life-coin", + "Design-and-Code", + "nix-chat", + "tcpa-id", + "stockcroc", + "afterfund", + "deha-sh", + "creekside-life", + "sonora-audio", + "reapportion" + ], + "activity": { + "visible_authored_pr_count": 19, + "merged_pr_count": 4, + "closed_unmerged_pr_count": 6, + "open_pr_count": 9, + "merged_pr_rate": 0.2105, + "closed_unmerged_pr_rate": 0.3158, + "still_open_pr_rate": 0.4737, + "distinct_repos_with_authored_prs": 12, + "distinct_repos_with_open_prs": 6 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 43513, + "title": "Fix cardinality error for DETR models without explicit background class", + "url": "https://github.com/huggingface/transformers/pull/43513", + "state": "closed", + "merged": true, + "draft": false, + "created_at": "2026-01-27T02:30:53Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "hemanth678901-stack", + "name": "Sai Hemanth", + "profile_url": "https://github.com/hemanth678901-stack", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ahemanth678901-stack", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ahemanth678901-stack", + "repo_first_seen_at": "2026-02-06T11:55:33Z", + "repo_last_seen_at": "2026-02-06T11:55:33Z", + "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": "NONE", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 218, + "young_account": true, + "follow_through_score": "mixed", + "breadth_score": "low", + "automation_risk_signal": "low", + "heuristic_note": "young account; no visible non-self stars; targets high-star repos", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 4, + "merged_pr_count": 2, + "closed_unmerged_pr_count": 1, + "open_pr_count": 1, + "merged_pr_rate": 0.5, + "closed_unmerged_pr_rate": 0.25, + "still_open_pr_rate": 0.25, + "distinct_repos_with_authored_prs": 3, + "distinct_repos_with_open_prs": 1 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 43796, + "title": "Clarify GPU memory expectations when using Adafactor with DeepSpeed", + "url": "https://github.com/huggingface/transformers/pull/43796", + "state": "closed", + "merged": false, + "draft": false, + "created_at": "2026-02-06T11:55:33Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "hemantmm", + "name": "Hemant M Mehta", + "profile_url": "https://github.com/hemantmm", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ahemantmm", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ahemantmm", + "repo_first_seen_at": "2026-03-23T16:29:46Z", + "repo_last_seen_at": "2026-03-25T13:05:33Z", + "repo_primary_artifact_count": 1, + "repo_artifact_count": 3, + "snapshot_issue_count": 0, + "snapshot_pr_count": 1, + "snapshot_comment_count": 2, + "snapshot_review_count": 0, + "snapshot_review_comment_count": 0, + "repo_association": "FIRST_TIME_CONTRIBUTOR", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 1624, + "young_account": false, + "follow_through_score": "weak", + "breadth_score": "low", + "automation_risk_signal": "low", + "heuristic_note": "high open PR share; targets high-star repos", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 19, + "merged_pr_count": 3, + "closed_unmerged_pr_count": 6, + "open_pr_count": 10, + "merged_pr_rate": 0.1579, + "closed_unmerged_pr_rate": 0.3158, + "still_open_pr_rate": 0.5263, + "distinct_repos_with_authored_prs": 3, + "distinct_repos_with_open_prs": 3 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 44951, + "title": "feat: Add router_logits override to enable Routing Replay for MoE models", + "url": "https://github.com/huggingface/transformers/pull/44951", + "state": "open", + "merged": false, + "draft": false, + "created_at": "2026-03-23T16:29:46Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "heycorgi", + "name": null, + "profile_url": "https://github.com/heycorgi", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aheycorgi", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aheycorgi", + "repo_first_seen_at": "2026-03-23T15:33:56Z", + "repo_last_seen_at": "2026-03-23T15:33:56Z", + "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": "NONE", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 1493, + "young_account": false, + "follow_through_score": "weak", + "breadth_score": "low", + "automation_risk_signal": "low", + "heuristic_note": "many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 1, + "merged_pr_count": 0, + "closed_unmerged_pr_count": 1, + "open_pr_count": 0, + "merged_pr_rate": 0.0, + "closed_unmerged_pr_rate": 1.0, + "still_open_pr_rate": 0.0, + "distinct_repos_with_authored_prs": 1, + "distinct_repos_with_open_prs": 0 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 44948, + "title": "Create aa.py", + "url": "https://github.com/huggingface/transformers/pull/44948", + "state": "closed", + "merged": false, + "draft": false, + "created_at": "2026-03-23T15:33:56Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "himani27301", + "name": null, + "profile_url": "https://github.com/himani27301", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ahimani27301", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ahimani27301", + "repo_first_seen_at": "2026-03-09T15:46:14Z", + "repo_last_seen_at": "2026-03-09T16:12:59Z", + "repo_primary_artifact_count": 1, + "repo_artifact_count": 2, + "snapshot_issue_count": 0, + "snapshot_pr_count": 1, + "snapshot_comment_count": 1, + "snapshot_review_count": 0, + "snapshot_review_comment_count": 0, + "repo_association": "FIRST_TIME_CONTRIBUTOR", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 86, + "young_account": true, + "follow_through_score": "weak", + "breadth_score": "low", + "automation_risk_signal": "medium", + "heuristic_note": "very new account; many recent closed-unmerged PRs; 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": 1, + "open_pr_count": 1, + "merged_pr_rate": 0.0, + "closed_unmerged_pr_rate": 0.5, + "still_open_pr_rate": 0.5, + "distinct_repos_with_authored_prs": 2, + "distinct_repos_with_open_prs": 1 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 44550, + "title": "Improve clarity and grammar in Auto Classes documentation", + "url": "https://github.com/huggingface/transformers/pull/44550", + "state": "open", + "merged": false, + "draft": false, + "created_at": "2026-03-09T16:12:59Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "hkc5", + "name": "Hakancan", + "profile_url": "https://github.com/hkc5", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ahkc5", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ahkc5", + "repo_first_seen_at": "2026-03-19T12:33:00Z", + "repo_last_seen_at": "2026-03-19T12:33:00Z", + "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": "NONE", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 951, + "young_account": false, + "follow_through_score": "weak", + "breadth_score": "high", + "automation_risk_signal": "medium", + "heuristic_note": "high recent PR volume; broad repo spread; many recent closed-unmerged PRs; targets high-star repos", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 46, + "merged_pr_count": 3, + "closed_unmerged_pr_count": 33, + "open_pr_count": 10, + "merged_pr_rate": 0.0652, + "closed_unmerged_pr_rate": 0.7174, + "still_open_pr_rate": 0.2174, + "distinct_repos_with_authored_prs": 22, + "distinct_repos_with_open_prs": 7 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 44856, + "title": "fix: move comments before @torch.jit.script decorator for Python 3.13 compatibility", + "url": "https://github.com/huggingface/transformers/pull/44856", + "state": "closed", + "merged": false, + "draft": false, + "created_at": "2026-03-19T12:33:00Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "hongping-zh", + "name": null, + "profile_url": "https://github.com/hongping-zh", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ahongping-zh", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ahongping-zh", + "repo_first_seen_at": "2026-03-03T04:42:57Z", + "repo_last_seen_at": "2026-03-25T11:53:49Z", + "repo_primary_artifact_count": 1, + "repo_artifact_count": 5, + "snapshot_issue_count": 0, + "snapshot_pr_count": 1, + "snapshot_comment_count": 4, + "snapshot_review_count": 0, + "snapshot_review_comment_count": 0, + "repo_association": "FIRST_TIME_CONTRIBUTOR", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 1050, + "young_account": false, + "follow_through_score": "weak", + "breadth_score": "moderate", + "automation_risk_signal": "medium", + "heuristic_note": "many recent closed-unmerged PRs; high open PR share", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 7, + "merged_pr_count": 1, + "closed_unmerged_pr_count": 3, + "open_pr_count": 3, + "merged_pr_rate": 0.1429, + "closed_unmerged_pr_rate": 0.4286, + "still_open_pr_rate": 0.4286, + "distinct_repos_with_authored_prs": 6, + "distinct_repos_with_open_prs": 3 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 44407, + "title": "docs: add energy efficiency considerations to bitsandbytes quantization guide", + "url": "https://github.com/huggingface/transformers/pull/44407", + "state": "open", + "merged": false, + "draft": false, + "created_at": "2026-03-03T04:42:57Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "huyxdang", + "name": "Huy X. Dang", + "profile_url": "https://github.com/huyxdang", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ahuyxdang", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ahuyxdang", + "repo_first_seen_at": "2026-02-16T13:31:17Z", + "repo_last_seen_at": "2026-02-18T17:05:21Z", + "repo_primary_artifact_count": 1, + "repo_artifact_count": 4, + "snapshot_issue_count": 0, + "snapshot_pr_count": 1, + "snapshot_comment_count": 3, + "snapshot_review_count": 0, + "snapshot_review_comment_count": 0, + "repo_association": "NONE", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 691, + "young_account": false, + "follow_through_score": "mixed", + "breadth_score": "low", + "automation_risk_signal": "low", + "heuristic_note": "\u2014", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 5, + "merged_pr_count": 4, + "closed_unmerged_pr_count": 1, + "open_pr_count": 0, + "merged_pr_rate": 0.8, + "closed_unmerged_pr_rate": 0.2, + "still_open_pr_rate": 0.0, + "distinct_repos_with_authored_prs": 2, + "distinct_repos_with_open_prs": 0 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 44087, + "title": "Refactor Mamba2 to use standardized output tracing", + "url": "https://github.com/huggingface/transformers/pull/44087", + "state": "closed", + "merged": false, + "draft": false, + "created_at": "2026-02-17T11:30:25Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "Hyungkeun-Park-Nota", + "name": "Hyungkeun Park", + "profile_url": "https://github.com/Hyungkeun-Park-Nota", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AHyungkeun-Park-Nota", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AHyungkeun-Park-Nota", + "repo_first_seen_at": "2026-03-25T01:19:59Z", + "repo_last_seen_at": "2026-03-25T01:19:59Z", + "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, + "report_reason": null, + "account_age_days": 399, + "young_account": false, + "follow_through_score": "weak", + "breadth_score": "low", + "automation_risk_signal": "low", + "heuristic_note": "high open PR share", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 3, + "merged_pr_count": 1, + "closed_unmerged_pr_count": 0, + "open_pr_count": 2, + "merged_pr_rate": 0.3333, + "closed_unmerged_pr_rate": 0.0, + "still_open_pr_rate": 0.6667, + "distinct_repos_with_authored_prs": 3, + "distinct_repos_with_open_prs": 2 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 44983, + "title": "fix: implement Mxfp4Dequantize.reverse_op for save_pretrained support", + "url": "https://github.com/huggingface/transformers/pull/44983", + "state": "open", + "merged": false, + "draft": false, + "created_at": "2026-03-25T01:19:59Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "i-pj", + "name": "Parth Jain", + "profile_url": "https://github.com/i-pj", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ai-pj", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ai-pj", + "repo_first_seen_at": "2026-02-03T18:59:54Z", + "repo_last_seen_at": "2026-02-03T18:59:54Z", + "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": "CONTRIBUTOR", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 1622, + "young_account": false, + "follow_through_score": "strong", + "breadth_score": "low", + "automation_risk_signal": "low", + "heuristic_note": "targets high-star repos", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 1, + "merged_pr_count": 1, + "closed_unmerged_pr_count": 0, + "open_pr_count": 0, + "merged_pr_rate": 1.0, + "closed_unmerged_pr_rate": 0.0, + "still_open_pr_rate": 0.0, + "distinct_repos_with_authored_prs": 1, + "distinct_repos_with_open_prs": 0 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 43719, + "title": "Add id and resume support to SwanLab integration", + "url": "https://github.com/huggingface/transformers/pull/43719", + "state": "closed", + "merged": true, + "draft": false, + "created_at": "2026-02-03T18:59:54Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "iamaber", + "name": "Aber Islam", + "profile_url": "https://github.com/iamaber", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aiamaber", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aiamaber", + "repo_first_seen_at": "2026-02-28T14:24:32Z", + "repo_last_seen_at": "2026-02-28T14:40:35Z", + "repo_primary_artifact_count": 1, + "repo_artifact_count": 2, + "snapshot_issue_count": 0, + "snapshot_pr_count": 1, + "snapshot_comment_count": 1, + "snapshot_review_count": 0, + "snapshot_review_comment_count": 0, + "repo_association": "NONE", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 2022, + "young_account": false, + "follow_through_score": "mixed", + "breadth_score": "low", + "automation_risk_signal": "low", + "heuristic_note": "\u2014", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 3, + "merged_pr_count": 2, + "closed_unmerged_pr_count": 1, + "open_pr_count": 0, + "merged_pr_rate": 0.6667, + "closed_unmerged_pr_rate": 0.3333, + "still_open_pr_rate": 0.0, + "distinct_repos_with_authored_prs": 2, + "distinct_repos_with_open_prs": 0 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 44356, + "title": "fix: avoid redundant fp16/bf16 model casts in evaluation_loop", + "url": "https://github.com/huggingface/transformers/pull/44356", + "state": "closed", + "merged": false, + "draft": false, + "created_at": "2026-02-28T14:24:32Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "imstevenpmwork", + "name": "Steven Palma", + "profile_url": "https://github.com/imstevenpmwork", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aimstevenpmwork", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aimstevenpmwork", + "repo_first_seen_at": "2026-02-26T20:09:20Z", + "repo_last_seen_at": "2026-02-26T21:20:53Z", + "repo_primary_artifact_count": 1, + "repo_artifact_count": 3, + "snapshot_issue_count": 0, + "snapshot_pr_count": 1, + "snapshot_comment_count": 0, + "snapshot_review_count": 1, + "snapshot_review_comment_count": 1, + "repo_association": "MEMBER", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 2297, + "young_account": false, + "follow_through_score": "strong", + "breadth_score": "low", + "automation_risk_signal": "low", + "heuristic_note": "high recent PR volume; targets high-star repos", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 47, + "merged_pr_count": 42, + "closed_unmerged_pr_count": 4, + "open_pr_count": 1, + "merged_pr_rate": 0.8936, + "closed_unmerged_pr_rate": 0.0851, + "still_open_pr_rate": 0.0213, + "distinct_repos_with_authored_prs": 3, + "distinct_repos_with_open_prs": 1 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 44307, + "title": "fix(modeling_attn_mask_utils): remove FutureWarning from logger.warning_once()", + "url": "https://github.com/huggingface/transformers/pull/44307", + "state": "closed", + "merged": true, + "draft": false, + "created_at": "2026-02-26T20:09:20Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "itzyesse99-lgtm", + "name": "Jesse A Comer", + "profile_url": "https://github.com/itzyesse99-lgtm", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aitzyesse99-lgtm", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aitzyesse99-lgtm", + "repo_first_seen_at": "2026-02-16T12:01:26Z", + "repo_last_seen_at": "2026-02-16T12:01:26Z", + "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": "NONE", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 43, + "young_account": true, + "follow_through_score": "weak", + "breadth_score": "high", + "automation_risk_signal": "medium", + "heuristic_note": "very new account; broad repo spread; many recent closed-unmerged PRs; no visible non-self stars", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 20, + "merged_pr_count": 0, + "closed_unmerged_pr_count": 19, + "open_pr_count": 1, + "merged_pr_rate": 0.0, + "closed_unmerged_pr_rate": 0.95, + "still_open_pr_rate": 0.05, + "distinct_repos_with_authored_prs": 13, + "distinct_repos_with_open_prs": 1 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 44039, + "title": "AI Fix for #43979", + "url": "https://github.com/huggingface/transformers/pull/44039", + "state": "closed", + "merged": false, + "draft": false, + "created_at": "2026-02-16T12:01:26Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "jackcook", + "name": "Jack Cook", + "profile_url": "https://github.com/jackcook", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ajackcook", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ajackcook", + "repo_first_seen_at": "2026-02-13T05:15:44Z", + "repo_last_seen_at": "2026-02-21T01:04:46Z", + "repo_primary_artifact_count": 1, + "repo_artifact_count": 18, + "snapshot_issue_count": 0, + "snapshot_pr_count": 1, + "snapshot_comment_count": 5, + "snapshot_review_count": 6, + "snapshot_review_comment_count": 6, + "repo_association": "CONTRIBUTOR", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 4635, + "young_account": false, + "follow_through_score": "strong", + "breadth_score": "low", + "automation_risk_signal": "low", + "heuristic_note": "targets high-star repos", + "public_orgs": [ + "HackMIT", + "mit-han-lab" + ], + "activity": { + "visible_authored_pr_count": 1, + "merged_pr_count": 1, + "closed_unmerged_pr_count": 0, + "open_pr_count": 0, + "merged_pr_rate": 1.0, + "closed_unmerged_pr_rate": 0.0, + "still_open_pr_rate": 0.0, + "distinct_repos_with_authored_prs": 1, + "distinct_repos_with_open_prs": 0 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 43970, + "title": "Add Four Over Six quantization integration", + "url": "https://github.com/huggingface/transformers/pull/43970", + "state": "closed", + "merged": true, + "draft": false, + "created_at": "2026-02-13T05:15:44Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "Jaredw2289-svg", + "name": "JaredW", + "profile_url": "https://github.com/Jaredw2289-svg", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AJaredw2289-svg", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AJaredw2289-svg", + "repo_first_seen_at": "2026-03-04T06:03:56Z", + "repo_last_seen_at": "2026-03-07T23:43:37Z", + "repo_primary_artifact_count": 1, + "repo_artifact_count": 2, + "snapshot_issue_count": 0, + "snapshot_pr_count": 1, + "snapshot_comment_count": 1, + "snapshot_review_count": 0, + "snapshot_review_comment_count": 0, + "repo_association": "NONE", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 139, + "young_account": true, + "follow_through_score": "weak", + "breadth_score": "very high", + "automation_risk_signal": "medium", + "heuristic_note": "young account; high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 45, + "merged_pr_count": 5, + "closed_unmerged_pr_count": 36, + "open_pr_count": 4, + "merged_pr_rate": 0.1111, + "closed_unmerged_pr_rate": 0.8, + "still_open_pr_rate": 0.0889, + "distinct_repos_with_authored_prs": 31, + "distinct_repos_with_open_prs": 4 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 44427, + "title": "fix(tokenization): preserve original tokenizer_class in save_pretrained", + "url": "https://github.com/huggingface/transformers/pull/44427", + "state": "closed", + "merged": false, + "draft": false, + "created_at": "2026-03-04T06:03:56Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "JasonCZMeng", + "name": "Jason Meng", + "profile_url": "https://github.com/JasonCZMeng", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AJasonCZMeng", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AJasonCZMeng", + "repo_first_seen_at": "2026-03-07T18:33:40Z", + "repo_last_seen_at": "2026-03-07T18:33:40Z", + "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": "NONE", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 3577, + "young_account": false, + "follow_through_score": "weak", + "breadth_score": "moderate", + "automation_risk_signal": "low", + "heuristic_note": "many recent closed-unmerged PRs; targets high-star repos", + "public_orgs": [ + "plumenetwork" + ], + "activity": { + "visible_authored_pr_count": 20, + "merged_pr_count": 4, + "closed_unmerged_pr_count": 10, + "open_pr_count": 6, + "merged_pr_rate": 0.2, + "closed_unmerged_pr_rate": 0.5, + "still_open_pr_rate": 0.3, + "distinct_repos_with_authored_prs": 8, + "distinct_repos_with_open_prs": 5 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 44516, + "title": "fix(qwen2_5_vl): handle ragged batched input in apply_chat_template", + "url": "https://github.com/huggingface/transformers/pull/44516", + "state": "closed", + "merged": false, + "draft": false, + "created_at": "2026-03-07T18:33:40Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "javierdejesusda", + "name": "Javier De Jesus", + "profile_url": "https://github.com/javierdejesusda", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ajavierdejesusda", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ajavierdejesusda", + "repo_first_seen_at": "2026-03-22T17:27:20Z", + "repo_last_seen_at": "2026-03-23T16:25:59Z", + "repo_primary_artifact_count": 1, + "repo_artifact_count": 2, + "snapshot_issue_count": 0, + "snapshot_pr_count": 1, + "snapshot_comment_count": 1, + "snapshot_review_count": 0, + "snapshot_review_comment_count": 0, + "repo_association": "CONTRIBUTOR", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 485, + "young_account": false, + "follow_through_score": "weak", + "breadth_score": "high", + "automation_risk_signal": "low", + "heuristic_note": "broad repo spread; high open PR share; targets high-star repos", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 14, + "merged_pr_count": 