Publish analysis hybrid-model-20260630t120021z for snapshot 20260630T120021Z

analysis/current/analysis-report-hybrid.json

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+            "src/transformers/models/cohere_asr/modeling_cohere_asr.py",
+            "src/transformers/models/cohere_asr/modular_cohere_asr.py"
           ],
           "shared_file_areas": [
             {
               "filename": "src/transformers/models/cohere_asr/modeling_cohere_asr.py",
               "left_ranges": [
                 [
-                  615,
-                  627
-                ],
-                [
-                  639,
-                  654
+                  637,
+                  651
                 ]
               ],
               "right_ranges": [
@@ -1774,12 +1373,8 @@
               "filename": "src/transformers/models/cohere_asr/modular_cohere_asr.py",
               "left_ranges": [
                 [
-                  478,
-                  490
-                ],
-                [
-                  502,
-                  517
+                  500,
+                  514
                 ]
               ],
               "right_ranges": [
@@ -1792,34 +1387,97 @@
                   508
                 ]
               ]
-            },
-            {
-              "filename": "tests/models/cohere_asr/test_modeling_cohere_asr.py",
-              "left_ranges": [
-                [
-                  35,
-                  41
-                ],
-                [
-                  176,
-                  214
-                ]
-              ],
-              "right_ranges": [
-                [
-                  15,
-                  21
-                ],
-                [
-                  180,
-                  221
-                ]
-              ]
             }
           ]
         }
       ]
     },
+    {
+      "cluster_id": "cluster-43998-4",
+      "summary": "Cluster of 4 related pull requests linked by soft_similarity.",
+      "status": "open",
+      "confidence": 0.5,
+      "canonical_issue_number": null,
+      "canonical_pr_number": 43998,
+      "issue_numbers": [],
+      "pr_numbers": [
+        43998,
+        44001,
+        44002,
+        44004
+      ],
+      "evidence_types": [
+        "soft_similarity"
+      ],
+      "pr_comparisons": [
+        {
+          "left_pr_number": 43998,
+          "right_pr_number": 44001,
+          "code_similarity": 0.161,
+          "size_similarity": 0.595,
+          "file_overlap": 0.0,
+          "area_overlap": 0.0,
+          "patch_similarity": 0.28,
+          "shared_filenames": [],
+          "shared_file_areas": []
+        },
+        {
+          "left_pr_number": 43998,
+          "right_pr_number": 44002,
+          "code_similarity": 0.249,
+          "size_similarity": 1.0,
+          "file_overlap": 0.0,
+          "area_overlap": 0.0,
+          "patch_similarity": 0.328,
+          "shared_filenames": [],
+          "shared_file_areas": []
+        },
+        {
+          "left_pr_number": 43998,
+          "right_pr_number": 44004,
+          "code_similarity": 0.12,
+          "size_similarity": 0.398,
+          "file_overlap": 0.0,
+          "area_overlap": 0.0,
+          "patch_similarity": 0.269,
+          "shared_filenames": [],
+          "shared_file_areas": []
+        },
+        {
+          "left_pr_number": 44001,
+          "right_pr_number": 44002,
+          "code_similarity": 0.175,
+          "size_similarity": 0.595,
+          "file_overlap": 0.0,
+          "area_overlap": 0.0,
+          "patch_similarity": 0.375,
+          "shared_filenames": [],
+          "shared_file_areas": []
+        },
+        {
+          "left_pr_number": 44001,
+          "right_pr_number": 44004,
+          "code_similarity": 0.087,
+          "size_similarity": 0.237,
+          "file_overlap": 0.0,
+          "area_overlap": 0.0,
+          "patch_similarity": 0.262,
+          "shared_filenames": [],
+          "shared_file_areas": []
+        },
+        {
+          "left_pr_number": 44002,
+          "right_pr_number": 44004,
+          "code_similarity": 0.125,
+          "size_similarity": 0.398,
+          "file_overlap": 0.0,
+          "area_overlap": 0.0,
+          "patch_similarity": 0.304,
+          "shared_filenames": [],
+          "shared_file_areas": []
+        }
+      ]
+    },
     {
       "cluster_id": "cluster-43240-3",
       "summary": "Cluster of 1 issues and 2 PRs centered on issue #43240.",
@@ -2299,7 +1957,7 @@
       "cluster_id": "cluster-45561-3",
       "summary": "Cluster of 1 issues and 2 PRs centered on issue #45561.",
       "status": "open",
-      "confidence": 0.8,
+      "confidence": 0.55,
       "canonical_issue_number": 45561,
       "canonical_pr_number": 45645,
       "issue_numbers": [
@@ -2310,9 +1968,7 @@
         45645
       ],
       "evidence_types": [
-        "closing_reference",
-        "shared_issue_target",
-        "soft_similarity"
+        "closing_reference"
       ],
       "pr_comparisons": [
         {
@@ -2570,6 +2226,158 @@
         }
       ]
     },
+    {
+      "cluster_id": "cluster-46949-3",
+      "summary": "Cluster of 3 related pull requests linked by soft_similarity.",