3, + "closed_unmerged_pr_count": 4, + "open_pr_count": 7, + "merged_pr_rate": 0.2143, + "closed_unmerged_pr_rate": 0.2857, + "still_open_pr_rate": 0.5, + "distinct_repos_with_authored_prs": 12, + "distinct_repos_with_open_prs": 7 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 44930, + "title": "fix: split MXFP4 dependency checks for specific error messages", + "url": "https://github.com/huggingface/transformers/pull/44930", + "state": "closed", + "merged": true, + "draft": false, + "created_at": "2026-03-22T17:27:20Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "Jay-IIT", + "name": "Jayavelu Balaji", + "profile_url": "https://github.com/Jay-IIT", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AJay-IIT", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AJay-IIT", + "repo_first_seen_at": "2026-02-17T05:12:11Z", + "repo_last_seen_at": "2026-02-18T18:29:33Z", + "repo_primary_artifact_count": 1, + "repo_artifact_count": 2, + "snapshot_issue_count": 0, + "snapshot_pr_count": 1, + "snapshot_comment_count": 1, + "snapshot_review_count": 0, + "snapshot_review_comment_count": 0, + "repo_association": "FIRST_TIME_CONTRIBUTOR", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 2906, + "young_account": false, + "follow_through_score": "weak", + "breadth_score": "low", + "automation_risk_signal": "low", + "heuristic_note": "high open PR share; targets high-star repos", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 3, + "merged_pr_count": 0, + "closed_unmerged_pr_count": 1, + "open_pr_count": 2, + "merged_pr_rate": 0.0, + "closed_unmerged_pr_rate": 0.3333, + "still_open_pr_rate": 0.6667, + "distinct_repos_with_authored_prs": 2, + "distinct_repos_with_open_prs": 2 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 44066, + "title": "Refactor GPT-J to use standardized output tracing (#43979)", + "url": "https://github.com/huggingface/transformers/pull/44066", + "state": "open", + "merged": false, + "draft": false, + "created_at": "2026-02-17T05:12:11Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "jayzuccarelli", + "name": "Eugenio \"Jay\" Zuccarelli", + "profile_url": "https://github.com/jayzuccarelli", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ajayzuccarelli", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ajayzuccarelli", + "repo_first_seen_at": "2026-02-08T05:10:32Z", + "repo_last_seen_at": "2026-02-08T05:10:32Z", + "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": "NONE", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 4047, + "young_account": false, + "follow_through_score": "mixed", + "breadth_score": "moderate", + "automation_risk_signal": "low", + "heuristic_note": "\u2014", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 8, + "merged_pr_count": 3, + "closed_unmerged_pr_count": 3, + "open_pr_count": 2, + "merged_pr_rate": 0.375, + "closed_unmerged_pr_rate": 0.375, + "still_open_pr_rate": 0.25, + "distinct_repos_with_authored_prs": 6, + "distinct_repos_with_open_prs": 2 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 43829, + "title": "chore(tests): add set_seed pytest fixture for determinism", + "url": "https://github.com/huggingface/transformers/pull/43829", + "state": "closed", + "merged": false, + "draft": false, + "created_at": "2026-02-08T05:10:32Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "jblox26", + "name": null, + "profile_url": "https://github.com/jblox26", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ajblox26", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ajblox26", + "repo_first_seen_at": "2026-03-05T14:50:06Z", + "repo_last_seen_at": "2026-03-05T14:51:37Z", + "repo_primary_artifact_count": 1, + "repo_artifact_count": 2, + "snapshot_issue_count": 0, + "snapshot_pr_count": 1, + "snapshot_comment_count": 1, + "snapshot_review_count": 0, + "snapshot_review_comment_count": 0, + "repo_association": "NONE", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 54, + "young_account": true, + "follow_through_score": "mixed", + "breadth_score": "low", + "automation_risk_signal": "medium", + "heuristic_note": "very new account; many recent closed-unmerged PRs; targets high-star repos", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 2, + "merged_pr_count": 1, + "closed_unmerged_pr_count": 1, + "open_pr_count": 0, + "merged_pr_rate": 0.5, + "closed_unmerged_pr_rate": 0.5, + "still_open_pr_rate": 0.0, + "distinct_repos_with_authored_prs": 2, + "distinct_repos_with_open_prs": 0 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 44472, + "title": "Fix Qwen3VL get_rope_index StopIteration with per-frame video tokens", + "url": "https://github.com/huggingface/transformers/pull/44472", + "state": "closed", + "merged": false, + "draft": false, + "created_at": "2026-03-05T14:50:06Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "jeeth-kataria", + "name": "Jeeth Bhavesh Kataria", + "profile_url": "https://github.com/jeeth-kataria", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ajeeth-kataria", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ajeeth-kataria", + "repo_first_seen_at": "2026-01-30T13:59:35Z", + "repo_last_seen_at": "2026-01-30T13:59:35Z", + "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": "NONE", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 648, + "young_account": false, + "follow_through_score": "weak", + "breadth_score": "low", + "automation_risk_signal": "low", + "heuristic_note": "many recent closed-unmerged PRs; targets high-star repos", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 2, + "merged_pr_count": 0, + "closed_unmerged_pr_count": 2, + "open_pr_count": 0, + "merged_pr_rate": 0.0, + "closed_unmerged_pr_rate": 1.0, + "still_open_pr_rate": 0.0, + "distinct_repos_with_authored_prs": 2, + "distinct_repos_with_open_prs": 0 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 43624, + "title": "Add Claude Skill for PEFT/LoRA fine-tuning guidance", + "url": "https://github.com/huggingface/transformers/pull/43624", + "state": "closed", + "merged": false, + "draft": false, + "created_at": "2026-01-30T13:59:35Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "Jereshea", + "name": "Jereshea", + "profile_url": "https://github.com/Jereshea", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AJereshea", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AJereshea", + "repo_first_seen_at": "2026-02-06T07:04:37Z", + "repo_last_seen_at": "2026-02-06T07:04:37Z", + "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": "NONE", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 1773, + "young_account": false, + "follow_through_score": "weak", + "breadth_score": "low", + "automation_risk_signal": "medium", + "heuristic_note": "many recent closed-unmerged PRs; high open PR share; targets high-star repos", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 2, + "merged_pr_count": 0, + "closed_unmerged_pr_count": 1, + "open_pr_count": 1, + "merged_pr_rate": 0.0, + "closed_unmerged_pr_rate": 0.5, + "still_open_pr_rate": 0.5, + "distinct_repos_with_authored_prs": 2, + "distinct_repos_with_open_prs": 1 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 43789, + "title": "Support to measure TTFT & TPOT", + "url": "https://github.com/huggingface/transformers/pull/43789", + "state": "closed", + "merged": false, + "draft": false, + "created_at": "2026-02-06T07:04:37Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "Jess-Co-Del", + "name": "Jessica C. Delmoral", + "profile_url": "https://github.com/Jess-Co-Del", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AJess-Co-Del", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AJess-Co-Del", + "repo_first_seen_at": "2026-03-23T17:02:50Z", + "repo_last_seen_at": "2026-03-24T10:18:17Z", + "repo_primary_artifact_count": 1, + "repo_artifact_count": 2, + "snapshot_issue_count": 0, + "snapshot_pr_count": 1, + "snapshot_comment_count": 1, + "snapshot_review_count": 0, + "snapshot_review_comment_count": 0, + "repo_association": "FIRST_TIME_CONTRIBUTOR", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 2180, + "young_account": false, + "follow_through_score": "weak", + "breadth_score": "low", + "automation_risk_signal": "low", + "heuristic_note": "high open PR share; targets high-star repos", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 1, + "merged_pr_count": 0, + "closed_unmerged_pr_count": 0, + "open_pr_count": 1, + "merged_pr_rate": 0.0, + "closed_unmerged_pr_rate": 0.0, + "still_open_pr_rate": 1.0, + "distinct_repos_with_authored_prs": 1, + "distinct_repos_with_open_prs": 1 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 44952, + "title": "Fix: Add correct return behaviour when output_hidden_states=True for CLIP and SIGLIP vision models", + "url": "https://github.com/huggingface/transformers/pull/44952", + "state": "open", + "merged": false, + "draft": false, + "created_at": "2026-03-23T17:02:50Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "jianchang512", + "name": "okmyworld", + "profile_url": "https://github.com/jianchang512", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ajianchang512", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ajianchang512", + "repo_first_seen_at": "2026-02-02T15:14:36Z", + "repo_last_seen_at": "2026-02-02T15:14:36Z", + "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": "NONE", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 4808, + "young_account": false, + "follow_through_score": "weak", + "breadth_score": "low", + "automation_risk_signal": "low", + "heuristic_note": "many recent closed-unmerged PRs; targets high-star repos", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 2, + "merged_pr_count": 0, + "closed_unmerged_pr_count": 2, + "open_pr_count": 0, + "merged_pr_rate": 0.0, + "closed_unmerged_pr_rate": 1.0, + "still_open_pr_rate": 0.0, + "distinct_repos_with_authored_prs": 2, + "distinct_repos_with_open_prs": 0 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 43686, + "title": "Fix variable referencing error during word segmentation", + "url": "https://github.com/huggingface/transformers/pull/43686", + "state": "closed", + "merged": false, + "draft": false, + "created_at": "2026-02-02T15:14:36Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "JiwaniZakir", + "name": "Zakir Jiwani", + "profile_url": "https://github.com/JiwaniZakir", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AJiwaniZakir", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AJiwaniZakir", + "repo_first_seen_at": "2026-03-17T05:11:16Z", + "repo_last_seen_at": "2026-03-18T16:23:37Z", + "repo_primary_artifact_count": 1, + "repo_artifact_count": 3, + "snapshot_issue_count": 0, + "snapshot_pr_count": 1, + "snapshot_comment_count": 2, + "snapshot_review_count": 0, + "snapshot_review_comment_count": 0, + "repo_association": "CONTRIBUTOR", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 1363, + "young_account": false, + "follow_through_score": "weak", + "breadth_score": "very high", + "automation_risk_signal": "medium", + "heuristic_note": "extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 151, + "merged_pr_count": 25, + "closed_unmerged_pr_count": 69, + "open_pr_count": 57, + "merged_pr_rate": 0.1656, + "closed_unmerged_pr_rate": 0.457, + "still_open_pr_rate": 0.3775, + "distinct_repos_with_authored_prs": 103, + "distinct_repos_with_open_prs": 47 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 44782, + "title": "fix: XLNet: relative_positional_encoding computes on CPU every forward", + "url": "https://github.com/huggingface/transformers/pull/44782", + "state": "closed", + "merged": true, + "draft": false, + "created_at": "2026-03-17T05:11:36Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "JokeYoonic", + "name": "Liao Weichen", + "profile_url": "https://github.com/JokeYoonic", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AJokeYoonic", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AJokeYoonic", + "repo_first_seen_at": "2026-03-13T16:28:01Z", + "repo_last_seen_at": "2026-03-13T16:28:01Z", + "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, + "report_reason": null, + "account_age_days": 749, + "young_account": false, + "follow_through_score": "weak", + "breadth_score": "low", + "automation_risk_signal": "low", + "heuristic_note": "high open PR share; targets high-star repos", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 1, + "merged_pr_count": 0, + "closed_unmerged_pr_count": 0, + "open_pr_count": 1, + "merged_pr_rate": 0.0, + "closed_unmerged_pr_rate": 0.0, + "still_open_pr_rate": 1.0, + "distinct_repos_with_authored_prs": 1, + "distinct_repos_with_open_prs": 1 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 44676, + "title": "fix(gpt2): Resolve NaN/Inf issue in lm_head on Python 3.13 with tied weights", + "url": "https://github.com/huggingface/transformers/pull/44676", + "state": "open", + "merged": false, + "draft": false, + "created_at": "2026-03-13T16:28:01Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "JonoLF", + "name": "Jonathan Luke Faller", + "profile_url": "https://github.com/JonoLF", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AJonoLF", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AJonoLF", + "repo_first_seen_at": "2026-02-23T15:09:05Z", + "repo_last_seen_at": "2026-02-23T15:09:05Z", + "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, + "report_reason": null, + "account_age_days": 1343, + "young_account": false, + "follow_through_score": "weak", + "breadth_score": "low", + "automation_risk_signal": "low", + "heuristic_note": "high open PR share; targets high-star repos", + "public_orgs": [ + "Academics-Hub" + ], + "activity": { + "visible_authored_pr_count": 1, + "merged_pr_count": 0, + "closed_unmerged_pr_count": 0, + "open_pr_count": 1, + "merged_pr_rate": 0.0, + "closed_unmerged_pr_rate": 0.0, + "still_open_pr_rate": 1.0, + "distinct_repos_with_authored_prs": 1, + "distinct_repos_with_open_prs": 1 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 44228, + "title": "[Quantisation] account for nested tensors from quantisers", + "url": "https://github.com/huggingface/transformers/pull/44228", + "state": "open", + "merged": false, + "draft": false, + "created_at": "2026-02-23T15:09:05Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "JonusClapshaw", + "name": null, + "profile_url": "https://github.com/JonusClapshaw", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AJonusClapshaw", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AJonusClapshaw", + "repo_first_seen_at": "2026-02-24T22:09:56Z", + "repo_last_seen_at": "2026-03-20T02:28:27Z", + "repo_primary_artifact_count": 1, + "repo_artifact_count": 2, + "snapshot_issue_count": 0, + "snapshot_pr_count": 1, + "snapshot_comment_count": 1, + "snapshot_review_count": 0, + "snapshot_review_comment_count": 0, + "repo_association": "NONE", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 2407, + "young_account": false, + "follow_through_score": "weak", + "breadth_score": "high", + "automation_risk_signal": "low", + "heuristic_note": "broad repo spread; high open PR share; no visible non-self stars", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 11, + "merged_pr_count": 1, + "closed_unmerged_pr_count": 1, + "open_pr_count": 9, + "merged_pr_rate": 0.0909, + "closed_unmerged_pr_rate": 0.0909, + "still_open_pr_rate": 0.8182, + "distinct_repos_with_authored_prs": 11, + "distinct_repos_with_open_prs": 9 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 44870, + "title": "fix: ensure prediction_step returns tensor for logits, not tuple #42200", + "url": "https://github.com/huggingface/transformers/pull/44870", + "state": "closed", + "merged": false, + "draft": false, + "created_at": "2026-03-20T02:28:27Z" + } + ], + "issues": [] + }, + "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, + "report_reason": null, + "account_age_days": 3475, + "young_account": false, + "follow_through_score": "weak", + "breadth_score": "very high", + "automation_risk_signal": "medium", + "heuristic_note": "high recent PR volume; very broad repo spread; high open PR share", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 35, + "merged_pr_count": 10, + "closed_unmerged_pr_count": 7, + "open_pr_count": 18, + "merged_pr_rate": 0.2857, + "closed_unmerged_pr_rate": 0.2, + "still_open_pr_rate": 0.5143, + "distinct_repos_with_authored_prs": 27, + "distinct_repos_with_open_prs": 16 + }, + "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": "JoursBleu", + "name": "PikaPikachu", + "profile_url": "https://github.com/JoursBleu", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AJoursBleu", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AJoursBleu", + "repo_first_seen_at": "2026-03-08T09:57:38Z", + "repo_last_seen_at": "2026-03-17T14:14:30Z", + "repo_primary_artifact_count": 1, + "repo_artifact_count": 2, + "snapshot_issue_count": 0, + "snapshot_pr_count": 1, + "snapshot_comment_count": 1, + "snapshot_review_count": 0, + "snapshot_review_comment_count": 0, + "repo_association": "CONTRIBUTOR", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 3471, + "young_account": false, + "follow_through_score": "weak", + "breadth_score": "moderate", + "automation_risk_signal": "low", + "heuristic_note": "high open PR share; targets high-star repos", + "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": 4, + "distinct_repos_with_open_prs": 2 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 44526, + "title": "Add GGUF support for MiniMax-M2.1 model", + "url": "https://github.com/huggingface/transformers/pull/44526", + "state": "closed", + "merged": true, + "draft": false, + "created_at": "2026-03-08T09:57:38Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "Justynita", + "name": null, + "profile_url": "https://github.com/Justynita", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AJustynita", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AJustynita", + "repo_first_seen_at": "2026-01-31T04:47:25Z", + "repo_last_seen_at": "2026-01-31T04:47:25Z", + "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": "NONE", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 1354, + "young_account": false, + "follow_through_score": "weak", + "breadth_score": "low", + "automation_risk_signal": "low", + "heuristic_note": "many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 1, + "merged_pr_count": 0, + "closed_unmerged_pr_count": 1, + "open_pr_count": 0, + "merged_pr_rate": 0.0, + "closed_unmerged_pr_rate": 1.0, + "still_open_pr_rate": 0.0, + "distinct_repos_with_authored_prs": 1, + "distinct_repos_with_open_prs": 0 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 43639, + "title": "Fix Quickstart Colab dependency mismatch", + "url": "https://github.com/huggingface/transformers/pull/43639", + "state": "closed", + "merged": false, + "draft": false, + "created_at": "2026-01-31T04:47:25Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "kallewoof", + "name": null, + "profile_url": "https://github.com/kallewoof", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Akallewoof", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Akallewoof", + "repo_first_seen_at": "2026-03-24T23:50:07Z", + "repo_last_seen_at": "2026-03-24T23:50:07Z", + "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": "CONTRIBUTOR", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 5816, + "young_account": false, + "follow_through_score": "weak", + "breadth_score": "low", + "automation_risk_signal": "low", + "heuristic_note": "many recent closed-unmerged PRs; targets high-star repos", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 3, + "merged_pr_count": 1, + "closed_unmerged_pr_count": 2, + "open_pr_count": 0, + "merged_pr_rate": 0.3333, + "closed_unmerged_pr_rate": 0.6667, + "still_open_pr_rate": 0.0, + "distinct_repos_with_authored_prs": 2, + "distinct_repos_with_open_prs": 0 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 44980, + "title": "bug-fix: do not assume torch.cuda is available when setting up norm values, even if flash linear attention is available", + "url": "https://github.com/huggingface/transformers/pull/44980", + "state": "open", + "merged": false, + "draft": false, + "created_at": "2026-03-24T23:50:07Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "karthiksuki", + "name": "Karthikeyan Ganesh", + "profile_url": "https://github.com/karthiksuki", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Akarthiksuki", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Akarthiksuki", + "repo_first_seen_at": "2026-02-14T19:16:31Z", + "repo_last_seen_at": "2026-02-14T19:57:54Z", + "repo_primary_artifact_count": 1, + "repo_artifact_count": 2, + "snapshot_issue_count": 0, + "snapshot_pr_count": 1, + "snapshot_comment_count": 1, + "snapshot_review_count": 0, + "snapshot_review_comment_count": 0, + "repo_association": "FIRST_TIMER", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 2035, + "young_account": false, + "follow_through_score": "weak", + "breadth_score": "low", + "automation_risk_signal": "low", + "heuristic_note": "high open PR share; targets high-star repos", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 1, + "merged_pr_count": 0, + "closed_unmerged_pr_count": 0, + "open_pr_count": 1, + "merged_pr_rate": 0.0, + "closed_unmerged_pr_rate": 0.0, + "still_open_pr_rate": 1.0, + "distinct_repos_with_authored_prs": 1, + "distinct_repos_with_open_prs": 1 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 43997, + "title": "Migrate RegNet to standardized output tracing", + "url": "https://github.com/huggingface/transformers/pull/43997", + "state": "open", + "merged": false, + "draft": false, + "created_at": "2026-02-14T19:57:54Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "karthikthota-03", + "name": null, + "profile_url": "https://github.com/karthikthota-03", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Akarthikthota-03", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Akarthikthota-03", + "repo_first_seen_at": "2026-01-25T16:15:17Z", + "repo_last_seen_at": "2026-01-25T16:26:24Z", + "repo_primary_artifact_count": 1, + "repo_artifact_count": 2, + "snapshot_issue_count": 0, + "snapshot_pr_count": 1, + "snapshot_comment_count": 1, + "snapshot_review_count": 0, + "snapshot_review_comment_count": 0, + "repo_association": "FIRST_TIMER", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 59, + "young_account": true, + "follow_through_score": "weak", + "breadth_score": "low", + "automation_risk_signal": "medium", + "heuristic_note": "very new account; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 1, + "merged_pr_count": 0, + "closed_unmerged_pr_count": 1, + "open_pr_count": 0, + "merged_pr_rate": 0.0, + "closed_unmerged_pr_rate": 1.0, + "still_open_pr_rate": 0.0, + "distinct_repos_with_authored_prs": 1, + "distinct_repos_with_open_prs": 0 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 43478, + "title": "refactor: use BatchLinear in Qwen2Moe to enable PEFT/LoRA support", + "url": "https://github.com/huggingface/transformers/pull/43478", + "state": "closed", + "merged": false, + "draft": false, + "created_at": "2026-01-25T16:26:24Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "kathrynle20", + "name": "Kathryn L", + "profile_url": "https://github.com/kathrynle20", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Akathrynle20", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Akathrynle20", + "repo_first_seen_at": "2026-02-25T22:15:15Z", + "repo_last_seen_at": "2026-03-04T16:12:36Z", + "repo_primary_artifact_count": 1, + "repo_artifact_count": 15, + "snapshot_issue_count": 0, + "snapshot_pr_count": 1, + "snapshot_comment_count": 2, + "snapshot_review_count": 6, + "snapshot_review_comment_count": 6, + "repo_association": "CONTRIBUTOR", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 2301, + "young_account": false, + "follow_through_score": "strong", + "breadth_score": "low", + "automation_risk_signal": "low", + "heuristic_note": "\u2014", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 4, + "merged_pr_count": 4, + "closed_unmerged_pr_count": 0, + "open_pr_count": 0, + "merged_pr_rate": 1.0, + "closed_unmerged_pr_rate": 0.0, + "still_open_pr_rate": 0.0, + "distinct_repos_with_authored_prs": 2, + "distinct_repos_with_open_prs": 0 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 44286, + "title": "Add future model support for Fouroversix", + "url": "https://github.com/huggingface/transformers/pull/44286", + "state": "closed", + "merged": true, + "draft": false, + "created_at": "2026-02-25T22:15:15Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "Ker102", + "name": "Kristofer Jussmann", + "profile_url": "https://github.com/Ker102", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AKer102", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AKer102", + "repo_first_seen_at": "2026-03-13T13:13:58Z", + "repo_last_seen_at": "2026-03-13T14:39:07Z", + "repo_primary_artifact_count": 1, + "repo_artifact_count": 6, + "snapshot_issue_count": 0, + "snapshot_pr_count": 1, + "snapshot_comment_count": 5, + "snapshot_review_count": 0, + "snapshot_review_comment_count": 0, + "repo_association": "NONE", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 189, + "young_account": true, + "follow_through_score": "mixed", + "breadth_score": "moderate", + "automation_risk_signal": "low", + "heuristic_note": "young account", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 23, + "merged_pr_count": 14, + "closed_unmerged_pr_count": 5, + "open_pr_count": 4, + "merged_pr_rate": 0.6087, + "closed_unmerged_pr_rate": 0.2174, + "still_open_pr_rate": 0.1739, + "distinct_repos_with_authored_prs": 9, + "distinct_repos_with_open_prs": 3 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 44663, + "title": "fix: restore missing `tokenizer_class` attribute in `ModelInfos.__init__`", + "url": "https://github.com/huggingface/transformers/pull/44663", + "state": "closed", + "merged": false, + "draft": false, + "created_at": "2026-03-13T13:25:48Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "kmswin1", + "name": "Minsang Kim", + "profile_url": "https://github.com/kmswin1", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Akmswin1", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Akmswin1", + "repo_first_seen_at": "2026-03-09T09:03:10Z", + "repo_last_seen_at": "2026-03-09T09:03:10Z", + "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": "NONE", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 3359, + "young_account": false, + "follow_through_score": "mixed", + "breadth_score": "low", + "automation_risk_signal": "low", + "heuristic_note": "many recent closed-unmerged PRs; targets high-star repos", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 2, + "merged_pr_count": 1, + "closed_unmerged_pr_count": 1, + "open_pr_count": 0, + "merged_pr_rate": 0.5, + "closed_unmerged_pr_rate": 0.5, + "still_open_pr_rate": 0.0, + "distinct_repos_with_authored_prs": 2, + "distinct_repos_with_open_prs": 0 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 44539, + "title": "Add A.X K1", + "url": "https://github.com/huggingface/transformers/pull/44539", + "state": "closed", + "merged": false, + "draft": false, + "created_at": "2026-03-09T09:03:10Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "kulkarni-rohan", + "name": "Rohan Kulkarni", + "profile_url": "https://github.com/kulkarni-rohan", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Akulkarni-rohan", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Akulkarni-rohan", + "repo_first_seen_at": "2026-03-14T20:01:00Z", + "repo_last_seen_at": "2026-03-14T20:20:14Z", + "repo_primary_artifact_count": 1, + "repo_artifact_count": 2, + "snapshot_issue_count": 0, + "snapshot_pr_count": 1, + "snapshot_comment_count": 1, + "snapshot_review_count": 0, + "snapshot_review_comment_count": 0, + "repo_association": "FIRST_TIME_CONTRIBUTOR", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 3140, + "young_account": false, + "follow_through_score": "weak", + "breadth_score": "low", + "automation_risk_signal": "low", + "heuristic_note": "high open PR share; targets high-star repos", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 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": 44713, + "title": "[ColQwen2] Refactor output tracing (issue #43979)", + "url": "https://github.com/huggingface/transformers/pull/44713", + "state": "open", + "merged": false, + "draft": false, + "created_at": "2026-03-14T20:20:14Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "lakprigan", + "name": null, + "profile_url": "https://github.com/lakprigan", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Alakprigan", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Alakprigan", + "repo_first_seen_at": "2026-02-16T19:16:36Z", + "repo_last_seen_at": "2026-02-25T17:47:45Z", + "repo_primary_artifact_count": 1, + "repo_artifact_count": 3, + "snapshot_issue_count": 0, + "snapshot_pr_count": 1, + "snapshot_comment_count": 2, + "snapshot_review_count": 0, + "snapshot_review_comment_count": 0, + "repo_association": "FIRST_TIMER", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 4735, + "young_account": false, + "follow_through_score": "weak", + "breadth_score": "low", + "automation_risk_signal": "low", + "heuristic_note": "high open PR share; targets high-star repos", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 1, + "merged_pr_count": 0, + "closed_unmerged_pr_count": 0, + "open_pr_count": 1, + "merged_pr_rate": 0.0, + "closed_unmerged_pr_rate": 0.0, + "still_open_pr_rate": 1.0, + "distinct_repos_with_authored_prs": 1, + "distinct_repos_with_open_prs": 1 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 44059, + "title": "[GPT2] Refactor output tracing to use capture_outputs/can_return_tuple decorators", + "url": "https://github.com/huggingface/transformers/pull/44059", + "state": "open", + "merged": false, + "draft": false, + "created_at": "2026-02-16T20:14:30Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "leaderofARS", + "name": "ARS", + "profile_url": "https://github.com/leaderofARS", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AleaderofARS", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AleaderofARS", + "repo_first_seen_at": "2026-03-01T07:34:43Z", + "repo_last_seen_at": "2026-03-03T05:33:08Z", + "repo_primary_artifact_count": 1, + "repo_artifact_count": 2, + "snapshot_issue_count": 0, + "snapshot_pr_count": 1, + "snapshot_comment_count": 1, + "snapshot_review_count": 0, + "snapshot_review_comment_count": 0, + "repo_association": "CONTRIBUTOR", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 588, + "young_account": false, + "follow_through_score": "strong", + "breadth_score": "low", + "automation_risk_signal": "low", + "heuristic_note": "high recent PR volume", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 27, + "merged_pr_count": 25, + "closed_unmerged_pr_count": 1, + "open_pr_count": 1, + "merged_pr_rate": 0.9259, + "closed_unmerged_pr_rate": 0.037, + "still_open_pr_rate": 0.037, + "distinct_repos_with_authored_prs": 3, + "distinct_repos_with_open_prs": 1 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 44369, + "title": "Feature/integrations docs fix", + "url": "https://github.com/huggingface/transformers/pull/44369", + "state": "open", + "merged": false, + "draft": false, + "created_at": "2026-03-01T07:34:43Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "liding-nv", + "name": "Li Ding", + "profile_url": "https://github.com/liding-nv", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aliding-nv", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aliding-nv", + "repo_first_seen_at": "2026-03-02T13:22:21Z", + "repo_last_seen_at": "2026-03-02T17:14:44Z", + "repo_primary_artifact_count": 1, + "repo_artifact_count": 5, + "snapshot_issue_count": 0, + "snapshot_pr_count": 1, + "snapshot_comment_count": 0, + "snapshot_review_count": 2, + "snapshot_review_comment_count": 2, + "repo_association": "CONTRIBUTOR", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 205, + "young_account": true, + "follow_through_score": "mixed", + "breadth_score": "low", + "automation_risk_signal": "low", + "heuristic_note": "young account; no visible non-self stars", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 9, + "merged_pr_count": 7, + "closed_unmerged_pr_count": 1, + "open_pr_count": 1, + "merged_pr_rate": 0.7778, + "closed_unmerged_pr_rate": 0.1111, + "still_open_pr_rate": 0.1111, + "distinct_repos_with_authored_prs": 3, + "distinct_repos_with_open_prs": 1 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 44390, + "title": "add support for nemotron_3", + "url": "https://github.com/huggingface/transformers/pull/44390", + "state": "closed", + "merged": true, + "draft": false, + "created_at": "2026-03-02T13:22:21Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "likejazz", + "name": "Sang Park", + "profile_url": "https://github.com/likejazz", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Alikejazz", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Alikejazz", + "repo_first_seen_at": "2026-02-26T14:30:24Z", + "repo_last_seen_at": "2026-03-02T17:18:03Z", + "repo_primary_artifact_count": 1, + "repo_artifact_count": 2, + "snapshot_issue_count": 0, + "snapshot_pr_count": 1, + "snapshot_comment_count": 1, + "snapshot_review_count": 0, + "snapshot_review_comment_count": 0, + "repo_association": "CONTRIBUTOR", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 5221, + "young_account": false, + "follow_through_score": "weak", + "breadth_score": "low", + "automation_risk_signal": "low", + "heuristic_note": "many recent closed-unmerged PRs; targets high-star repos", + "public_orgs": [ + "dnotitia" + ], + "activity": { + "visible_authored_pr_count": 1, + "merged_pr_count": 0, + "closed_unmerged_pr_count": 1, + "open_pr_count": 0, + "merged_pr_rate": 0.0, + "closed_unmerged_pr_rate": 1.0, + "still_open_pr_rate": 0.0, + "distinct_repos_with_authored_prs": 1, + "distinct_repos_with_open_prs": 0 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 44301, + "title": "Fix: Qwen3 `` blocks not written during fine-tuning (TRL)", + "url": "https://github.com/huggingface/transformers/pull/44301", + "state": "closed", + "merged": false, + "draft": false, + "created_at": "2026-02-26T14:30:24Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "LucasMa2025", + "name": "Lucas Ma", + "profile_url": "https://github.com/LucasMa2025", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ALucasMa2025", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ALucasMa2025", + "repo_first_seen_at": "2026-03-14T17:13:34Z", + "repo_last_seen_at": "2026-03-14T17:13:34Z", + "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_TIMER", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 58, + "young_account": true, + "follow_through_score": "weak", + "breadth_score": "low", + "automation_risk_signal": "medium", + "heuristic_note": "very new account; many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 1, + "merged_pr_count": 0, + "closed_unmerged_pr_count": 1, + "open_pr_count": 0, + "merged_pr_rate": 0.0, + "closed_unmerged_pr_rate": 1.0, + "still_open_pr_rate": 0.0, + "distinct_repos_with_authored_prs": 1, + "distinct_repos_with_open_prs": 0 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 44708, + "title": "Add Configurable Generation Scheduler and State Machine for `generate()`", + "url": "https://github.com/huggingface/transformers/pull/44708", + "state": "closed", + "merged": false, + "draft": true, + "created_at": "2026-03-14T17:13:34Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "LynchXLQ", + "name": "Linqi Xiao", + "profile_url": "https://github.com/LynchXLQ", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ALynchXLQ", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ALynchXLQ", + "repo_first_seen_at": "2026-02-06T02:29:19Z", + "repo_last_seen_at": "2026-02-09T16:18:39Z", + "repo_primary_artifact_count": 1, + "repo_artifact_count": 7, + "snapshot_issue_count": 0, + "snapshot_pr_count": 1, + "snapshot_comment_count": 6, + "snapshot_review_count": 0, + "snapshot_review_comment_count": 0, + "repo_association": "NONE", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 1981, + "young_account": false, + "follow_through_score": "weak", + "breadth_score": "moderate", + "automation_risk_signal": "low", + "heuristic_note": "high open PR share; targets high-star repos", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 10, + "merged_pr_count": 2, + "closed_unmerged_pr_count": 2, + "open_pr_count": 6, + "merged_pr_rate": 0.2, + "closed_unmerged_pr_rate": 0.2, + "still_open_pr_rate": 0.6, + "distinct_repos_with_authored_prs": 6, + "distinct_repos_with_open_prs": 3 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 43788, + "title": "Add id and resume support for SwanLab integration", + "url": "https://github.com/huggingface/transformers/pull/43788", + "state": "closed", + "merged": false, + "draft": false, + "created_at": "2026-02-06T02:29:19Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "marcndo", + "name": "Marcel Ambo Ndowah", + "profile_url": "https://github.com/marcndo", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Amarcndo", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Amarcndo", + "repo_first_seen_at": "2026-01-26T14:17:56Z", + "repo_last_seen_at": "2026-01-26T14:21:23Z", + "repo_primary_artifact_count": 1, + "repo_artifact_count": 2, + "snapshot_issue_count": 0, + "snapshot_pr_count": 1, + "snapshot_comment_count": 1, + "snapshot_review_count": 0, + "snapshot_review_comment_count": 0, + "repo_association": "CONTRIBUTOR", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 589, + "young_account": false, + "follow_through_score": "weak", + "breadth_score": "low", + "automation_risk_signal": "low", + "heuristic_note": "high open PR share; targets high-star repos", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 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": 43498, + "title": "fix/backward compatibility for tie_weights", + "url": "https://github.com/huggingface/transformers/pull/43498", + "state": "open", + "merged": false, + "draft": true, + "created_at": "2026-01-26T14:17:56Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "materight", + "name": "Matteo Destro", + "profile_url": "https://github.com/materight", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Amateright", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Amateright", + "repo_first_seen_at": "2026-02-13T17:53:16Z", + "repo_last_seen_at": "2026-02-13T17:53:16Z", + "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": "CONTRIBUTOR", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 3293, + "young_account": false, + "follow_through_score": "mixed", + "breadth_score": "low", + "automation_risk_signal": "low", + "heuristic_note": "high open PR share; targets high-star repos", + "public_orgs": [ + "cerrion" + ], + "activity": { + "visible_authored_pr_count": 2, + "merged_pr_count": 1, + "closed_unmerged_pr_count": 0, + "open_pr_count": 1, + "merged_pr_rate": 0.5, + "closed_unmerged_pr_rate": 0.0, + "still_open_pr_rate": 0.5, + "distinct_repos_with_authored_prs": 2, + "distinct_repos_with_open_prs": 1 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 43984, + "title": "Remove unused squeeze from VJEPA2 embeddings rotation", + "url": "https://github.com/huggingface/transformers/pull/43984", + "state": "closed", + "merged": true, + "draft": false, + "created_at": "2026-02-13T17:53:16Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "MengAiDev", + "name": "MQY", + "profile_url": "https://github.com/MengAiDev", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AMengAiDev", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AMengAiDev", + "repo_first_seen_at": "2026-02-06T00:46:08Z", + "repo_last_seen_at": "2026-02-06T00:46:08Z", + "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": "CONTRIBUTOR", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 383, + "young_account": false, + "follow_through_score": "weak", + "breadth_score": "moderate", + "automation_risk_signal": "low", + "heuristic_note": "high open PR share; targets high-star repos", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 4, + "merged_pr_count": 1, + "closed_unmerged_pr_count": 1, + "open_pr_count": 2, + "merged_pr_rate": 0.25, + "closed_unmerged_pr_rate": 0.25, + "still_open_pr_rate": 0.5, + "distinct_repos_with_authored_prs": 4, + "distinct_repos_with_open_prs": 2 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 43785, + "title": "Fix FSDP_CPU_RAM_EFFICIENT_LOADING (#43749)", + "url": "https://github.com/huggingface/transformers/pull/43785", + "state": "open", + "merged": false, + "draft": false, + "created_at": "2026-02-06T00:46:08Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "michaelfeil", + "name": "Michael Feil", + "profile_url": "https://github.com/michaelfeil", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Amichaelfeil", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Amichaelfeil", + "repo_first_seen_at": "2026-02-06T18:24:13Z", + "repo_last_seen_at": "2026-02-07T17:40:29Z", + "repo_primary_artifact_count": 1, + "repo_artifact_count": 6, + "snapshot_issue_count": 0, + "snapshot_pr_count": 1, + "snapshot_comment_count": 5, + "snapshot_review_count": 0, + "snapshot_review_comment_count": 0, + "repo_association": "CONTRIBUTOR", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 2173, + "young_account": false, + "follow_through_score": "mixed", + "breadth_score": "high", + "automation_risk_signal": "low", + "heuristic_note": "high recent PR volume; broad repo spread", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 32, + "merged_pr_count": 17, + "closed_unmerged_pr_count": 3, + "open_pr_count": 12, + "merged_pr_rate": 0.5312, + "closed_unmerged_pr_rate": 0.0938, + "still_open_pr_rate": 0.375, + "distinct_repos_with_authored_prs": 11, + "distinct_repos_with_open_prs": 7 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 43810, + "title": "add bidirectional attention to qwen and llama configs", + "url": "https://github.com/huggingface/transformers/pull/43810", + "state": "closed", + "merged": false, + "draft": false, + "created_at": "2026-02-06T18:24:13Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "mitre88", + "name": "Dr Alex Mitre", + "profile_url": "https://github.com/mitre88", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Amitre88", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Amitre88", + "repo_first_seen_at": "2026-03-04T00:42:43Z", + "repo_last_seen_at": "2026-03-04T00:42:43Z", + "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": "CONTRIBUTOR", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 3180, + "young_account": false, + "follow_through_score": "weak", + "breadth_score": "very high", + "automation_risk_signal": "medium", + "heuristic_note": "extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 121, + "merged_pr_count": 28, + "closed_unmerged_pr_count": 26, + "open_pr_count": 67, + "merged_pr_rate": 0.2314, + "closed_unmerged_pr_rate": 0.2149, + "still_open_pr_rate": 0.5537, + "distinct_repos_with_authored_prs": 71, + "distinct_repos_with_open_prs": 38 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 44422, + "title": "docs: add Spanish translation for conversations.md (chat basics)", + "url": "https://github.com/huggingface/transformers/pull/44422", + "state": "closed", + "merged": true, + "draft": false, + "created_at": "2026-03-04T00:42:43Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "moktamd", + "name": null, + "profile_url": "https://github.com/moktamd", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Amoktamd", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Amoktamd", + "repo_first_seen_at": "2026-03-11T10:32:26Z", + "repo_last_seen_at": "2026-03-11T12:51:25Z", + "repo_primary_artifact_count": 1, + "repo_artifact_count": 2, + "snapshot_issue_count": 0, + "snapshot_pr_count": 1, + "snapshot_comment_count": 1, + "snapshot_review_count": 0, + "snapshot_review_comment_count": 0, + "repo_association": "NONE", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 1352, + "young_account": false, + "follow_through_score": "weak", + "breadth_score": "high", + "automation_risk_signal": "medium", + "heuristic_note": "high recent PR volume; broad repo spread; high open PR share; targets high-star repos", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 37, + "merged_pr_count": 9, + "closed_unmerged_pr_count": 7, + "open_pr_count": 21, + "merged_pr_rate": 0.2432, + "closed_unmerged_pr_rate": 0.1892, + "still_open_pr_rate": 0.5676, + "distinct_repos_with_authored_prs": 20, + "distinct_repos_with_open_prs": 11 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 44591, + "title": "Add MPS SDPA workarounds for value head dim and bidirectional