+      "status": "open",
+      "confidence": 0.5,
+      "canonical_issue_number": null,
+      "canonical_pr_number": 46949,
+      "issue_numbers": [],
+      "pr_numbers": [
+        46949,
+        46950,
+        46971
+      ],
+      "evidence_types": [
+        "soft_similarity"
+      ],
+      "pr_comparisons": [
+        {
+          "left_pr_number": 46949,
+          "right_pr_number": 46950,
+          "code_similarity": 0.152,
+          "size_similarity": 0.759,
+          "file_overlap": 0.0,
+          "area_overlap": 0.0,
+          "patch_similarity": 0.0,
+          "shared_filenames": [],
+          "shared_file_areas": []
+        },
+        {
+          "left_pr_number": 46949,
+          "right_pr_number": 46971,
+          "code_similarity": 0.206,
+          "size_similarity": 1.0,
+          "file_overlap": 0.0,
+          "area_overlap": 0.0,
+          "patch_similarity": 0.038,
+          "shared_filenames": [],
+          "shared_file_areas": []
+        },
+        {
+          "left_pr_number": 46950,
+          "right_pr_number": 46971,
+          "code_similarity": 0.393,
+          "size_similarity": 0.759,
+          "file_overlap": 0.5,
+          "area_overlap": 0.182,
+          "patch_similarity": 0.184,
+          "shared_filenames": [
+            "tests/models/mamba2/test_modeling_mamba2.py"
+          ],
+          "shared_file_areas": [
+            {
+              "filename": "tests/models/mamba2/test_modeling_mamba2.py",
+              "left_ranges": [
+                [
+                  418,
+                  424
+                ],
+                [
+                  446,
+                  451
+                ],
+                [
+                  475,
+                  480
+                ],
+                [
+                  498,
+                  504
+                ]
+              ],
+              "right_ranges": [
+                [
+                  418,
+                  424
+                ],
+                [
+                  450,
+                  456
+                ],
+                [
+                  480,
+                  497
+                ],
+                [
+                  508,
+                  514
+                ]
+              ]
+            }
+          ]
+        }
+      ]
+    },
+    {
+      "cluster_id": "cluster-46707-2",
+      "summary": "Cluster of 2 related pull requests linked by soft_similarity.",
+      "status": "open",
+      "confidence": 0.5,
+      "canonical_issue_number": null,
+      "canonical_pr_number": 46836,
+      "issue_numbers": [],
+      "pr_numbers": [
+        46707,
+        46836
+      ],
+      "evidence_types": [
+        "soft_similarity"
+      ],
+      "pr_comparisons": [
+        {
+          "left_pr_number": 46707,
+          "right_pr_number": 46836,
+          "code_similarity": 0.031,
+          "size_similarity": 0.099,
+          "file_overlap": 0.0,
+          "area_overlap": 0.0,
+          "patch_similarity": 0.078,
+          "shared_filenames": [],
+          "shared_file_areas": []
+        }
+      ]
+    },
+    {
+      "cluster_id": "cluster-46957-2",
+      "summary": "Cluster of 2 related pull requests linked by soft_similarity.",
+      "status": "open",
+      "confidence": 0.5,
+      "canonical_issue_number": null,
+      "canonical_pr_number": 46957,
+      "issue_numbers": [],
+      "pr_numbers": [
+        46957,
+        46977
+      ],
+      "evidence_types": [
+        "soft_similarity"
+      ],
+      "pr_comparisons": [
+        {
+          "left_pr_number": 46957,
+          "right_pr_number": 46977,
+          "code_similarity": 0.058,
+          "size_similarity": 0.269,
+          "file_overlap": 0.0,
+          "area_overlap": 0.0,
+          "patch_similarity": 0.029,
+          "shared_filenames": [],
+          "shared_file_areas": []
+        }
+      ]
+    },
     {
       "cluster_id": "cluster-44018-2",
       "summary": "Cluster of 2 related pull requests linked by soft_similarity.",
@@ -2844,16 +2652,45 @@
           ]
         }
       ]
+    },
+    {
+      "cluster_id": "cluster-46891-2",
+      "summary": "Cluster of 2 related pull requests linked by soft_similarity.",
+      "status": "closed",
+      "confidence": 0.5,
+      "canonical_issue_number": null,
+      "canonical_pr_number": 46891,
+      "issue_numbers": [],
+      "pr_numbers": [
+        46891,
+        46961
+      ],
+      "evidence_types": [
+        "soft_similarity"
+      ],
+      "pr_comparisons": [
+        {
+          "left_pr_number": 46891,
+          "right_pr_number": 46961,
+          "code_similarity": 0.202,
+          "size_similarity": 0.935,
+          "file_overlap": 0.0,
+          "area_overlap": 0.0,
+          "patch_similarity": 0.102,
+          "shared_filenames": [],
+          "shared_file_areas": []
+        }
+      ]
     }
   ],
   "duplicate_issues": [
     {
-      "cluster_id": "cluster-46894-4",
+      "cluster_id": "cluster-46894-5",
       "canonical_issue_number": 46894,
       "duplicate_issue_numbers": [
         46897
       ],
-      "reason": "Issues in cluster-46894-4 are treated as duplicates because they share closing_reference, soft_similarity evidence."