attention", + "url": "https://github.com/huggingface/transformers/pull/44591", + "state": "closed", + "merged": false, + "draft": false, + "created_at": "2026-03-11T10:32:26Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "mtthw13", + "name": null, + "profile_url": "https://github.com/mtthw13", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Amtthw13", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Amtthw13", + "repo_first_seen_at": "2026-02-17T01:39:33Z", + "repo_last_seen_at": "2026-02-17T08:27:31Z", + "repo_primary_artifact_count": 1, + "repo_artifact_count": 3, + "snapshot_issue_count": 0, + "snapshot_pr_count": 1, + "snapshot_comment_count": 2, + "snapshot_review_count": 0, + "snapshot_review_comment_count": 0, + "repo_association": "FIRST_TIME_CONTRIBUTOR", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 2805, + "young_account": false, + "follow_through_score": "weak", + "breadth_score": "low", + "automation_risk_signal": "low", + "heuristic_note": "many recent closed-unmerged PRs; targets high-star repos", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 4, + "merged_pr_count": 0, + "closed_unmerged_pr_count": 3, + "open_pr_count": 1, + "merged_pr_rate": 0.0, + "closed_unmerged_pr_rate": 0.75, + "still_open_pr_rate": 0.25, + "distinct_repos_with_authored_prs": 2, + "distinct_repos_with_open_prs": 1 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 44068, + "title": "Refactor GPT-Neo to use `@capture_outputs` and `@can_return_tuple` decorators", + "url": "https://github.com/huggingface/transformers/pull/44068", + "state": "open", + "merged": false, + "draft": false, + "created_at": "2026-02-17T06:13:37Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "n0kovo", + "name": "n0kovo", + "profile_url": "https://github.com/n0kovo", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3An0kovo", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3An0kovo", + "repo_first_seen_at": "2026-02-28T00:24:32Z", + "repo_last_seen_at": "2026-03-02T17:17:35Z", + "repo_primary_artifact_count": 1, + "repo_artifact_count": 3, + "snapshot_issue_count": 0, + "snapshot_pr_count": 1, + "snapshot_comment_count": 2, + "snapshot_review_count": 0, + "snapshot_review_comment_count": 0, + "repo_association": "FIRST_TIME_CONTRIBUTOR", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 3724, + "young_account": false, + "follow_through_score": "weak", + "breadth_score": "low", + "automation_risk_signal": "low", + "heuristic_note": "high open PR share; targets high-star repos", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 1, + "merged_pr_count": 0, + "closed_unmerged_pr_count": 0, + "open_pr_count": 1, + "merged_pr_rate": 0.0, + "closed_unmerged_pr_rate": 0.0, + "still_open_pr_rate": 1.0, + "distinct_repos_with_authored_prs": 1, + "distinct_repos_with_open_prs": 1 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 44348, + "title": "Enable MetalConfig to load pre-quantized MLX models from HuggingFace Hub", + "url": "https://github.com/huggingface/transformers/pull/44348", + "state": "open", + "merged": false, + "draft": false, + "created_at": "2026-02-28T00:24:32Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "N3u0ns", + "name": "N3ur0ns", + "profile_url": "https://github.com/N3u0ns", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AN3u0ns", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AN3u0ns", + "repo_first_seen_at": "2026-03-01T13:53:58Z", + "repo_last_seen_at": "2026-03-01T13:53:58Z", + "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": "NONE", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 2340, + "young_account": false, + "follow_through_score": "weak", + "breadth_score": "moderate", + "automation_risk_signal": "low", + "heuristic_note": "many recent closed-unmerged PRs; targets high-star repos", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 8, + "merged_pr_count": 0, + "closed_unmerged_pr_count": 6, + "open_pr_count": 2, + "merged_pr_rate": 0.0, + "closed_unmerged_pr_rate": 0.75, + "still_open_pr_rate": 0.25, + "distinct_repos_with_authored_prs": 6, + "distinct_repos_with_open_prs": 2 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 44372, + "title": "fix: handle Cython-compiled functions in get_docstring_indentation_level", + "url": "https://github.com/huggingface/transformers/pull/44372", + "state": "closed", + "merged": false, + "draft": false, + "created_at": "2026-03-01T13:53:58Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "NabilMch", + "name": null, + "profile_url": "https://github.com/NabilMch", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ANabilMch", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ANabilMch", + "repo_first_seen_at": "2026-02-28T15:11:37Z", + "repo_last_seen_at": "2026-02-28T15:11:37Z", + "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": "NONE", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 2316, + "young_account": false, + "follow_through_score": "mixed", + "breadth_score": "low", + "automation_risk_signal": "low", + "heuristic_note": "many recent closed-unmerged PRs; targets high-star repos", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 2, + "merged_pr_count": 1, + "closed_unmerged_pr_count": 1, + "open_pr_count": 0, + "merged_pr_rate": 0.5, + "closed_unmerged_pr_rate": 0.5, + "still_open_pr_rate": 0.0, + "distinct_repos_with_authored_prs": 2, + "distinct_repos_with_open_prs": 0 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 44357, + "title": "Fix RoPE inv_freq default initialization (Issue #39753)", + "url": "https://github.com/huggingface/transformers/pull/44357", + "state": "closed", + "merged": false, + "draft": false, + "created_at": "2026-02-28T15:11:37Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "nakigami", + "name": "Anas RIANI", + "profile_url": "https://github.com/nakigami", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Anakigami", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Anakigami", + "repo_first_seen_at": "2026-03-08T01:30:39Z", + "repo_last_seen_at": "2026-03-08T01:30:39Z", + "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": "NONE", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 2938, + "young_account": false, + "follow_through_score": "weak", + "breadth_score": "low", + "automation_risk_signal": "low", + "heuristic_note": "many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 1, + "merged_pr_count": 0, + "closed_unmerged_pr_count": 1, + "open_pr_count": 0, + "merged_pr_rate": 0.0, + "closed_unmerged_pr_rate": 1.0, + "still_open_pr_rate": 0.0, + "distinct_repos_with_authored_prs": 1, + "distinct_repos_with_open_prs": 0 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 44520, + "title": "test(cli): add unit tests for env and model utility commands", + "url": "https://github.com/huggingface/transformers/pull/44520", + "state": "closed", + "merged": false, + "draft": false, + "created_at": "2026-03-08T01:30:39Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "ndeybach", + "name": "Nils DEYBACH", + "profile_url": "https://github.com/ndeybach", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Andeybach", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Andeybach", + "repo_first_seen_at": "2026-01-28T15:45:54Z", + "repo_last_seen_at": "2026-01-28T15:45:54Z", + "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": "CONTRIBUTOR", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 2070, + "young_account": false, + "follow_through_score": "mixed", + "breadth_score": "moderate", + "automation_risk_signal": "low", + "heuristic_note": "\u2014", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 6, + "merged_pr_count": 4, + "closed_unmerged_pr_count": 0, + "open_pr_count": 2, + "merged_pr_rate": 0.6667, + "closed_unmerged_pr_rate": 0.0, + "still_open_pr_rate": 0.3333, + "distinct_repos_with_authored_prs": 6, + "distinct_repos_with_open_prs": 2 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 43564, + "title": "add an option to disable Sam3VideoModel progress bar", + "url": "https://github.com/huggingface/transformers/pull/43564", + "state": "closed", + "merged": true, + "draft": false, + "created_at": "2026-01-28T15:45:54Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "neo", + "name": "Wenchen Li", + "profile_url": "https://github.com/neo", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aneo", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aneo", + "repo_first_seen_at": "2026-03-12T19:59:28Z", + "repo_last_seen_at": "2026-03-18T16:08:08Z", + "repo_primary_artifact_count": 1, + "repo_artifact_count": 3, + "snapshot_issue_count": 0, + "snapshot_pr_count": 1, + "snapshot_comment_count": 2, + "snapshot_review_count": 0, + "snapshot_review_comment_count": 0, + "repo_association": "CONTRIBUTOR", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 4189, + "young_account": false, + "follow_through_score": "strong", + "breadth_score": "low", + "automation_risk_signal": "low", + "heuristic_note": "targets high-star repos", + "public_orgs": [ + "Experience-Monks" + ], + "activity": { + "visible_authored_pr_count": 2, + "merged_pr_count": 2, + "closed_unmerged_pr_count": 0, + "open_pr_count": 0, + "merged_pr_rate": 1.0, + "closed_unmerged_pr_rate": 0.0, + "still_open_pr_rate": 0.0, + "distinct_repos_with_authored_prs": 2, + "distinct_repos_with_open_prs": 0 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 44672, + "title": "Fix annotations reader for python 3.14 in `PreTrainedModel`", + "url": "https://github.com/huggingface/transformers/pull/44672", + "state": "closed", + "merged": true, + "draft": false, + "created_at": "2026-03-13T15:33:15Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "nesjett", + "name": "N\u00e9stor Sabater", + "profile_url": "https://github.com/nesjett", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Anesjett", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Anesjett", + "repo_first_seen_at": "2026-02-04T10:28:20Z", + "repo_last_seen_at": "2026-02-04T15:56:31Z", + "repo_primary_artifact_count": 1, + "repo_artifact_count": 3, + "snapshot_issue_count": 0, + "snapshot_pr_count": 1, + "snapshot_comment_count": 0, + "snapshot_review_count": 1, + "snapshot_review_comment_count": 1, + "repo_association": "CONTRIBUTOR", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 4384, + "young_account": false, + "follow_through_score": "strong", + "breadth_score": "low", + "automation_risk_signal": "low", + "heuristic_note": "targets high-star repos", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 2, + "merged_pr_count": 2, + "closed_unmerged_pr_count": 0, + "open_pr_count": 0, + "merged_pr_rate": 1.0, + "closed_unmerged_pr_rate": 0.0, + "still_open_pr_rate": 0.0, + "distinct_repos_with_authored_prs": 2, + "distinct_repos_with_open_prs": 0 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 43733, + "title": "Docs: fix Training step by removing tokenizer from trainer initialization", + "url": "https://github.com/huggingface/transformers/pull/43733", + "state": "closed", + "merged": true, + "draft": false, + "created_at": "2026-02-04T10:28:20Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "nexiouscaliver", + "name": "Shahil kadia", + "profile_url": "https://github.com/nexiouscaliver", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Anexiouscaliver", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Anexiouscaliver", + "repo_first_seen_at": "2026-02-14T12:26:19Z", + "repo_last_seen_at": "2026-02-19T15:33:55Z", + "repo_primary_artifact_count": 1, + "repo_artifact_count": 4, + "snapshot_issue_count": 0, + "snapshot_pr_count": 1, + "snapshot_comment_count": 3, + "snapshot_review_count": 0, + "snapshot_review_comment_count": 0, + "repo_association": "FIRST_TIME_CONTRIBUTOR", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 2126, + "young_account": false, + "follow_through_score": "weak", + "breadth_score": "moderate", + "automation_risk_signal": "low", + "heuristic_note": "high open PR share; targets high-star repos", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 6, + "merged_pr_count": 0, + "closed_unmerged_pr_count": 2, + "open_pr_count": 4, + "merged_pr_rate": 0.0, + "closed_unmerged_pr_rate": 0.3333, + "still_open_pr_rate": 0.6667, + "distinct_repos_with_authored_prs": 4, + "distinct_repos_with_open_prs": 3 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 44017, + "title": "Refactor output tracing in segformers (#43979)", + "url": "https://github.com/huggingface/transformers/pull/44017", + "state": "open", + "merged": false, + "draft": false, + "created_at": "2026-02-15T19:27:22Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "NicoleRobin", + "name": "Jianwei Zhang", + "profile_url": "https://github.com/NicoleRobin", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ANicoleRobin", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ANicoleRobin", + "repo_first_seen_at": "2026-03-21T03:25:56Z", + "repo_last_seen_at": "2026-03-21T03:25:56Z", + "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": "NONE", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 4074, + "young_account": false, + "follow_through_score": "strong", + "breadth_score": "low", + "automation_risk_signal": "low", + "heuristic_note": "targets high-star repos", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 1, + "merged_pr_count": 1, + "closed_unmerged_pr_count": 0, + "open_pr_count": 0, + "merged_pr_rate": 1.0, + "closed_unmerged_pr_rate": 0.0, + "still_open_pr_rate": 0.0, + "distinct_repos_with_authored_prs": 1, + "distinct_repos_with_open_prs": 0 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 44905, + "title": "fix(i18n): replace broken relative links to awesome-transformers.md with absolute URLs", + "url": "https://github.com/huggingface/transformers/pull/44905", + "state": "closed", + "merged": true, + "draft": false, + "created_at": "2026-03-21T03:25:56Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "NicoSimo", + "name": "Nicol\u00f2 Simonato", + "profile_url": "https://github.com/NicoSimo", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ANicoSimo", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ANicoSimo", + "repo_first_seen_at": "2026-02-13T14:40:54Z", + "repo_last_seen_at": "2026-02-13T14:40:54Z", + "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": "NONE", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 2204, + "young_account": false, + "follow_through_score": "weak", + "breadth_score": "low", + "automation_risk_signal": "low", + "heuristic_note": "many recent closed-unmerged PRs", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 3, + "merged_pr_count": 1, + "closed_unmerged_pr_count": 2, + "open_pr_count": 0, + "merged_pr_rate": 0.3333, + "closed_unmerged_pr_rate": 0.6667, + "still_open_pr_rate": 0.0, + "distinct_repos_with_authored_prs": 3, + "distinct_repos_with_open_prs": 0 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 43978, + "title": "Update references to Python3.9 to Python3.10. Resolves #43976", + "url": "https://github.com/huggingface/transformers/pull/43978", + "state": "closed", + "merged": false, + "draft": false, + "created_at": "2026-02-13T14:40:54Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "nikste", + "name": "Nikolaas Steenbergen", + "profile_url": "https://github.com/nikste", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Anikste", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Anikste", + "repo_first_seen_at": "2026-02-22T23:40:56Z", + "repo_last_seen_at": "2026-02-22T23:40:56Z", + "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": "NONE", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 3995, + "young_account": false, + "follow_through_score": "strong", + "breadth_score": "moderate", + "automation_risk_signal": "low", + "heuristic_note": "high recent PR volume", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 39, + "merged_pr_count": 36, + "closed_unmerged_pr_count": 2, + "open_pr_count": 1, + "merged_pr_rate": 0.9231, + "closed_unmerged_pr_rate": 0.0513, + "still_open_pr_rate": 0.0256, + "distinct_repos_with_authored_prs": 4, + "distinct_repos_with_open_prs": 1 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 44216, + "title": "Fix #44016: Syntax error in Transformer section 3 (Transformers, what can they do?) notebook", + "url": "https://github.com/huggingface/transformers/pull/44216", + "state": "closed", + "merged": false, + "draft": false, + "created_at": "2026-02-22T23:40:56Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "Nitin75408", + "name": "NITIN Madan", + "profile_url": "https://github.com/Nitin75408", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ANitin75408", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ANitin75408", + "repo_first_seen_at": "2026-02-05T09:31:54Z", + "repo_last_seen_at": "2026-02-05T09:31:54Z", + "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": "NONE", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 1211, + "young_account": false, + "follow_through_score": "weak", + "breadth_score": "high", + "automation_risk_signal": "medium", + "heuristic_note": "extremely high recent PR volume; broad repo spread; many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 105, + "merged_pr_count": 1, + "closed_unmerged_pr_count": 53, + "open_pr_count": 51, + "merged_pr_rate": 0.0095, + "closed_unmerged_pr_rate": 0.5048, + "still_open_pr_rate": 0.4857, + "distinct_repos_with_authored_prs": 11, + "distinct_repos_with_open_prs": 6 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 43760, + "title": "Fixed Models with PEFT adapters won't load from local checkpoints issue", + "url": "https://github.com/huggingface/transformers/pull/43760", + "state": "closed", + "merged": false, + "draft": false, + "created_at": "2026-02-05T09:31:54Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "omyaaa1", + "name": "om.", + "profile_url": "https://github.com/omyaaa1", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aomyaaa1", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aomyaaa1", + "repo_first_seen_at": "2026-03-19T04:48:58Z", + "repo_last_seen_at": "2026-03-19T04:54:16Z", + "repo_primary_artifact_count": 1, + "repo_artifact_count": 2, + "snapshot_issue_count": 0, + "snapshot_pr_count": 1, + "snapshot_comment_count": 1, + "snapshot_review_count": 0, + "snapshot_review_comment_count": 0, + "repo_association": "NONE", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 497, + "young_account": false, + "follow_through_score": "mixed", + "breadth_score": "low", + "automation_risk_signal": "low", + "heuristic_note": "\u2014", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 3, + "merged_pr_count": 2, + "closed_unmerged_pr_count": 1, + "open_pr_count": 0, + "merged_pr_rate": 0.6667, + "closed_unmerged_pr_rate": 0.3333, + "still_open_pr_rate": 0.0, + "distinct_repos_with_authored_prs": 3, + "distinct_repos_with_open_prs": 0 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 44842, + "title": "Fix AutoImageProcessor URL loading regression", + "url": "https://github.com/huggingface/transformers/pull/44842", + "state": "closed", + "merged": false, + "draft": false, + "created_at": "2026-03-19T04:48:58Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "overcastbulb", + "name": "Aniruddha Khandare", + "profile_url": "https://github.com/overcastbulb", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aovercastbulb", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aovercastbulb", + "repo_first_seen_at": "2026-02-27T14:37:19Z", + "repo_last_seen_at": "2026-02-27T14:37:19Z", + "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": "NONE", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 1508, + "young_account": false, + "follow_through_score": "weak", + "breadth_score": "moderate", + "automation_risk_signal": "low", + "heuristic_note": "many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 6, + "merged_pr_count": 1, + "closed_unmerged_pr_count": 5, + "open_pr_count": 0, + "merged_pr_rate": 0.1667, + "closed_unmerged_pr_rate": 0.8333, + "still_open_pr_rate": 0.0, + "distinct_repos_with_authored_prs": 6, + "distinct_repos_with_open_prs": 0 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 44326, + "title": "docs: Add zero-shot-classification example to pipeline tutorial", + "url": "https://github.com/huggingface/transformers/pull/44326", + "state": "closed", + "merged": false, + "draft": false, + "created_at": "2026-02-27T14:37:19Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "parthchopra07", + "name": "Parth Chopra", + "profile_url": "https://github.com/parthchopra07", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aparthchopra07", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aparthchopra07", + "repo_first_seen_at": "2026-02-22T18:32:16Z", + "repo_last_seen_at": "2026-02-22T18:32:16Z", + "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_TIMER", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 1524, + "young_account": false, + "follow_through_score": "weak", + "breadth_score": "low", + "automation_risk_signal": "low", + "heuristic_note": "many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 1, + "merged_pr_count": 0, + "closed_unmerged_pr_count": 1, + "open_pr_count": 0, + "merged_pr_rate": 0.0, + "closed_unmerged_pr_rate": 1.0, + "still_open_pr_rate": 0.0, + "distinct_repos_with_authored_prs": 1, + "distinct_repos_with_open_prs": 0 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 44213, + "title": "Update BEiT model card", + "url": "https://github.com/huggingface/transformers/pull/44213", + "state": "closed", + "merged": false, + "draft": false, + "created_at": "2026-02-22T18:32:16Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "pdwi2020", + "name": "Paritosh Dwivedi", + "profile_url": "https://github.com/pdwi2020", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Apdwi2020", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Apdwi2020", + "repo_first_seen_at": "2026-02-15T07:26:52Z", + "repo_last_seen_at": "2026-02-15T07:26:52Z", + "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, + "report_reason": null, + "account_age_days": 1974, + "young_account": false, + "follow_through_score": "weak", + "breadth_score": "high", + "automation_risk_signal": "low", + "heuristic_note": "broad repo spread; many recent closed-unmerged PRs; targets high-star repos", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 15, + "merged_pr_count": 0, + "closed_unmerged_pr_count": 10, + "open_pr_count": 5, + "merged_pr_rate": 0.0, + "closed_unmerged_pr_rate": 0.6667, + "still_open_pr_rate": 0.3333, + "distinct_repos_with_authored_prs": 10, + "distinct_repos_with_open_prs": 5 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 44007, + "title": "[ResNet] Refactor output tracing to decorator-based interface", + "url": "https://github.com/huggingface/transformers/pull/44007", + "state": "open", + "merged": false, + "draft": false, + "created_at": "2026-02-15T07:26:52Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "prachigurav1203", + "name": null, + "profile_url": "https://github.com/prachigurav1203", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aprachigurav1203", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aprachigurav1203", + "repo_first_seen_at": "2026-01-31T07:02:11Z", + "repo_last_seen_at": "2026-01-31T07:02:11Z", + "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": "NONE", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 533, + "young_account": false, + "follow_through_score": "weak", + "breadth_score": "low", + "automation_risk_signal": "low", + "heuristic_note": "many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 1, + "merged_pr_count": 0, + "closed_unmerged_pr_count": 1, + "open_pr_count": 0, + "merged_pr_rate": 0.0, + "closed_unmerged_pr_rate": 1.0, + "still_open_pr_rate": 0.0, + "distinct_repos_with_authored_prs": 1, + "distinct_repos_with_open_prs": 0 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 43642, + "title": "Improve benchmark_config documentation", + "url": "https://github.com/huggingface/transformers/pull/43642", + "state": "closed", + "merged": false, + "draft": false, + "created_at": "2026-01-31T07:02:11Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "prakhar-agarwal", + "name": "Prakhar Agarwal", + "profile_url": "https://github.com/prakhar-agarwal", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aprakhar-agarwal", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aprakhar-agarwal", + "repo_first_seen_at": "2026-03-22T05:20:22Z", + "repo_last_seen_at": "2026-03-22T05:20:22Z", + "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, + "report_reason": null, + "account_age_days": 4754, + "young_account": false, + "follow_through_score": "weak", + "breadth_score": "low", + "automation_risk_signal": "low", + "heuristic_note": "high open PR share; targets high-star repos", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 1, + "merged_pr_count": 0, + "closed_unmerged_pr_count": 0, + "open_pr_count": 1, + "merged_pr_rate": 0.0, + "closed_unmerged_pr_rate": 0.0, + "still_open_pr_rate": 1.0, + "distinct_repos_with_authored_prs": 1, + "distinct_repos_with_open_prs": 1 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 44923, + "title": "fix: avoid unconditional model_info call in _patch_mistral_regex", + "url": "https://github.com/huggingface/transformers/pull/44923", + "state": "open", + "merged": false, + "draft": true, + "created_at": "2026-03-22T05:20:22Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "pramilajangid", + "name": "pramila jangid", + "profile_url": "https://github.com/pramilajangid", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Apramilajangid", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Apramilajangid", + "repo_first_seen_at": "2026-03-24T09:57:20Z", + "repo_last_seen_at": "2026-03-24T17:02:42Z", + "repo_primary_artifact_count": 1, + "repo_artifact_count": 5, + "snapshot_issue_count": 0, + "snapshot_pr_count": 1, + "snapshot_comment_count": 4, + "snapshot_review_count": 0, + "snapshot_review_comment_count": 0, + "repo_association": "NONE", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 3021, + "young_account": false, + "follow_through_score": "mixed", + "breadth_score": "moderate", + "automation_risk_signal": "low", + "heuristic_note": "high open PR share", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 5, + "merged_pr_count": 2, + "closed_unmerged_pr_count": 1, + "open_pr_count": 2, + "merged_pr_rate": 0.4, + "closed_unmerged_pr_rate": 0.2, + "still_open_pr_rate": 0.4, + "distinct_repos_with_authored_prs": 5, + "distinct_repos_with_open_prs": 2 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 44966, + "title": "Fix backward compatibility for CommonKwargs in processing_utils (brea\u2026", + "url": "https://github.com/huggingface/transformers/pull/44966", + "state": "closed", + "merged": false, + "draft": false, + "created_at": "2026-03-24T11:06:57Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "pranay-3108", + "name": "Pranay ", + "profile_url": "https://github.com/pranay-3108", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Apranay-3108", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Apranay-3108", + "repo_first_seen_at": "2026-03-11T05:13:57Z", + "repo_last_seen_at": "2026-03-11T21:08:42Z", + "repo_primary_artifact_count": 1, + "repo_artifact_count": 2, + "snapshot_issue_count": 0, + "snapshot_pr_count": 1, + "snapshot_comment_count": 1, + "snapshot_review_count": 0, + "snapshot_review_comment_count": 0, + "repo_association": "NONE", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 328, + "young_account": true, + "follow_through_score": "weak", + "breadth_score": "low", + "automation_risk_signal": "medium", + "heuristic_note": "young account; many recent closed-unmerged PRs; 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": 1, + "open_pr_count": 1, + "merged_pr_rate": 0.0, + "closed_unmerged_pr_rate": 0.5, + "still_open_pr_rate": 0.5, + "distinct_repos_with_authored_prs": 2, + "distinct_repos_with_open_prs": 1 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 44590, + "title": "Fix incorrect docstring for position_ids", + "url": "https://github.com/huggingface/transformers/pull/44590", + "state": "closed", + "merged": false, + "draft": false, + "created_at": "2026-03-11T05:13:57Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "pstjohn", + "name": "Peter St. John", + "profile_url": "https://github.com/pstjohn", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Apstjohn", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Apstjohn", + "repo_first_seen_at": "2026-01-26T23:57:17Z", + "repo_last_seen_at": "2026-03-03T16:31:56Z", + "repo_primary_artifact_count": 1, + "repo_artifact_count": 9, + "snapshot_issue_count": 0, + "snapshot_pr_count": 1, + "snapshot_comment_count": 6, + "snapshot_review_count": 1, + "snapshot_review_comment_count": 1, + "repo_association": "CONTRIBUTOR", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 4908, + "young_account": false, + "follow_through_score": "strong", + "breadth_score": "moderate", + "automation_risk_signal": "low", + "heuristic_note": "high recent PR volume", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 57, + "merged_pr_count": 43, + "closed_unmerged_pr_count": 4, + "open_pr_count": 10, + "merged_pr_rate": 0.7544, + "closed_unmerged_pr_rate": 0.0702, + "still_open_pr_rate": 0.1754, + "distinct_repos_with_authored_prs": 4, + "distinct_repos_with_open_prs": 2 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 43510, + "title": "Fix and re-enable extra_state tests", + "url": "https://github.com/huggingface/transformers/pull/43510", + "state": "closed", + "merged": true, + "draft": false, + "created_at": "2026-01-26T23:57:17Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "rain-1", + "name": "rain1", + "profile_url": "https://github.com/rain-1", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Arain-1", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Arain-1", + "repo_first_seen_at": "2026-03-10T07:09:07Z", + "repo_last_seen_at": "2026-03-22T07:19:13Z", + "repo_primary_artifact_count": 1, + "repo_artifact_count": 4, + "snapshot_issue_count": 0, + "snapshot_pr_count": 1, + "snapshot_comment_count": 3, + "snapshot_review_count": 0, + "snapshot_review_comment_count": 0, + "repo_association": "FIRST_TIME_CONTRIBUTOR", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 3685, + "young_account": false, + "follow_through_score": "strong", + "breadth_score": "moderate", + "automation_risk_signal": "low", + "heuristic_note": "\u2014", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 7, + "merged_pr_count": 6, + "closed_unmerged_pr_count": 0, + "open_pr_count": 1, + "merged_pr_rate": 0.8571, + "closed_unmerged_pr_rate": 0.0, + "still_open_pr_rate": 0.1429, + "distinct_repos_with_authored_prs": 5, + "distinct_repos_with_open_prs": 1 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 44558, + "title": "Add /v1/completions endpoint (OpenAI legacy completions API) to `transformers serve`", + "url": "https://github.com/huggingface/transformers/pull/44558", + "state": "open", + "merged": false, + "draft": false, + "created_at": "2026-03-10T07:09:07Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "Rayyan-Oumlil", + "name": "Rayyan oumlil", + "profile_url": "https://github.com/Rayyan-Oumlil", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ARayyan-Oumlil", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ARayyan-Oumlil", + "repo_first_seen_at": "2026-02-04T15:11:22Z", + "repo_last_seen_at": "2026-02-04T15:11:22Z", + "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": "NONE", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 560, + "young_account": false, + "follow_through_score": "weak", + "breadth_score": "moderate", + "automation_risk_signal": "low", + "heuristic_note": "many recent closed-unmerged PRs; targets high-star repos", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 7, + "merged_pr_count": 1, + "closed_unmerged_pr_count": 6, + "open_pr_count": 0, + "merged_pr_rate": 0.1429, + "closed_unmerged_pr_rate": 0.8571, + "still_open_pr_rate": 0.0, + "distinct_repos_with_authored_prs": 5, + "distinct_repos_with_open_prs": 0 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 43739, + "title": "SwanLab: add id and resume support for resuming runs (fixes #43698)", + "url": "https://github.com/huggingface/transformers/pull/43739", + "state": "closed", + "merged": false, + "draft": false, + "created_at": "2026-02-04T15:11:22Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "reach-Harishapc", + "name": "Harisha P C", + "profile_url": "https://github.com/reach-Harishapc", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Areach-Harishapc", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Areach-Harishapc", + "repo_first_seen_at": "2026-01-26T19:38:43Z", + "repo_last_seen_at": "2026-01-27T12:34:03Z", + "repo_primary_artifact_count": 1, + "repo_artifact_count": 3, + "snapshot_issue_count": 0, + "snapshot_pr_count": 1, + "snapshot_comment_count": 2, + "snapshot_review_count": 0, + "snapshot_review_comment_count": 0, + "repo_association": "FIRST_TIME_CONTRIBUTOR", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 631, + "young_account": false, + "follow_through_score": "weak", + "breadth_score": "low", + "automation_risk_signal": "low", + "heuristic_note": "high open PR share; targets high-star repos", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 1, + "merged_pr_count": 0, + "closed_unmerged_pr_count": 0, + "open_pr_count": 1, + "merged_pr_rate": 0.0, + "closed_unmerged_pr_rate": 0.0, + "still_open_pr_rate": 1.0, + "distinct_repos_with_authored_prs": 1, + "distinct_repos_with_open_prs": 1 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 43506, + "title": "Add RishAI model with full transformers integration", + "url": "https://github.com/huggingface/transformers/pull/43506", + "state": "open", + "merged": false, + "draft": false, + "created_at": "2026-01-26T19:38:43Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "RicardoLee510520", + "name": "Ricardo", + "profile_url": "https://github.com/RicardoLee510520", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ARicardoLee510520", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ARicardoLee510520", + "repo_first_seen_at": "2026-03-19T06:30:53Z", + "repo_last_seen_at": "2026-03-19T06:30:53Z", + "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_TIMER", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 146, + "young_account": true, + "follow_through_score": "weak", + "breadth_score": "low", + "automation_risk_signal": "medium", + "heuristic_note": "young account; many recent closed-unmerged PRs; targets high-star repos", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 1, + "merged_pr_count": 0, + "closed_unmerged_pr_count": 1, + "open_pr_count": 0, + "merged_pr_rate": 0.0, + "closed_unmerged_pr_rate": 1.0, + "still_open_pr_rate": 0.0, + "distinct_repos_with_authored_prs": 1, + "distinct_repos_with_open_prs": 0 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 44846, + "title": "[Docs] Update DeiT model card to new format", + "url": "https://github.com/huggingface/transformers/pull/44846", + "state": "closed", + "merged": false, + "draft": false, + "created_at": "2026-03-19T06:30:53Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "riccardofelluga", + "name": "Riccardo Felluga", + "profile_url": "https://github.com/riccardofelluga", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ariccardofelluga", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ariccardofelluga", + "repo_first_seen_at": "2026-02-04T15:06:43Z", + "repo_last_seen_at": "2026-02-25T16:42:20Z", + "repo_primary_artifact_count": 1, + "repo_artifact_count": 10, + "snapshot_issue_count": 0, + "snapshot_pr_count": 1, + "snapshot_comment_count": 5, + "snapshot_review_count": 2, + "snapshot_review_comment_count": 2, + "repo_association": "CONTRIBUTOR", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 4011, + "young_account": false, + "follow_through_score": "weak", + "breadth_score": "low", + "automation_risk_signal": "low", + "heuristic_note": "targets high-star repos", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 3, + "merged_pr_count": 1, + "closed_unmerged_pr_count": 1, + "open_pr_count": 1, + "merged_pr_rate": 0.3333, + "closed_unmerged_pr_rate": 0.3333, + "still_open_pr_rate": 0.3333, + "distinct_repos_with_authored_prs": 2, + "distinct_repos_with_open_prs": 1 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 43737, + "title": "Use associative scan HOP mamba recurrentgemma", + "url": "https://github.com/huggingface/transformers/pull/43737", + "state": "closed", + "merged": true, + "draft": false, + "created_at": "2026-02-04T15:06:43Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "RishabhMehra", + "name": "Rishabh Mehra ", + "profile_url": "https://github.com/RishabhMehra", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ARishabhMehra", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ARishabhMehra", + "repo_first_seen_at": "2026-02-25T12:49:56Z", + "repo_last_seen_at": "2026-02-25T12:49:56Z", + "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_TIMER", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 3338, + "young_account": false, + "follow_through_score": "weak", + "breadth_score": "low", + "automation_risk_signal": "low", + "heuristic_note": "many recent closed-unmerged PRs; targets high-star repos", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 1, + "merged_pr_count": 0, + "closed_unmerged_pr_count": 1, + "open_pr_count": 0, + "merged_pr_rate": 0.0, + "closed_unmerged_pr_rate": 1.0, + "still_open_pr_rate": 0.0, + "distinct_repos_with_authored_prs": 1, + "distinct_repos_with_open_prs": 0 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 44278, + "title": "[FEAT] Pipelines - Faster group_entities", + "url": "https://github.com/huggingface/transformers/pull/44278", + "state": "closed", + "merged": false, + "draft": false, + "created_at": "2026-02-25T12:49:56Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "robell", + "name": "Rob Elliott", + "profile_url": "https://github.com/robell", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Arobell", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Arobell", + "repo_first_seen_at": "2026-02-06T13:26:58Z", + "repo_last_seen_at": "2026-02-12T09:16:25Z", + "repo_primary_artifact_count": 1, + "repo_artifact_count": 5, + "snapshot_issue_count": 0, + "snapshot_pr_count": 1, + "snapshot_comment_count": 2, + "snapshot_review_count": 1, + "snapshot_review_comment_count": 1, + "repo_association": "CONTRIBUTOR", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 4758, + "young_account": false, + "follow_through_score": "strong", + "breadth_score": "low", + "automation_risk_signal": "low", + "heuristic_note": "\u2014", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 3, + "merged_pr_count": 3, + "closed_unmerged_pr_count": 0, + "open_pr_count": 0, + "merged_pr_rate": 1.0, + "closed_unmerged_pr_rate": 0.0, + "still_open_pr_rate": 0.0, + "distinct_repos_with_authored_prs": 2, + "distinct_repos_with_open_prs": 0 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 43801, + "title": "Fix lifted_tensor in Gemma3n export which dynamo can't reason about", + "url": "https://github.com/huggingface/transformers/pull/43801", + "state": "closed", + "merged": true, + "draft": false, + "created_at": "2026-02-06T13:26:58Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "Rohang2005", + "name": null, + "profile_url": "https://github.com/Rohang2005", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ARohang2005", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ARohang2005", + "repo_first_seen_at": "2026-03-04T08:13:38Z", + "repo_last_seen_at": "2026-03-04T08:13:38Z", + "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": "NONE", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 795, + "young_account": false, + "follow_through_score": "weak", + "breadth_score": "low", + "automation_risk_signal": "medium", + "heuristic_note": "many recent closed-unmerged PRs; 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": 1, + "open_pr_count": 1, + "merged_pr_rate": 0.0, + "closed_unmerged_pr_rate": 0.5, + "still_open_pr_rate": 0.5, + "distinct_repos_with_authored_prs": 2, + "distinct_repos_with_open_prs": 1 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 44430, + "title": "Fix inconsistent past_key_value/past_key_values usage in AFMoE modeling", + "url": "https://github.com/huggingface/transformers/pull/44430", + "state": "closed", + "merged": false, + "draft": false, + "created_at": "2026-03-04T08:13:38Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "roycho96", + "name": "Sung Hyun Cho", + "profile_url": "https://github.com/roycho96", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aroycho96", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aroycho96", + "repo_first_seen_at": "2026-03-20T15:08:32Z", + "repo_last_seen_at": "2026-03-20T15:08:32Z", + "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, + "report_reason": null, + "account_age_days": 2139, + "young_account": false, + "follow_through_score": "mixed", + "breadth_score": "moderate", + "automation_risk_signal": "low", + "heuristic_note": "high open PR share", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 7, + "merged_pr_count": 3, + "closed_unmerged_pr_count": 0, + "open_pr_count": 4, + "merged_pr_rate": 0.4286, + "closed_unmerged_pr_rate": 0.0, + "still_open_pr_rate": 0.5714, + "distinct_repos_with_authored_prs": 4, + "distinct_repos_with_open_prs": 3 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 44889, + "title": "[DeepSpeed] Fix evaluate()/predict() before train()", + "url": "https://github.com/huggingface/transformers/pull/44889", + "state": "open", + "merged": false, + "draft": false, + "created_at": "2026-03-20T15:08:32Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "rsmed31", + "name": "Mohamed Rsaissi", + "profile_url": "https://github.com/rsmed31", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Arsmed31", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Arsmed31", + "repo_first_seen_at": "2026-03-14T23:57:14Z", + "repo_last_seen_at": "2026-03-14T23:57:14Z", + "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": "NONE", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 1300, + "young_account": false, + "follow_through_score": "mixed", + "breadth_score": "low", + "automation_risk_signal": "low", + "heuristic_note": "many recent closed-unmerged PRs; targets high-star repos", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 2, + "merged_pr_count": 1, + "closed_unmerged_pr_count": 1, + "open_pr_count": 0, + "merged_pr_rate": 0.5, + "closed_unmerged_pr_rate": 0.5, + "still_open_pr_rate": 0.0, + "distinct_repos_with_authored_prs": 2, + "distinct_repos_with_open_prs": 0 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 44718, + "title": "Fix: propagate interpolate_pos_encoding through PixioEmbeddings and PixioModel", + "url": "https://github.com/huggingface/transformers/pull/44718", + "state": "closed", + "merged": false, + "draft": false, + "created_at": "2026-03-14T23:57:14Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "rudybear", + "name": "Alexey Medvedev", + "profile_url": "https://github.com/rudybear", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Arudybear", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Arudybear", + "repo_first_seen_at": "2026-02-17T07:18:13Z", + "repo_last_seen_at": "2026-02-17T07:18:13Z", + "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, + "report_reason": null, + "account_age_days": 5005, + "young_account": false, + "follow_through_score": "weak", + "breadth_score": "low", + "automation_risk_signal": "low", + "heuristic_note": "high open PR share; targets high-star repos", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 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": 44070, + "title": "Add GGUF loading support for Qwen3-Next (qwen3_next) architecture", + "url": "https://github.com/huggingface/transformers/pull/44070", + "state": "open", + "merged": false, + "draft": false, + "created_at": "2026-02-17T07:18:13Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "rwtarpit", + "name": "Arpit Rawat", + "profile_url": "https://github.com/rwtarpit", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Arwtarpit", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Arwtarpit", + "repo_first_seen_at": "2026-02-15T17:27:12Z", + "repo_last_seen_at": "2026-02-17T19:41:31Z", + "repo_primary_artifact_count": 1, + "repo_artifact_count": 4, + "snapshot_issue_count": 0, + "snapshot_pr_count": 1, + "snapshot_comment_count": 3, + "snapshot_review_count": 0, + "snapshot_review_comment_count": 0, + "repo_association": "FIRST_TIME_CONTRIBUTOR", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 570, + "young_account": false, + "follow_through_score": "mixed", + "breadth_score": "low", + "automation_risk_signal": "low", + "heuristic_note": "\u2014", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 6, + "merged_pr_count": 4, + "closed_unmerged_pr_count": 