+      "reason": "Issues in cluster-46894-5 are treated as duplicates because they share closing_reference, shared_issue_target, soft_similarity evidence."
     }
   ],
   "duplicate_prs": [
@@ -2876,20 +2713,13 @@
       "reason": "PRs in cluster-43240-3 are treated as duplicates because they converge on issue #43240 with closing_reference, shared_issue_target evidence."
     },
     {
-      "cluster_id": "cluster-43451-9",
+      "cluster_id": "cluster-43451-2",
       "canonical_pr_number": 43451,
       "duplicate_pr_numbers": [
-        46196,
-        46707,
-        46836,
-        46850,
-        46891,
-        46957,
-        46965,
         46968
       ],
       "target_issue_number": null,
-      "reason": "PRs in cluster-43451-9 are treated as duplicates because they share soft_similarity evidence."
+      "reason": "PRs in cluster-43451-2 are treated as duplicates because they share soft_similarity evidence."
     },
     {
       "cluster_id": "cluster-43698-3",
@@ -2917,6 +2747,17 @@
       "target_issue_number": 43979,
       "reason": "PRs in cluster-43979-11 are treated as duplicates because they converge on issue #43979 with closing_reference, shared_issue_target, soft_similarity evidence."
     },
+    {
+      "cluster_id": "cluster-43998-4",
+      "canonical_pr_number": 43998,
+      "duplicate_pr_numbers": [
+        44001,
+        44002,
+        44004
+      ],
+      "target_issue_number": null,
+      "reason": "PRs in cluster-43998-4 are treated as duplicates because they share soft_similarity evidence."
+    },
     {
       "cluster_id": "cluster-44018-2",
       "canonical_pr_number": 44068,
@@ -2942,7 +2783,7 @@
         45639
       ],
       "target_issue_number": 45561,
-      "reason": "PRs in cluster-45561-3 are treated as duplicates because they converge on issue #45561 with closing_reference, shared_issue_target, soft_similarity evidence."
+      "reason": "PRs in cluster-45561-3 are treated as duplicates because they converge on issue #45561 with closing_reference evidence."
     },
     {
       "cluster_id": "cluster-45647-3",
@@ -2971,6 +2812,15 @@
       "target_issue_number": 46305,
       "reason": "PRs in cluster-46305-3 are treated as duplicates because they converge on issue #46305 with closing_reference, shared_issue_target, soft_similarity evidence."
     },
+    {
+      "cluster_id": "cluster-46707-2",
+      "canonical_pr_number": 46836,
+      "duplicate_pr_numbers": [
+        46707
+      ],
+      "target_issue_number": null,
+      "reason": "PRs in cluster-46707-2 are treated as duplicates because they share soft_similarity evidence."
+    },
     {
       "cluster_id": "cluster-46869-3",
       "canonical_pr_number": 46886,
@@ -2981,20 +2831,49 @@
       "reason": "PRs in cluster-46869-3 are treated as duplicates because they converge on issue #46869 with closing_reference, shared_issue_target evidence."
     },
     {
-      "cluster_id": "cluster-46894-4",
-      "canonical_pr_number": 46895,
+      "cluster_id": "cluster-46891-2",
+      "canonical_pr_number": 46891,
       "duplicate_pr_numbers": [
+        46961
+      ],
+      "target_issue_number": null,
+      "reason": "PRs in cluster-46891-2 are treated as duplicates because they share soft_similarity evidence."