0, + "open_pr_count": 2, + "merged_pr_rate": 0.6667, + "closed_unmerged_pr_rate": 0.0, + "still_open_pr_rate": 0.3333, + "distinct_repos_with_authored_prs": 2, + "distinct_repos_with_open_prs": 2 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 44044, + "title": "Refactor DeBERTa's output tracing interface", + "url": "https://github.com/huggingface/transformers/pull/44044", + "state": "open", + "merged": false, + "draft": false, + "created_at": "2026-02-16T16:43:19Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "Ryan-J-MAX", + "name": "Ryan", + "profile_url": "https://github.com/Ryan-J-MAX", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ARyan-J-MAX", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ARyan-J-MAX", + "repo_first_seen_at": "2026-02-24T10:48:54Z", + "repo_last_seen_at": "2026-02-24T10:48:54Z", + "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": "NONE", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 1855, + "young_account": false, + "follow_through_score": "weak", + "breadth_score": "moderate", + "automation_risk_signal": "low", + "heuristic_note": "many recent closed-unmerged PRs; targets high-star repos", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 4, + "merged_pr_count": 0, + "closed_unmerged_pr_count": 4, + "open_pr_count": 0, + "merged_pr_rate": 0.0, + "closed_unmerged_pr_rate": 1.0, + "still_open_pr_rate": 0.0, + "distinct_repos_with_authored_prs": 4, + "distinct_repos_with_open_prs": 0 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 44249, + "title": "fix: add backward compatibility for grouped_entities parameter", + "url": "https://github.com/huggingface/transformers/pull/44249", + "state": "closed", + "merged": false, + "draft": false, + "created_at": "2026-02-24T10:48:54Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "sahilleth", + "name": "Sahil Bhardwaj", + "profile_url": "https://github.com/sahilleth", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Asahilleth", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asahilleth", + "repo_first_seen_at": "2026-03-19T05:50:29Z", + "repo_last_seen_at": "2026-03-19T13:18:58Z", + "repo_primary_artifact_count": 1, + "repo_artifact_count": 2, + "snapshot_issue_count": 0, + "snapshot_pr_count": 1, + "snapshot_comment_count": 1, + "snapshot_review_count": 0, + "snapshot_review_comment_count": 0, + "repo_association": "NONE", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 36, + "young_account": true, + "follow_through_score": "weak", + "breadth_score": "high", + "automation_risk_signal": "medium", + "heuristic_note": "very new account; broad repo spread; high open PR share; no visible non-self stars", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 20, + "merged_pr_count": 3, + "closed_unmerged_pr_count": 6, + "open_pr_count": 11, + "merged_pr_rate": 0.15, + "closed_unmerged_pr_rate": 0.3, + "still_open_pr_rate": 0.55, + "distinct_repos_with_authored_prs": 12, + "distinct_repos_with_open_prs": 7 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 44844, + "title": "Fix DEIM config export and public API", + "url": "https://github.com/huggingface/transformers/pull/44844", + "state": "closed", + "merged": false, + "draft": false, + "created_at": "2026-03-19T05:50:29Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "sahilmaniyar888", + "name": "Sahil Maniyar", + "profile_url": "https://github.com/sahilmaniyar888", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Asahilmaniyar888", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asahilmaniyar888", + "repo_first_seen_at": "2026-03-02T11:40:49Z", + "repo_last_seen_at": "2026-03-02T11:40:49Z", + "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": "NONE", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 805, + "young_account": false, + "follow_through_score": "weak", + "breadth_score": "low", + "automation_risk_signal": "low", + "heuristic_note": "many recent closed-unmerged PRs; targets high-star repos", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 2, + "merged_pr_count": 0, + "closed_unmerged_pr_count": 2, + "open_pr_count": 0, + "merged_pr_rate": 0.0, + "closed_unmerged_pr_rate": 1.0, + "still_open_pr_rate": 0.0, + "distinct_repos_with_authored_prs": 2, + "distinct_repos_with_open_prs": 0 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 44388, + "title": "Fix loading report ANSI styles for non-TTY output", + "url": "https://github.com/huggingface/transformers/pull/44388", + "state": "closed", + "merged": false, + "draft": false, + "created_at": "2026-03-02T11:40:49Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "SamArun28", + "name": null, + "profile_url": "https://github.com/SamArun28", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ASamArun28", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ASamArun28", + "repo_first_seen_at": "2026-03-10T09:38:29Z", + "repo_last_seen_at": "2026-03-10T09:58:19Z", + "repo_primary_artifact_count": 1, + "repo_artifact_count": 2, + "snapshot_issue_count": 0, + "snapshot_pr_count": 1, + "snapshot_comment_count": 1, + "snapshot_review_count": 0, + "snapshot_review_comment_count": 0, + "repo_association": "NONE", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 15, + "young_account": true, + "follow_through_score": "weak", + "breadth_score": "low", + "automation_risk_signal": "high", + "heuristic_note": "very new account; many recent closed-unmerged PRs; 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": 1, + "open_pr_count": 1, + "merged_pr_rate": 0.0, + "closed_unmerged_pr_rate": 0.5, + "still_open_pr_rate": 0.5, + "distinct_repos_with_authored_prs": 2, + "distinct_repos_with_open_prs": 1 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 44562, + "title": "docs: standardize BERT model card", + "url": "https://github.com/huggingface/transformers/pull/44562", + "state": "closed", + "merged": false, + "draft": false, + "created_at": "2026-03-10T09:58:19Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "samuelleecong", + "name": "Samuel Lee Cong", + "profile_url": "https://github.com/samuelleecong", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Asamuelleecong", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asamuelleecong", + "repo_first_seen_at": "2026-02-19T16:31:44Z", + "repo_last_seen_at": "2026-02-19T16:31:44Z", + "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, + "report_reason": null, + "account_age_days": 2166, + "young_account": false, + "follow_through_score": "weak", + "breadth_score": "low", + "automation_risk_signal": "low", + "heuristic_note": "high open PR share; targets high-star repos", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 1, + "merged_pr_count": 0, + "closed_unmerged_pr_count": 0, + "open_pr_count": 1, + "merged_pr_rate": 0.0, + "closed_unmerged_pr_rate": 0.0, + "still_open_pr_rate": 1.0, + "distinct_repos_with_authored_prs": 1, + "distinct_repos_with_open_prs": 1 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 44159, + "title": "Add SDPA and Flash Attention support for OWL-ViT", + "url": "https://github.com/huggingface/transformers/pull/44159", + "state": "open", + "merged": false, + "draft": false, + "created_at": "2026-02-19T16:31:44Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "sandesh-bhandari-dev", + "name": "Sandesh Bhandari", + "profile_url": "https://github.com/sandesh-bhandari-dev", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Asandesh-bhandari-dev", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asandesh-bhandari-dev", + "repo_first_seen_at": "2026-03-05T01:40:47Z", + "repo_last_seen_at": "2026-03-05T01:40:47Z", + "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": "NONE", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 29, + "young_account": true, + "follow_through_score": "n/a", + "breadth_score": "low", + "automation_risk_signal": "medium", + "heuristic_note": "very new account; no visible non-self stars", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 0, + "merged_pr_count": 0, + "closed_unmerged_pr_count": 0, + "open_pr_count": 0, + "merged_pr_rate": null, + "closed_unmerged_pr_rate": null, + "still_open_pr_rate": null, + "distinct_repos_with_authored_prs": 0, + "distinct_repos_with_open_prs": 0 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 44449, + "title": "fix: 3 bugs : MoE aux loss, ANSI TTY leak, pipeline removed and also task error", + "url": "https://github.com/huggingface/transformers/pull/44449", + "state": "closed", + "merged": false, + "draft": false, + "created_at": "2026-03-05T01:40:47Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "Sankalpkumarsingh1234", + "name": null, + "profile_url": "https://github.com/Sankalpkumarsingh1234", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ASankalpkumarsingh1234", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ASankalpkumarsingh1234", + "repo_first_seen_at": "2026-02-06T13:41:03Z", + "repo_last_seen_at": "2026-02-06T13:41:03Z", + "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": "NONE", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 959, + "young_account": false, + "follow_through_score": "mixed", + "breadth_score": "moderate", + "automation_risk_signal": "low", + "heuristic_note": "many recent closed-unmerged PRs; no visible non-self stars; targets high-star repos", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 5, + "merged_pr_count": 2, + "closed_unmerged_pr_count": 2, + "open_pr_count": 1, + "merged_pr_rate": 0.4, + "closed_unmerged_pr_rate": 0.4, + "still_open_pr_rate": 0.2, + "distinct_repos_with_authored_prs": 5, + "distinct_repos_with_open_prs": 1 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 43802, + "title": "Add real-world use case section for text summarization", + "url": "https://github.com/huggingface/transformers/pull/43802", + "state": "closed", + "merged": false, + "draft": false, + "created_at": "2026-02-06T13:41:03Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "saurav0369", + "name": "Saurav Sharma", + "profile_url": "https://github.com/saurav0369", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Asaurav0369", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asaurav0369", + "repo_first_seen_at": "2026-02-14T10:11:40Z", + "repo_last_seen_at": "2026-02-14T10:11:40Z", + "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": "CONTRIBUTOR", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 328, + "young_account": true, + "follow_through_score": "mixed", + "breadth_score": "moderate", + "automation_risk_signal": "low", + "heuristic_note": "young account; targets high-star repos", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 7, + "merged_pr_count": 3, + "closed_unmerged_pr_count": 2, + "open_pr_count": 2, + "merged_pr_rate": 0.4286, + "closed_unmerged_pr_rate": 0.2857, + "still_open_pr_rate": 0.2857, + "distinct_repos_with_authored_prs": 6, + "distinct_repos_with_open_prs": 2 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 43993, + "title": "docs: fix typos across documentation files", + "url": "https://github.com/huggingface/transformers/pull/43993", + "state": "closed", + "merged": true, + "draft": false, + "created_at": "2026-02-14T10:11:40Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "sdharani91", + "name": null, + "profile_url": "https://github.com/sdharani91", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Asdharani91", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asdharani91", + "repo_first_seen_at": "2026-03-18T05:45:40Z", + "repo_last_seen_at": "2026-03-25T16:23:28Z", + "repo_primary_artifact_count": 1, + "repo_artifact_count": 8, + "snapshot_issue_count": 0, + "snapshot_pr_count": 1, + "snapshot_comment_count": 7, + "snapshot_review_count": 0, + "snapshot_review_comment_count": 0, + "repo_association": "NONE", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 3343, + "young_account": false, + "follow_through_score": "weak", + "breadth_score": "low", + "automation_risk_signal": "medium", + "heuristic_note": "many recent closed-unmerged PRs; 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": 1, + "open_pr_count": 1, + "merged_pr_rate": 0.0, + "closed_unmerged_pr_rate": 0.5, + "still_open_pr_rate": 0.5, + "distinct_repos_with_authored_prs": 2, + "distinct_repos_with_open_prs": 1 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 44867, + "title": "Pass packed boundary metadata to Qwen3.5 linear-attention fast kernels", + "url": "https://github.com/huggingface/transformers/pull/44867", + "state": "closed", + "merged": false, + "draft": false, + "created_at": "2026-03-19T17:31:45Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "shaealh", + "name": "Shae Alhusayni", + "profile_url": "https://github.com/shaealh", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ashaealh", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ashaealh", + "repo_first_seen_at": "2026-03-13T05:05:01Z", + "repo_last_seen_at": "2026-03-13T05:42:12Z", + "repo_primary_artifact_count": 1, + "repo_artifact_count": 3, + "snapshot_issue_count": 0, + "snapshot_pr_count": 1, + "snapshot_comment_count": 2, + "snapshot_review_count": 0, + "snapshot_review_comment_count": 0, + "repo_association": "FIRST_TIME_CONTRIBUTOR", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 49, + "young_account": true, + "follow_through_score": "weak", + "breadth_score": "low", + "automation_risk_signal": "medium", + "heuristic_note": "very new account; high open PR share; no visible non-self stars; targets high-star repos", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 5, + "merged_pr_count": 1, + "closed_unmerged_pr_count": 0, + "open_pr_count": 4, + "merged_pr_rate": 0.2, + "closed_unmerged_pr_rate": 0.0, + "still_open_pr_rate": 0.8, + "distinct_repos_with_authored_prs": 3, + "distinct_repos_with_open_prs": 3 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 44650, + "title": "Fix Seq2SeqTrainer generation path for decoder-only models", + "url": "https://github.com/huggingface/transformers/pull/44650", + "state": "open", + "merged": false, + "draft": false, + "created_at": "2026-03-13T05:33:59Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "Sid-V5", + "name": "Sid", + "profile_url": "https://github.com/Sid-V5", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ASid-V5", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ASid-V5", + "repo_first_seen_at": "2026-02-15T19:51:35Z", + "repo_last_seen_at": "2026-02-15T19:53:19Z", + "repo_primary_artifact_count": 1, + "repo_artifact_count": 2, + "snapshot_issue_count": 0, + "snapshot_pr_count": 1, + "snapshot_comment_count": 1, + "snapshot_review_count": 0, + "snapshot_review_comment_count": 0, + "repo_association": "FIRST_TIME_CONTRIBUTOR", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 998, + "young_account": false, + "follow_through_score": "weak", + "breadth_score": "moderate", + "automation_risk_signal": "low", + "heuristic_note": "high open PR share; targets high-star repos", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 8, + "merged_pr_count": 2, + "closed_unmerged_pr_count": 1, + "open_pr_count": 5, + "merged_pr_rate": 0.25, + "closed_unmerged_pr_rate": 0.125, + "still_open_pr_rate": 0.625, + "distinct_repos_with_authored_prs": 8, + "distinct_repos_with_open_prs": 5 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 44019, + "title": "Refactor `resnet` to use `@capture_outputs` / `@can_return_tuple` output tracing", + "url": "https://github.com/huggingface/transformers/pull/44019", + "state": "open", + "merged": false, + "draft": false, + "created_at": "2026-02-15T19:53:19Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "somAzzz", + "name": null, + "profile_url": "https://github.com/somAzzz", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AsomAzzz", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AsomAzzz", + "repo_first_seen_at": "2026-02-25T22:43:41Z", + "repo_last_seen_at": "2026-02-26T20:08:23Z", + "repo_primary_artifact_count": 1, + "repo_artifact_count": 2, + "snapshot_issue_count": 0, + "snapshot_pr_count": 1, + "snapshot_comment_count": 1, + "snapshot_review_count": 0, + "snapshot_review_comment_count": 0, + "repo_association": "FIRST_TIMER", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 3151, + "young_account": false, + "follow_through_score": "weak", + "breadth_score": "low", + "automation_risk_signal": "low", + "heuristic_note": "many recent closed-unmerged PRs; targets high-star repos", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 1, + "merged_pr_count": 0, + "closed_unmerged_pr_count": 1, + "open_pr_count": 0, + "merged_pr_rate": 0.0, + "closed_unmerged_pr_rate": 1.0, + "still_open_pr_rate": 0.0, + "distinct_repos_with_authored_prs": 1, + "distinct_repos_with_open_prs": 0 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 44288, + "title": "Fix TypeError in modeling_rope_utils.py when ignore_keys_at_rope_vali\u2026", + "url": "https://github.com/huggingface/transformers/pull/44288", + "state": "closed", + "merged": false, + "draft": false, + "created_at": "2026-02-25T22:43:41Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "stargazerwh", + "name": null, + "profile_url": "https://github.com/stargazerwh", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Astargazerwh", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Astargazerwh", + "repo_first_seen_at": "2026-02-21T14:34:30Z", + "repo_last_seen_at": "2026-03-09T01:39:32Z", + "repo_primary_artifact_count": 1, + "repo_artifact_count": 3, + "snapshot_issue_count": 0, + "snapshot_pr_count": 1, + "snapshot_comment_count": 2, + "snapshot_review_count": 0, + "snapshot_review_comment_count": 0, + "repo_association": "NONE", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 2913, + "young_account": false, + "follow_through_score": "weak", + "breadth_score": "low", + "automation_risk_signal": "low", + "heuristic_note": "high open PR share; targets high-star repos", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 4, + "merged_pr_count": 0, + "closed_unmerged_pr_count": 1, + "open_pr_count": 3, + "merged_pr_rate": 0.0, + "closed_unmerged_pr_rate": 0.25, + "still_open_pr_rate": 0.75, + "distinct_repos_with_authored_prs": 2, + "distinct_repos_with_open_prs": 1 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 44533, + "title": "docs: Remove references to removed 'transformers run' CLI command", + "url": "https://github.com/huggingface/transformers/pull/44533", + "state": "closed", + "merged": false, + "draft": false, + "created_at": "2026-03-09T01:39:32Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "stromfee", + "name": "Stromfee Ai", + "profile_url": "https://github.com/stromfee", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Astromfee", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Astromfee", + "repo_first_seen_at": "2026-02-03T17:31:54Z", + "repo_last_seen_at": "2026-02-03T17:31:54Z", + "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": "NONE", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 1221, + "young_account": false, + "follow_through_score": "weak", + "breadth_score": "very high", + "automation_risk_signal": "high", + "heuristic_note": "high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 74, + "merged_pr_count": 2, + "closed_unmerged_pr_count": 30, + "open_pr_count": 42, + "merged_pr_rate": 0.027, + "closed_unmerged_pr_rate": 0.4054, + "still_open_pr_rate": 0.5676, + "distinct_repos_with_authored_prs": 74, + "distinct_repos_with_open_prs": 42 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 43715, + "title": "Add AgentMarket - Real Energy Data for AI Agents", + "url": "https://github.com/huggingface/transformers/pull/43715", + "state": "closed", + "merged": false, + "draft": false, + "created_at": "2026-02-03T17:31:54Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "Suraj1199", + "name": "Suraj Singh", + "profile_url": "https://github.com/Suraj1199", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ASuraj1199", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ASuraj1199", + "repo_first_seen_at": "2026-01-30T14:22:03Z", + "repo_last_seen_at": "2026-01-30T14:22:03Z", + "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": "NONE", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 2752, + "young_account": false, + "follow_through_score": "mixed", + "breadth_score": "low", + "automation_risk_signal": "low", + "heuristic_note": "many recent closed-unmerged PRs; targets high-star repos", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 2, + "merged_pr_count": 1, + "closed_unmerged_pr_count": 1, + "open_pr_count": 0, + "merged_pr_rate": 0.5, + "closed_unmerged_pr_rate": 0.5, + "still_open_pr_rate": 0.0, + "distinct_repos_with_authored_prs": 2, + "distinct_repos_with_open_prs": 0 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 43627, + "title": "Add New Scratch Implementation for Transformers", + "url": "https://github.com/huggingface/transformers/pull/43627", + "state": "closed", + "merged": false, + "draft": false, + "created_at": "2026-01-30T14:22:03Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "surya10602", + "name": "Surya G Gowda", + "profile_url": "https://github.com/surya10602", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Asurya10602", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asurya10602", + "repo_first_seen_at": "2026-02-05T20:57:14Z", + "repo_last_seen_at": "2026-02-05T20:57:14Z", + "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": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 381, + "young_account": false, + "follow_through_score": "mixed", + "breadth_score": "moderate", + "automation_risk_signal": "low", + "heuristic_note": "\u2014", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 4, + "merged_pr_count": 2, + "closed_unmerged_pr_count": 1, + "open_pr_count": 1, + "merged_pr_rate": 0.5, + "closed_unmerged_pr_rate": 0.25, + "still_open_pr_rate": 0.25, + "distinct_repos_with_authored_prs": 4, + "distinct_repos_with_open_prs": 1 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 43779, + "title": "SwanLab: Add support for id and resume arguments in SwanLabCallback", + "url": "https://github.com/huggingface/transformers/pull/43779", + "state": "open", + "merged": false, + "draft": false, + "created_at": "2026-02-05T20:57:14Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "svlandeg", + "name": "Sofie Van Landeghem", + "profile_url": "https://github.com/svlandeg", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Asvlandeg", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asvlandeg", + "repo_first_seen_at": "2026-02-11T15:54:04Z", + "repo_last_seen_at": "2026-02-11T16:50:50Z", + "repo_primary_artifact_count": 