+    },
+    {
+      "cluster_id": "cluster-46894-5",
+      "canonical_pr_number": 46903,
+      "duplicate_pr_numbers": [
+        46895,
         46958
       ],
       "target_issue_number": 46894,
-      "reason": "PRs in cluster-46894-4 are treated as duplicates because they converge on issue #46894 with closing_reference, soft_similarity evidence."
+      "reason": "PRs in cluster-46894-5 are treated as duplicates because they converge on issue #46894 with closing_reference, shared_issue_target, soft_similarity evidence."
+    },
+    {
+      "cluster_id": "cluster-46949-3",
+      "canonical_pr_number": 46949,
+      "duplicate_pr_numbers": [
+        46950,
+        46971
+      ],
+      "target_issue_number": null,
+      "reason": "PRs in cluster-46949-3 are treated as duplicates because they share soft_similarity evidence."
+    },
+    {
+      "cluster_id": "cluster-46957-2",
+      "canonical_pr_number": 46957,
+      "duplicate_pr_numbers": [
+        46977
+      ],
+      "target_issue_number": null,
+      "reason": "PRs in cluster-46957-2 are treated as duplicates because they share soft_similarity evidence."
     }
   ],
   "best_issue": {
-    "cluster_id": "cluster-46894-4",
+    "cluster_id": "cluster-46894-5",
     "issue_number": 46894,
-    "reason": "Issue #46894 is the strongest global issue candidate because it is open, belongs to a cluster with 4 artifacts, and carries 0 discussion comments plus 6 inbound references.",
-    "score": 146.0
+    "reason": "Issue #46894 is the strongest global issue candidate because it is open, belongs to a cluster with 5 artifacts, and carries 0 discussion comments plus 6 inbound references.",
+    "score": 156.0
   },
   "best_pr": {
     "cluster_id": "cluster-43979-11",

analysis/current/manifest.json

@@ -1,8 +1,8 @@
 {
-  "analysis_id": "hybrid-model-20260630t060014z",
+  "analysis_id": "hybrid-model-20260630t120021z",
   "archived_artifacts": {
-    "hybrid": "snapshots/20260630T060014Z/analysis-runs/hybrid-model-20260630t060014z/analysis-report-hybrid.json",
-    "hybrid_reviews": "snapshots/20260630T060014Z/analysis-runs/hybrid-model-20260630t060014z/analysis-report-hybrid.llm-reviews.json"
+    "hybrid": "snapshots/20260630T120021Z/analysis-runs/hybrid-model-20260630t120021z/analysis-report-hybrid.json",
+    "hybrid_reviews": "snapshots/20260630T120021Z/analysis-runs/hybrid-model-20260630t120021z/analysis-report-hybrid.llm-reviews.json"
   },
   "artifacts": {
     "hybrid": "analysis/current/analysis-report-hybrid.json",
@@ -10,9 +10,9 @@
   },
   "channel": "canonical",
   "model": null,
-  "published_at": "2026-06-30T06:11:32Z",
+  "published_at": "2026-06-30T12:07:02Z",
   "repo": "huggingface/transformers",
   "schema_version": 1,
-  "snapshot_id": "20260630T060014Z",
+  "snapshot_id": "20260630T120021Z",
   "variant": "hybrid"
 }

snapshots/20260630T120021Z/analysis-runs/hybrid-model-20260630t120021z/analysis-report-hybrid.json

@@ -0,0 +1,2884 @@
+{
+  "schema_version": "1.0",
+  "repo": "huggingface/transformers",
+  "snapshot_id": "20260630T120021Z",
+  "generated_at": "2026-06-30T12:07:01Z",
+  "evidence_quality": "full",
+  "llm_enrichment": true,
+  "meta_bugs": [
+    {
+      "cluster_id": "cluster-43979-11",
+      "summary": "Cluster of 1 issues and 10 PRs centered on issue #43979.",
+      "status": "open",
+      "confidence": 0.8,
+      "canonical_issue_number": 43979,
+      "canonical_pr_number": 44007,
+      "issue_numbers": [
+        43979
+      ],
+      "pr_numbers": [
+        43996,
+        44007,
+        44013,
+        44044,
+        44066,
+        44072,
+        44085,
+        44129,
+        44154,
+        44722
+      ],
+      "evidence_types": [
+        "closing_reference",
+        "shared_issue_target",
+        "soft_similarity"
+      ],
+      "pr_comparisons": [
+        {
+          "left_pr_number": 43996,
+          "right_pr_number": 44007,
+          "code_similarity": 0.179,
+          "size_similarity": 0.576,
+          "file_overlap": 0.0,
+          "area_overlap": 0.0,
+          "patch_similarity": 0.429,
+          "shared_filenames": [],
+          "shared_file_areas": []
+        },
+        {