1, + "repo_artifact_count": 2, + "snapshot_issue_count": 0, + "snapshot_pr_count": 1, + "snapshot_comment_count": 1, + "snapshot_review_count": 0, + "snapshot_review_comment_count": 0, + "repo_association": "CONTRIBUTOR", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 4208, + "young_account": false, + "follow_through_score": "strong", + "breadth_score": "high", + "automation_risk_signal": "medium", + "heuristic_note": "high recent PR volume; broad repo spread; targets high-star repos", + "public_orgs": [ + "fastapicloud", + "fastapi" + ], + "activity": { + "visible_authored_pr_count": 59, + "merged_pr_count": 42, + "closed_unmerged_pr_count": 3, + "open_pr_count": 14, + "merged_pr_rate": 0.7119, + "closed_unmerged_pr_rate": 0.0508, + "still_open_pr_rate": 0.2373, + "distinct_repos_with_authored_prs": 23, + "distinct_repos_with_open_prs": 10 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 43921, + "title": "Depend on `typer` instead of `typer-slim`", + "url": "https://github.com/huggingface/transformers/pull/43921", + "state": "closed", + "merged": true, + "draft": false, + "created_at": "2026-02-11T15:54:04Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "Tanmaygangurde20", + "name": "Tanmay Gangurde", + "profile_url": "https://github.com/Tanmaygangurde20", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ATanmaygangurde20", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ATanmaygangurde20", + "repo_first_seen_at": "2026-02-09T20:19:43Z", + "repo_last_seen_at": "2026-02-09T20:19:43Z", + "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": "NONE", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 943, + "young_account": false, + "follow_through_score": "mixed", + "breadth_score": "moderate", + "automation_risk_signal": "low", + "heuristic_note": "\u2014", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 5, + "merged_pr_count": 4, + "closed_unmerged_pr_count": 1, + "open_pr_count": 0, + "merged_pr_rate": 0.8, + "closed_unmerged_pr_rate": 0.2, + "still_open_pr_rate": 0.0, + "distinct_repos_with_authored_prs": 4, + "distinct_repos_with_open_prs": 0 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 43871, + "title": "Fix TypeError in dot_natural_key when sorting mixed structure keys", + "url": "https://github.com/huggingface/transformers/pull/43871", + "state": "closed", + "merged": false, + "draft": false, + "created_at": "2026-02-09T20:19:43Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "taovinci0", + "name": null, + "profile_url": "https://github.com/taovinci0", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ataovinci0", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ataovinci0", + "repo_first_seen_at": "2026-02-14T00:00:00Z", + "repo_last_seen_at": "2026-02-14T00:00:00Z", + "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": "NONE", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 426, + "young_account": false, + "follow_through_score": "weak", + "breadth_score": "high", + "automation_risk_signal": "medium", + "heuristic_note": "broad repo spread; many recent closed-unmerged PRs; no visible non-self stars", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 19, + "merged_pr_count": 4, + "closed_unmerged_pr_count": 13, + "open_pr_count": 2, + "merged_pr_rate": 0.2105, + "closed_unmerged_pr_rate": 0.6842, + "still_open_pr_rate": 0.1053, + "distinct_repos_with_authored_prs": 18, + "distinct_repos_with_open_prs": 2 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 43991, + "title": "fix: replace mutable default argument in _read_h5_weights", + "url": "https://github.com/huggingface/transformers/pull/43991", + "state": "closed", + "merged": false, + "draft": false, + "created_at": "2026-02-14T00:00:00Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "tejasae-afk", + "name": "Tejas Attarde", + "profile_url": "https://github.com/tejasae-afk", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Atejasae-afk", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Atejasae-afk", + "repo_first_seen_at": "2026-03-13T21:22:07Z", + "repo_last_seen_at": "2026-03-13T21:22:07Z", + "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": "NONE", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 386, + "young_account": false, + "follow_through_score": "weak", + "breadth_score": "very high", + "automation_risk_signal": "medium", + "heuristic_note": "extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 104, + "merged_pr_count": 10, + "closed_unmerged_pr_count": 71, + "open_pr_count": 23, + "merged_pr_rate": 0.0962, + "closed_unmerged_pr_rate": 0.6827, + "still_open_pr_rate": 0.2212, + "distinct_repos_with_authored_prs": 98, + "distinct_repos_with_open_prs": 22 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 44686, + "title": "Use safe_load in convert marian to pytorch", + "url": "https://github.com/huggingface/transformers/pull/44686", + "state": "closed", + "merged": false, + "draft": false, + "created_at": "2026-03-13T21:22:07Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "TheSanjBot", + "name": "Sanjay H", + "profile_url": "https://github.com/TheSanjBot", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ATheSanjBot", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ATheSanjBot", + "repo_first_seen_at": "2026-02-04T15:36:30Z", + "repo_last_seen_at": "2026-02-05T09:27:08Z", + "repo_primary_artifact_count": 1, + "repo_artifact_count": 3, + "snapshot_issue_count": 0, + "snapshot_pr_count": 1, + "snapshot_comment_count": 2, + "snapshot_review_count": 0, + "snapshot_review_comment_count": 0, + "repo_association": "FIRST_TIME_CONTRIBUTOR", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 2060, + "young_account": false, + "follow_through_score": "mixed", + "breadth_score": "moderate", + "automation_risk_signal": "low", + "heuristic_note": "targets high-star repos", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 4, + "merged_pr_count": 2, + "closed_unmerged_pr_count": 1, + "open_pr_count": 1, + "merged_pr_rate": 0.5, + "closed_unmerged_pr_rate": 0.25, + "still_open_pr_rate": 0.25, + "distinct_repos_with_authored_prs": 4, + "distinct_repos_with_open_prs": 1 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 43757, + "title": "Avoid hard failure for gpt-oss GGUF architecture by falling back to g\u2026", + "url": "https://github.com/huggingface/transformers/pull/43757", + "state": "open", + "merged": false, + "draft": false, + "created_at": "2026-02-05T07:56:19Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "TinderZ", + "name": null, + "profile_url": "https://github.com/TinderZ", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ATinderZ", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ATinderZ", + "repo_first_seen_at": "2026-02-19T02:35:08Z", + "repo_last_seen_at": "2026-02-19T02:35:08Z", + "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": "CONTRIBUTOR", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 727, + "young_account": false, + "follow_through_score": "mixed", + "breadth_score": "low", + "automation_risk_signal": "low", + "heuristic_note": "high open PR share; targets high-star repos", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 2, + "merged_pr_count": 1, + "closed_unmerged_pr_count": 0, + "open_pr_count": 1, + "merged_pr_rate": 0.5, + "closed_unmerged_pr_rate": 0.0, + "still_open_pr_rate": 0.5, + "distinct_repos_with_authored_prs": 2, + "distinct_repos_with_open_prs": 1 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 44144, + "title": "[docs] Add Chinese translations for common NLP task tutorials", + "url": "https://github.com/huggingface/transformers/pull/44144", + "state": "closed", + "merged": true, + "draft": false, + "created_at": "2026-02-19T02:35:08Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "tomaszcichy98", + "name": "Tomasz Cichy", + "profile_url": "https://github.com/tomaszcichy98", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Atomaszcichy98", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Atomaszcichy98", + "repo_first_seen_at": "2026-01-28T10:35:52Z", + "repo_last_seen_at": "2026-01-29T16:17:49Z", + "repo_primary_artifact_count": 1, + "repo_artifact_count": 2, + "snapshot_issue_count": 0, + "snapshot_pr_count": 1, + "snapshot_comment_count": 1, + "snapshot_review_count": 0, + "snapshot_review_comment_count": 0, + "repo_association": "CONTRIBUTOR", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 1374, + "young_account": false, + "follow_through_score": "weak", + "breadth_score": "low", + "automation_risk_signal": "low", + "heuristic_note": "many recent closed-unmerged PRs; targets high-star repos", + "public_orgs": [ + "PolyAI-LDN" + ], + "activity": { + "visible_authored_pr_count": 1, + "merged_pr_count": 0, + "closed_unmerged_pr_count": 1, + "open_pr_count": 0, + "merged_pr_rate": 0.0, + "closed_unmerged_pr_rate": 1.0, + "still_open_pr_rate": 0.0, + "distinct_repos_with_authored_prs": 1, + "distinct_repos_with_open_prs": 0 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 43548, + "title": "[Qwen2VL] Fix missing min_pixels/max_pixels attributes in fast image processor", + "url": "https://github.com/huggingface/transformers/pull/43548", + "state": "closed", + "merged": false, + "draft": false, + "created_at": "2026-01-28T10:35:52Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "Vallabh-1504", + "name": "Vallabh Mahajan", + "profile_url": "https://github.com/Vallabh-1504", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AVallabh-1504", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AVallabh-1504", + "repo_first_seen_at": "2026-01-29T13:01:01Z", + "repo_last_seen_at": "2026-02-03T16:55:39Z", + "repo_primary_artifact_count": 1, + "repo_artifact_count": 4, + "snapshot_issue_count": 0, + "snapshot_pr_count": 1, + "snapshot_comment_count": 3, + "snapshot_review_count": 0, + "snapshot_review_comment_count": 0, + "repo_association": "CONTRIBUTOR", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 696, + "young_account": false, + "follow_through_score": "weak", + "breadth_score": "moderate", + "automation_risk_signal": "low", + "heuristic_note": "high open PR share; targets high-star repos", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 7, + "merged_pr_count": 1, + "closed_unmerged_pr_count": 1, + "open_pr_count": 5, + "merged_pr_rate": 0.1429, + "closed_unmerged_pr_rate": 0.1429, + "still_open_pr_rate": 0.7143, + "distinct_repos_with_authored_prs": 6, + "distinct_repos_with_open_prs": 4 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 43593, + "title": "fix: AttributeError for Qwen3_omni_moe", + "url": "https://github.com/huggingface/transformers/pull/43593", + "state": "closed", + "merged": true, + "draft": false, + "created_at": "2026-01-29T13:01:01Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "VanshikaSohal", + "name": "Vanshika Sohal", + "profile_url": "https://github.com/VanshikaSohal", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AVanshikaSohal", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AVanshikaSohal", + "repo_first_seen_at": "2026-03-22T18:45:01Z", + "repo_last_seen_at": "2026-03-22T18:45:01Z", + "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": "CONTRIBUTOR", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 541, + "young_account": false, + "follow_through_score": "mixed", + "breadth_score": "low", + "automation_risk_signal": "low", + "heuristic_note": "high open PR share; targets high-star repos", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 2, + "merged_pr_count": 1, + "closed_unmerged_pr_count": 0, + "open_pr_count": 1, + "merged_pr_rate": 0.5, + "closed_unmerged_pr_rate": 0.0, + "still_open_pr_rate": 0.5, + "distinct_repos_with_authored_prs": 2, + "distinct_repos_with_open_prs": 1 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 44935, + "title": "Fix variable shadowing in pipeline example and typo in BART docs (BERT \u2192 BART)", + "url": "https://github.com/huggingface/transformers/pull/44935", + "state": "closed", + "merged": true, + "draft": false, + "created_at": "2026-03-22T18:45:01Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "vasanthrpjan1-boop", + "name": null, + "profile_url": "https://github.com/vasanthrpjan1-boop", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Avasanthrpjan1-boop", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Avasanthrpjan1-boop", + "repo_first_seen_at": "2026-02-08T14:25:35Z", + "repo_last_seen_at": "2026-02-08T14:29:51Z", + "repo_primary_artifact_count": 1, + "repo_artifact_count": 2, + "snapshot_issue_count": 0, + "snapshot_pr_count": 1, + "snapshot_comment_count": 1, + "snapshot_review_count": 0, + "snapshot_review_comment_count": 0, + "repo_association": "CONTRIBUTOR", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 232, + "young_account": true, + "follow_through_score": "weak", + "breadth_score": "low", + "automation_risk_signal": "medium", + "heuristic_note": "young account; many recent closed-unmerged PRs; 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": 1, + "open_pr_count": 1, + "merged_pr_rate": 0.0, + "closed_unmerged_pr_rate": 0.5, + "still_open_pr_rate": 0.5, + "distinct_repos_with_authored_prs": 2, + "distinct_repos_with_open_prs": 1 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 43843, + "title": "Add PlutoCallback integration for Pluto experiment tracker", + "url": "https://github.com/huggingface/transformers/pull/43843", + "state": "closed", + "merged": false, + "draft": false, + "created_at": "2026-02-08T14:29:51Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "vimal-crypto", + "name": "Vimal Dharan", + "profile_url": "https://github.com/vimal-crypto", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Avimal-crypto", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Avimal-crypto", + "repo_first_seen_at": "2026-03-11T12:37:46Z", + "repo_last_seen_at": "2026-03-11T12:37:46Z", + "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, + "report_reason": null, + "account_age_days": 960, + "young_account": false, + "follow_through_score": "weak", + "breadth_score": "low", + "automation_risk_signal": "low", + "heuristic_note": "high open PR share; targets high-star repos", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 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": 44594, + "title": "[Pipeline] Add top_k, label filtering, box_format and score sorting to ObjectDetectionPipeline", + "url": "https://github.com/huggingface/transformers/pull/44594", + "state": "open", + "merged": false, + "draft": false, + "created_at": "2026-03-11T12:37:46Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "vishalpatil-45", + "name": "Vishal Patil", + "profile_url": "https://github.com/vishalpatil-45", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Avishalpatil-45", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Avishalpatil-45", + "repo_first_seen_at": "2026-02-25T08:27:32Z", + "repo_last_seen_at": "2026-02-25T08:27:32Z", + "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": "NONE", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 408, + "young_account": false, + "follow_through_score": "weak", + "breadth_score": "moderate", + "automation_risk_signal": "low", + "heuristic_note": "many recent closed-unmerged PRs; no visible non-self stars", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 9, + "merged_pr_count": 1, + "closed_unmerged_pr_count": 7, + "open_pr_count": 1, + "merged_pr_rate": 0.1111, + "closed_unmerged_pr_rate": 0.7778, + "still_open_pr_rate": 0.1111, + "distinct_repos_with_authored_prs": 8, + "distinct_repos_with_open_prs": 1 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 44275, + "title": "[Fix] Restore lazy loading to improve import performance (#44273)", + "url": "https://github.com/huggingface/transformers/pull/44275", + "state": "closed", "merged": false, "draft": false, - "created_at": "2026-03-19T06:14:54Z" - }, + "created_at": "2026-02-25T08:27:32Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "vivekvar-dl", + "name": "vivek varikuti", + "profile_url": "https://github.com/vivekvar-dl", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Avivekvar-dl", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Avivekvar-dl", + "repo_first_seen_at": "2026-03-21T03:12:37Z", + "repo_last_seen_at": "2026-03-21T03:12:37Z", + "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": "NONE", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 2051, + "young_account": false, + "follow_through_score": "weak", + "breadth_score": "high", + "automation_risk_signal": "medium", + "heuristic_note": "high recent PR volume; broad repo spread; high open PR share; targets high-star repos", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 26, + "merged_pr_count": 3, + "closed_unmerged_pr_count": 10, + "open_pr_count": 13, + "merged_pr_rate": 0.1154, + "closed_unmerged_pr_rate": 0.3846, + "still_open_pr_rate": 0.5, + "distinct_repos_with_authored_prs": 18, + "distinct_repos_with_open_prs": 10 + }, + "examples": { + "pull_requests": [ { "kind": "pull_request", - "number": 44588, - "title": "Fix llama4 bnb mode", - "url": "https://github.com/huggingface/transformers/pull/44588", - "state": "open", + "number": 44904, + "title": "fix(granite_speech): convert int to float for multiplier fields in text_config", + "url": "https://github.com/huggingface/transformers/pull/44904", + "state": "closed", "merged": false, "draft": false, - "created_at": "2026-03-11T01:42:33Z" + "created_at": "2026-03-21T03:12:37Z" } ], "issues": [] @@ -1354,63 +22540,163 @@ "fetch_error": null }, { - "author_login": "kashif", - "name": "Kashif Rasul", - "profile_url": "https://github.com/kashif", - "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Akashif", - "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Akashif", - "repo_first_seen_at": "2026-03-20T13:46:43Z", - "repo_last_seen_at": "2026-03-22T14:04:40Z", - "repo_primary_artifact_count": 2, + "author_login": "vkuzo", + "name": "Vasiliy Kuznetsov", + "profile_url": "https://github.com/vkuzo", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Avkuzo", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Avkuzo", + "repo_first_seen_at": "2026-01-28T15:04:44Z", + "repo_last_seen_at": "2026-01-28T15:04:44Z", + "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": "CONTRIBUTOR", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 5100, + "young_account": false, + "follow_through_score": "strong", + "breadth_score": "moderate", + "automation_risk_signal": "low", + "heuristic_note": "extremely high recent PR volume", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 114, + "merged_pr_count": 95, + "closed_unmerged_pr_count": 9, + "open_pr_count": 10, + "merged_pr_rate": 0.8333, + "closed_unmerged_pr_rate": 0.0789, + "still_open_pr_rate": 0.0877, + "distinct_repos_with_authored_prs": 8, + "distinct_repos_with_open_prs": 4 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 43561, + "title": "remove torchao.autoquant from transformers", + "url": "https://github.com/huggingface/transformers/pull/43561", + "state": "closed", + "merged": true, + "draft": false, + "created_at": "2026-01-28T15:04:44Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "vxa8502", + "name": "Victoria Alabi", + "profile_url": "https://github.com/vxa8502", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Avxa8502", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Avxa8502", + "repo_first_seen_at": "2026-03-13T22:49:59Z", + "repo_last_seen_at": "2026-03-16T22:53:13Z", + "repo_primary_artifact_count": 1, "repo_artifact_count": 3, "snapshot_issue_count": 0, - "snapshot_pr_count": 2, - "snapshot_comment_count": 1, + "snapshot_pr_count": 1, + "snapshot_comment_count": 2, "snapshot_review_count": 0, "snapshot_review_comment_count": 0, - "repo_association": "MEMBER", + "repo_association": "NONE", "new_to_repo": false, "first_seen_in_snapshot": false, "report_reason": null, - "account_age_days": 6546, + "account_age_days": 409, "young_account": false, "follow_through_score": "mixed", - "breadth_score": "high", + "breadth_score": "low", "automation_risk_signal": "low", - "heuristic_note": "broad repo spread; high open PR share; targets high-star repos", + "heuristic_note": "many recent closed-unmerged PRs; targets high-star repos", "public_orgs": [], "activity": { - "visible_authored_pr_count": 21, - "merged_pr_count": 12, - "closed_unmerged_pr_count": 0, - "open_pr_count": 9, - "merged_pr_rate": 0.5714, - "closed_unmerged_pr_rate": 0.0, - "still_open_pr_rate": 0.4286, - "distinct_repos_with_authored_prs": 13, - "distinct_repos_with_open_prs": 8 + "visible_authored_pr_count": 2, + "merged_pr_count": 1, + "closed_unmerged_pr_count": 1, + "open_pr_count": 0, + "merged_pr_rate": 0.5, + "closed_unmerged_pr_rate": 0.5, + "still_open_pr_rate": 0.0, + "distinct_repos_with_authored_prs": 2, + "distinct_repos_with_open_prs": 0 }, "examples": { "pull_requests": [ { "kind": "pull_request", - "number": 44925, - "title": "[MOE] MoE routing capture and replay support", - "url": "https://github.com/huggingface/transformers/pull/44925", - "state": "open", + "number": 44687, + "title": "Add explicit position_ids to GPT-Neo attention layers", + "url": "https://github.com/huggingface/transformers/pull/44687", + "state": "closed", "merged": false, "draft": false, - "created_at": "2026-03-22T14:04:40Z" - }, + "created_at": "2026-03-13T23:28:55Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "WilliamRoyNelson", + "name": null, + "profile_url": "https://github.com/WilliamRoyNelson", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AWilliamRoyNelson", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AWilliamRoyNelson", + "repo_first_seen_at": "2026-02-03T01:06:06Z", + "repo_last_seen_at": "2026-02-03T17:23:59Z", + "repo_primary_artifact_count": 1, + "repo_artifact_count": 3, + "snapshot_issue_count": 0, + "snapshot_pr_count": 1, + "snapshot_comment_count": 2, + "snapshot_review_count": 0, + "snapshot_review_comment_count": 0, + "repo_association": "NONE", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 4300, + "young_account": false, + "follow_through_score": "weak", + "breadth_score": "low", + "automation_risk_signal": "low", + "heuristic_note": "many recent closed-unmerged PRs; targets high-star repos", + "public_orgs": [ + "americanexpress" + ], + "activity": { + "visible_authored_pr_count": 1, + "merged_pr_count": 0, + "closed_unmerged_pr_count": 1, + "open_pr_count": 0, + "merged_pr_rate": 0.0, + "closed_unmerged_pr_rate": 1.0, + "still_open_pr_rate": 0.0, + "distinct_repos_with_authored_prs": 1, + "distinct_repos_with_open_prs": 0 + }, + "examples": { + "pull_requests": [ { "kind": "pull_request", - "number": 44891, - "title": "[Trainer] add MoERouterHealthCallback Callback", - "url": "https://github.com/huggingface/transformers/pull/44891", - "state": "open", + "number": 43693, + "title": "Update doc preprocessing regex to prevent ReDoS", + "url": "https://github.com/huggingface/transformers/pull/43693", + "state": "closed", "merged": false, "draft": false, - "created_at": "2026-03-20T16:17:05Z" + "created_at": "2026-02-03T01:06:06Z" } ], "issues": [] @@ -1418,39 +22704,147 @@ "fetch_error": null }, { - "author_login": "maxsloef-goodfire", + "author_login": "wilnn", "name": null, - "profile_url": "https://github.com/maxsloef-goodfire", - "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Amaxsloef-goodfire", - "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Amaxsloef-goodfire", - "repo_first_seen_at": "2026-03-21T20:25:51Z", - "repo_last_seen_at": "2026-03-23T18:45:51Z", - "repo_primary_artifact_count": 2, + "profile_url": "https://github.com/wilnn", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Awilnn", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Awilnn", + "repo_first_seen_at": "2026-03-10T22:37:36Z", + "repo_last_seen_at": "2026-03-21T21:18:13Z", + "repo_primary_artifact_count": 1, "repo_artifact_count": 3, "snapshot_issue_count": 0, - "snapshot_pr_count": 2, - "snapshot_comment_count": 1, + "snapshot_pr_count": 1, + "snapshot_comment_count": 2, "snapshot_review_count": 0, "snapshot_review_comment_count": 0, "repo_association": "CONTRIBUTOR", "new_to_repo": false, "first_seen_in_snapshot": false, "report_reason": null, - "account_age_days": 291, - "young_account": true, - "follow_through_score": "mixed", + "account_age_days": 1735, + "young_account": false, + "follow_through_score": "strong", "breadth_score": "low", "automation_risk_signal": "low", - "heuristic_note": "young account; high open PR share; no visible non-self stars; targets high-star repos", + "heuristic_note": "targets high-star repos", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 1, + "merged_pr_count": 1, + "closed_unmerged_pr_count": 0, + "open_pr_count": 0, + "merged_pr_rate": 1.0, + "closed_unmerged_pr_rate": 0.0, + "still_open_pr_rate": 0.0, + "distinct_repos_with_authored_prs": 1, + "distinct_repos_with_open_prs": 0 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 44583, + "title": "fix load_best_model_checkpoint_at_end do not load the best model chec\u2026", + "url": "https://github.com/huggingface/transformers/pull/44583", + "state": "closed", + "merged": true, + "draft": false, + "created_at": "2026-03-10T22:37:36Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "xander1421", + "name": null, + "profile_url": "https://github.com/xander1421", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Axander1421", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Axander1421", + "repo_first_seen_at": "2026-01-25T00:29:47Z", + "repo_last_seen_at": "2026-01-25T00:29:47Z", + "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": "NONE", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 2950, + "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": 6, + "merged_pr_count": 0, + "closed_unmerged_pr_count": 1, + "open_pr_count": 5, + "merged_pr_rate": 0.0, + "closed_unmerged_pr_rate": 0.1667, + "still_open_pr_rate": 0.8333, + "distinct_repos_with_authored_prs": 6, + "distinct_repos_with_open_prs": 5 + }, + "examples": { + "pull_requests": [ + { + "kind": "pull_request", + "number": 43470, + "title": "Fix MusicgenForConditionalGeneration config_class inheritance", + "url": "https://github.com/huggingface/transformers/pull/43470", + "state": "closed", + "merged": false, + "draft": false, + "created_at": "2026-01-25T00:29:47Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "XingyuHu109", + "name": "Hu", + "profile_url": "https://github.com/XingyuHu109", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3AXingyuHu109", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3AXingyuHu109", + "repo_first_seen_at": "2026-03-05T21:14:38Z", + "repo_last_seen_at": "2026-03-06T01:35:37Z", + "repo_primary_artifact_count": 1, + "repo_artifact_count": 2, + "snapshot_issue_count": 0, + "snapshot_pr_count": 1, + "snapshot_comment_count": 1, + "snapshot_review_count": 0, + "snapshot_review_comment_count": 0, + "repo_association": "FIRST_TIME_CONTRIBUTOR", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 1496, + "young_account": false, + "follow_through_score": "weak", + "breadth_score": "low", + "automation_risk_signal": "low", + "heuristic_note": "high open PR share; targets high-star repos", "public_orgs": [], "activity": { - "visible_authored_pr_count": 2, - "merged_pr_count": 1, + "visible_authored_pr_count": 1, + "merged_pr_count": 0, "closed_unmerged_pr_count": 0, "open_pr_count": 1, - "merged_pr_rate": 0.5, + "merged_pr_rate": 0.0, "closed_unmerged_pr_rate": 0.0, - "still_open_pr_rate": 0.5, + "still_open_pr_rate": 1.0, "distinct_repos_with_authored_prs": 1, "distinct_repos_with_open_prs": 1 }, @@ -1458,23 +22852,13 @@ "pull_requests": [ { "kind": "pull_request", - "number": 44915, - "title": "fix: skip `clean_up_tokenization` for BPE tokenizers in `PreTrainedTokenizerFast`", - "url": "https://github.com/huggingface/transformers/pull/44915", + "number": 44481, + "title": "Add native DeepSeek-V3.2 support", + "url": "https://github.com/huggingface/transformers/pull/44481", "state": "open", "merged": false, "draft": false, - "created_at": "2026-03-21T20:45:03Z" - }, - { - "kind": "pull_request", - "number": 44914, - "title": "fix: set `clean_up_tokenization_spaces=False` in Llama 3 tokenizer conversion", - "url": "https://github.com/huggingface/transformers/pull/44914", - "state": "closed", - "merged": true, - "draft": false, - "created_at": "2026-03-21T20:25:51Z" + "created_at": "2026-03-05T21:14:38Z" } ], "issues": [] @@ -1482,63 +22866,53 @@ "fetch_error": null }, { - "author_login": "r266-tech", - "name": null, - "profile_url": "https://github.com/r266-tech", - "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ar266-tech", - "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ar266-tech", - "repo_first_seen_at": "2026-03-22T17:28:57Z", - "repo_last_seen_at": "2026-03-22T17:31:03Z", - "repo_primary_artifact_count": 2, - "repo_artifact_count": 4, + "author_login": "xr843", + "name": "Tim Ren", + "profile_url": "https://github.com/xr843", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Axr843", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Axr843", + "repo_first_seen_at": "2026-03-18T23:53:54Z", + "repo_last_seen_at": "2026-03-18T23:53:54Z", + "repo_primary_artifact_count": 1, + "repo_artifact_count": 1, "snapshot_issue_count": 0, - "snapshot_pr_count": 2, - "snapshot_comment_count": 2, + "snapshot_pr_count": 1, + "snapshot_comment_count": 0, "snapshot_review_count": 0, "snapshot_review_comment_count": 0, - "repo_association": "CONTRIBUTOR", + "repo_association": "NONE", "new_to_repo": false, "first_seen_in_snapshot": false, "report_reason": null, - "account_age_days": 182, - "young_account": true, - "follow_through_score": "weak", + "account_age_days": 1011, + "young_account": false, + "follow_through_score": "mixed", "breadth_score": "very high", "automation_risk_signal": "medium", - "heuristic_note": "young account; extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos", + "heuristic_note": "extremely high recent PR volume; very broad repo spread", "public_orgs": [], "activity": { - "visible_authored_pr_count": 137, - "merged_pr_count": 21, - "closed_unmerged_pr_count": 45, - "open_pr_count": 71, - "merged_pr_rate": 0.1533, - "closed_unmerged_pr_rate": 0.3285, - "still_open_pr_rate": 0.5182, - "distinct_repos_with_authored_prs": 74, - "distinct_repos_with_open_prs": 45 + "visible_authored_pr_count": 192, + "merged_pr_count": 121, + "closed_unmerged_pr_count": 55, + "open_pr_count": 16, + "merged_pr_rate": 0.6302, + "closed_unmerged_pr_rate": 0.2865, + "still_open_pr_rate": 0.0833, + "distinct_repos_with_authored_prs": 39, + "distinct_repos_with_open_prs": 11 }, "examples": { "pull_requests": [ { "kind": "pull_request", - "number": 44932, - "title": "Fix: Pass scheduler_specific_kwargs to inverse_sqrt scheduler", - "url": "https://github.com/huggingface/transformers/pull/44932", + "number": 44838, + "title": "Fix AutoImageProcessor.from_pretrained failing with URL input", + "url": "https://github.com/huggingface/transformers/pull/44838", "state": "closed", "merged": false, "draft": false, - "created_at": "2026-03-22T17:30:56Z" - }, - { - "kind": "pull_request", - "number": 44931, - "title": "fix(camembert): add tie_word_embeddings=True to CamembertConfig", - "url": "https://github.com/huggingface/transformers/pull/44931", - "state": "closed", - "merged": true, - "draft": false, - "created_at": "2026-03-22T17:28:57Z" + "created_at": "2026-03-18T23:53:54Z" } ], "issues": [] @@ -1546,39 +22920,39 @@ "fetch_error": null }, { - "author_login": "remi-or", - "name": "R\u00e9mi Ouazan", - "profile_url": "https://github.com/remi-or", - "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Aremi-or", - "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Aremi-or", - "repo_first_seen_at": "2026-03-18T17:48:15Z", - "repo_last_seen_at": "2026-03-23T15:44:45Z", - "repo_primary_artifact_count": 2, - "repo_artifact_count": 7, + "author_login": "yashbora9", + "name": "YashBora", + "profile_url": "https://github.com/yashbora9", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ayashbora9", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ayashbora9", + "repo_first_seen_at": "2026-02-15T19:32:34Z", + "repo_last_seen_at": "2026-02-15T19:35:06Z", + "repo_primary_artifact_count": 1, + "repo_artifact_count": 2, "snapshot_issue_count": 0, - "snapshot_pr_count": 2, - "snapshot_comment_count": 5, + "snapshot_pr_count": 1, + "snapshot_comment_count": 1, "snapshot_review_count": 0, "snapshot_review_comment_count": 0, - "repo_association": "MEMBER", + "repo_association": "FIRST_TIMER", "new_to_repo": false, "first_seen_in_snapshot": false, "report_reason": null, - "account_age_days": 1789, + "account_age_days": 2158, "young_account": false, - "follow_through_score": "strong", + "follow_through_score": "weak", "breadth_score": "low", "automation_risk_signal": "low", - "heuristic_note": "targets high-star repos", + "heuristic_note": "high open PR share; targets high-star repos", "public_orgs": [], "activity": { - "visible_authored_pr_count": 9, - "merged_pr_count": 8, + "visible_authored_pr_count": 1, + "merged_pr_count": 0, "closed_unmerged_pr_count": 0, "open_pr_count": 1, - "merged_pr_rate": 0.8889, + "merged_pr_rate": 0.0, "closed_unmerged_pr_rate": 0.0, - "still_open_pr_rate": 0.1111, + "still_open_pr_rate": 1.0, "distinct_repos_with_authored_prs": 1, "distinct_repos_with_open_prs": 1 }, @@ -1586,23 +22960,13 @@ "pull_requests": [ { "kind": "pull_request", - "number": 44858, - "title": "[CB] [Minor] Simplify test suite", - "url": "https://github.com/huggingface/transformers/pull/44858", - "state": "closed", - "merged": true, - "draft": false, - "created_at": "2026-03-19T13:22:04Z" - }, - { - "kind": "pull_request", - "number": 44835, - "title": "[CB] Add an option to return logprobs", - "url": "https://github.com/huggingface/transformers/pull/44835", - "state": "closed", - "merged": true, + "number": 44018, + "title": "Refactor GPT-Neo output tracing to use capture_outputs/can_return_tuple", + "url": "https://github.com/huggingface/transformers/pull/44018", + "state": "open", + "merged": false, "draft": false, - "created_at": "2026-03-18T17:48:15Z" + "created_at": "2026-02-15T19:35:06Z" } ], "issues": [] @@ -1610,65 +22974,53 @@ "fetch_error": null }, { - "author_login": "Rocketknight1", - "name": "Matt", - "profile_url": "https://github.com/Rocketknight1", - "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ARocketknight1", - "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ARocketknight1", - "repo_first_seen_at": "2025-10-06T12:23:44Z", - "repo_last_seen_at": "2026-03-24T15:37:01Z", - "repo_primary_artifact_count": 2, - "repo_artifact_count": 61, + "author_login": "yoginlangalia", + "name": null, + "profile_url": "https://github.com/yoginlangalia", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ayoginlangalia", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ayoginlangalia", + "repo_first_seen_at": "2026-02-27T06:40:02Z", + "repo_last_seen_at": "2026-02-27T06:40:13Z", + "repo_primary_artifact_count": 1, + "repo_artifact_count": 2, "snapshot_issue_count": 0, - "snapshot_pr_count": 2, - "snapshot_comment_count": 25, - "snapshot_review_count": 18, - "snapshot_review_comment_count": 16, - "repo_association": "MEMBER", + "snapshot_pr_count": 1, + "snapshot_comment_count": 1, + "snapshot_review_count": 0, + "snapshot_review_comment_count": 0, + "repo_association": "NONE", "new_to_repo": false, "first_seen_in_snapshot": false, "report_reason": null, - "account_age_days": 3937, - "young_account": false, - "follow_through_score": "strong", - "breadth_score": "low", + "account_age_days": 203, + "young_account": true, + "follow_through_score": "weak", + "breadth_score": "moderate", "automation_risk_signal": "low", - "heuristic_note": "targets high-star repos", - "public_orgs": [ - "huggingface" - ], + "heuristic_note": "young account; high open PR share; no visible non-self stars; targets high-star repos", + "public_orgs": [], "activity": { - "visible_authored_pr_count": 16, - "merged_pr_count": 16, - "closed_unmerged_pr_count": 0, - "open_pr_count": 0, - "merged_pr_rate": 1.0, - "closed_unmerged_pr_rate": 0.0, - "still_open_pr_rate": 0.0, - "distinct_repos_with_authored_prs": 1, - "distinct_repos_with_open_prs": 0 + "visible_authored_pr_count": 5, + "merged_pr_count": 0, + "closed_unmerged_pr_count": 1, + "open_pr_count": 4, + "merged_pr_rate": 0.0, + "closed_unmerged_pr_rate": 0.2, + "still_open_pr_rate": 0.8, + "distinct_repos_with_authored_prs": 5, + "distinct_repos_with_open_prs": 4 }, "examples": { "pull_requests": [ { "kind": "pull_request", - "number": 44890, - "title": "Add big angry code agent warnings!", - "url": "https://github.com/huggingface/transformers/pull/44890", + "number": 44318, + "title": "Validate bounding box shape in LayoutLMv3Tokenizer", + "url": "https://github.com/huggingface/transformers/pull/44318", "state": "closed", - "merged": true, - "draft": false, - "created_at": "2026-03-20T16:12:45Z" - }, - { - "kind": "pull_request", - "number": 44674, - "title": "Officially launch parse_response", - "url": "https://github.com/huggingface/transformers/pull/44674", - "state": "open", "merged": false, "draft": false, - "created_at": "2026-03-13T15:41:42Z" + "created_at": "2026-02-27T06:40:02Z" } ], "issues": [] @@ -1676,63 +23028,107 @@ "fetch_error": null }, { - "author_login": "Sai-Suraj-27", - "name": "Sai-Suraj-27", - "profile_url": "https://github.com/Sai-Suraj-27", - "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3ASai-Suraj-27", - "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3ASai-Suraj-27", - "repo_first_seen_at": "2026-03-19T07:30:39Z", - "repo_last_seen_at": "2026-03-22T18:03:34Z", - "repo_primary_artifact_count": 2, - "repo_artifact_count": 3, + "author_login": "yushiran", + "name": "Shiran Yu", + "profile_url": "https://github.com/yushiran", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Ayushiran", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Ayushiran", + "repo_first_seen_at": "2026-02-23T19:50:05Z", + "repo_last_seen_at": "2026-02-23T19:50:05Z", + "repo_primary_artifact_count": 1, + "repo_artifact_count": 1, "snapshot_issue_count": 0, - "snapshot_pr_count": 2, - "snapshot_comment_count": 1, + "snapshot_pr_count": 1, + "snapshot_comment_count": 0, "snapshot_review_count": 0, "snapshot_review_comment_count": 0, "repo_association": "CONTRIBUTOR", "new_to_repo": false, "first_seen_in_snapshot": false, "report_reason": null, - "account_age_days": 1721, + "account_age_days": 1850, "young_account": false, - "follow_through_score": "strong", - "breadth_score": "low", + "follow_through_score": "mixed", + "breadth_score": "moderate", "automation_risk_signal": "low", - "heuristic_note": "targets high-star repos", + "heuristic_note": "\u2014", "public_orgs": [], "activity": { - "visible_authored_pr_count": 8, - "merged_pr_count": 7, - "closed_unmerged_pr_count": 0, + "visible_authored_pr_count": 5, + "merged_pr_count": 3, + "closed_unmerged_pr_count": 1, "open_pr_count": 1, - "merged_pr_rate": 0.875, - "closed_unmerged_pr_rate": 0.0, - "still_open_pr_rate": 0.125, - "distinct_repos_with_authored_prs": 1, + "merged_pr_rate": 0.6, + "closed_unmerged_pr_rate": 0.2, + "still_open_pr_rate": 0.2, + "distinct_repos_with_authored_prs": 5, "distinct_repos_with_open_prs": 1 }, "examples": { "pull_requests": [ { "kind": "pull_request", - "number": 44934, - "title": "Fix failing `T5ModelIntegrationTest`", - "url": "https://github.com/huggingface/transformers/pull/44934", + "number": 44241, + "title": "fix: add missing return type annotations to type-checking utilities in generic.py", + "url": "https://github.com/huggingface/transformers/pull/44241", "state": "closed", "merged": true, "draft": false, - "created_at": "2026-03-22T18:03:34Z" - }, + "created_at": "2026-02-23T19:50:05Z" + } + ], + "issues": [] + }, + "fetch_error": null + }, + { + "author_login": "zvik", + "name": "Zvi Kons", + "profile_url": "https://github.com/zvik", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Azvik", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Azvik", + "repo_first_seen_at": "2026-03-03T07:50:39Z", + "repo_last_seen_at": "2026-03-04T10:49:49Z", + "repo_primary_artifact_count": 1, + "repo_artifact_count": 7, + "snapshot_issue_count": 0, + "snapshot_pr_count": 1, + "snapshot_comment_count": 0, + "snapshot_review_count": 3, + "snapshot_review_comment_count": 3, + "repo_association": "FIRST_TIMER", + "new_to_repo": false, + "first_seen_in_snapshot": false, + "report_reason": null, + "account_age_days": 4362, + "young_account": false, + "follow_through_score": "n/a", + "breadth_score": "low", + "automation_risk_signal": "low", + "heuristic_note": "no visible non-self stars", + "public_orgs": [], + "activity": { + "visible_authored_pr_count": 0, + "merged_pr_count": 0, + "closed_unmerged_pr_count": 0, + "open_pr_count": 0, + "merged_pr_rate": null, + "closed_unmerged_pr_rate": null, + "still_open_pr_rate": null, + "distinct_repos_with_authored_prs": 0, + "distinct_repos_with_open_prs": 0 + }, + "examples": { + "pull_requests": [ { "kind": "pull_request", - "number": 44848, - "title": "Fix failing `Qwen3OmniModelIntegrationTests`", - "url": "https://github.com/huggingface/transformers/pull/44848", + "number": 44408, + "title": "Add option to export encoder hidden states for Granite-speech", + "url": "https://github.com/huggingface/transformers/pull/44408", "state": "open", "merged": false, "draft": false, - "created_at": "2026-03-19T07:30:39Z" + "created_at": "2026-03-03T07:50:39Z" } ], "issues": [] @@ -1740,67 +23136,53 @@ "fetch_error": null }, { - "author_login": "sergiopaniego", - "name": "Sergio Paniego Blanco", - "profile_url": "https://github.com/sergiopaniego", - "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Asergiopaniego", - "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Asergiopaniego", - "repo_first_seen_at": "2026-03-19T10:22:40Z", - "repo_last_seen_at": "2026-03-20T08:38:03Z", - "repo_primary_artifact_count": 2, - "repo_artifact_count": 2, + "author_login": "zyoraclub", + "name": "Zyora Labs", + "profile_url": "https://github.com/zyoraclub", + "repo_pull_requests_url": "https://github.com/huggingface/transformers/pulls?q=is%3Apr+author%3Azyoraclub", + "repo_issues_url": "https://github.com/huggingface/transformers/issues?q=is%3Aissue+author%3Azyoraclub", + "repo_first_seen_at": "2026-02-07T03:24:08Z", + "repo_last_seen_at": "2026-02-07T03:33:03Z", + "repo_primary_artifact_count": 1, + "repo_artifact_count": 3, "snapshot_issue_count": 0, - "snapshot_pr_count": 2, - "snapshot_comment_count": 0, + "snapshot_pr_count": 1, + "snapshot_comment_count": 2, "snapshot_review_count": 0, "snapshot_review_comment_count": 0, - "repo_association": "MEMBER", + "repo_association": "NONE", "new_to_repo": false, "first_seen_in_snapshot": false, "report_reason": null, - "account_age_days": 3694, - "young_account": false, - "follow_through_score": "mixed", - "breadth_score": "moderate", + "account_age_days": 253, + "young_account": true, + "follow_through_score": "weak", + "breadth_score": "low", "automation_risk_signal": "low", - "heuristic_note": "targets high-star repos", - "public_orgs": [ - "JdeRobot", - "TheRoboticsClub", - "huggingface" - ], + "heuristic_note": "young account; high open PR share; no visible non-self stars", + "public_orgs": [], "activity": { - "visible_authored_pr_count": 13, - "merged_pr_count": 8, - "closed_unmerged_pr_count": 0, - "open_pr_count": 5, - "merged_pr_rate": 0.6154, - "closed_unmerged_pr_rate": 0.0, - "still_open_pr_rate": 0.3846, - "distinct_repos_with_authored_prs": 5, - "distinct_repos_with_open_prs": 3 + "visible_authored_pr_count": 8, + "merged_pr_count": 0, + "closed_unmerged_pr_count": 1, + "open_pr_count": 7, + "merged_pr_rate": 0.0, + "closed_unmerged_pr_rate": 0.125, + "still_open_pr_rate": 0.875, + "distinct_repos_with_authored_prs": 2, + "distinct_repos_with_open_prs": 1 }, "examples": { "pull_requests": [ { "kind": "pull_request", - "number": 44873, - "title": "Fix VL model rope_deltas batch size mismatch in online RL training", - "url": "https://github.com/huggingface/transformers/pull/44873", + "number": 43815, + "title": "Add missing import statement for os module", + "url": "https://github.com/huggingface/transformers/pull/43815", "state": "closed", - "merged": true, - "draft": false, - "created_at": "2026-03-20T08:38:03Z" - }, - { - "kind": "pull_request", - "number": 44853, - "title": "Fix Zamba2MambaMixer ignoring use_mamba_kernels=False", - "url": "https://github.com/huggingface/transformers/pull/44853", - "state": "open", "merged": false, "draft": false, - "created_at": "2026-03-19T10:22:40Z" + "created_at": "2026-02-07T03:24:08Z" } ], "issues": []