+          "left_pr_number": 43996,
+          "right_pr_number": 44013,
+          "code_similarity": 0.122,
+          "size_similarity": 0.318,
+          "file_overlap": 0.0,
+          "area_overlap": 0.0,
+          "patch_similarity": 0.392,
+          "shared_filenames": [],
+          "shared_file_areas": []
+        },
+        {
+          "left_pr_number": 43996,
+          "right_pr_number": 44044,
+          "code_similarity": 0.245,
+          "size_similarity": 0.864,
+          "file_overlap": 0.0,
+          "area_overlap": 0.0,
+          "patch_similarity": 0.479,
+          "shared_filenames": [],
+          "shared_file_areas": []
+        },
+        {
+          "left_pr_number": 43996,
+          "right_pr_number": 44066,
+          "code_similarity": 0.225,
+          "size_similarity": 0.818,
+          "file_overlap": 0.0,
+          "area_overlap": 0.0,
+          "patch_similarity": 0.408,
+          "shared_filenames": [],
+          "shared_file_areas": []
+        },
+        {
+          "left_pr_number": 43996,
+          "right_pr_number": 44072,
+          "code_similarity": 0.14,
+          "size_similarity": 0.303,
+          "file_overlap": 0.0,
+          "area_overlap": 0.0,
+          "patch_similarity": 0.528,
+          "shared_filenames": [],
+          "shared_file_areas": []
+        },
+        {
+          "left_pr_number": 43996,
+          "right_pr_number": 44085,
+          "code_similarity": 0.216,
+          "size_similarity": 0.783,
+          "file_overlap": 0.0,
+          "area_overlap": 0.0,
+          "patch_similarity": 0.398,
+          "shared_filenames": [],
+          "shared_file_areas": []
+        },
+        {
+          "left_pr_number": 43996,
+          "right_pr_number": 44129,
+          "code_similarity": 0.163,
+          "size_similarity": 0.643,
+          "file_overlap": 0.0,
+          "area_overlap": 0.0,
+          "patch_similarity": 0.229,
+          "shared_filenames": [],
+          "shared_file_areas": []
+        },
+        {
+          "left_pr_number": 43996,
+          "right_pr_number": 44154,
+          "code_similarity": 0.153,
+          "size_similarity": 0.535,
+          "file_overlap": 0.0,
+          "area_overlap": 0.0,
+          "patch_similarity": 0.31,
+          "shared_filenames": [],
+          "shared_file_areas": []
+        },
+        {
+          "left_pr_number": 43996,
+          "right_pr_number": 44722,
+          "code_similarity": 0.225,
+          "size_similarity": 0.848,
+          "file_overlap": 0.0,
+          "area_overlap": 0.0,
+          "patch_similarity": 0.368,
+          "shared_filenames": [],
+          "shared_file_areas": []
+        },
+        {
+          "left_pr_number": 44007,
+          "right_pr_number": 44013,
+          "code_similarity": 0.19,
+          "size_similarity": 0.553,
+          "file_overlap": 0.0,
+          "area_overlap": 0.0,
+          "patch_similarity": 0.531,
+          "shared_filenames": [],
+          "shared_file_areas": []
+        },
+        {
+          "left_pr_number": 44007,
+          "right_pr_number": 44044,
+          "code_similarity": 0.186,
+          "size_similarity": 0.667,
+          "file_overlap": 0.0,
+          "area_overlap": 0.0,
+          "patch_similarity": 0.354,
+          "shared_filenames": [],
+          "shared_file_areas": []
+        },
+        {
+          "left_pr_number": 44007,
+          "right_pr_number": 44066,
+          "code_similarity": 0.188,
+          "size_similarity": 0.704,
+          "file_overlap": 0.0,
+          "area_overlap": 0.0,
+          "patch_similarity": 0.315,
+          "shared_filenames": [],
+          "shared_file_areas": []
+        },
+        {
+          "left_pr_number": 44007,
+          "right_pr_number": 44072,
+          "code_similarity": 0.212,
+          "size_similarity": 0.526,
+          "file_overlap": 0.0,
+          "area_overlap": 0.0,
+          "patch_similarity": 0.708,
+          "shared_filenames": [],
+          "shared_file_areas": []
+        },
+        {
+          "left_pr_number": 44007,
+          "right_pr_number": 44085,
+          "code_similarity": 0.195,
+          "size_similarity": 0.735,
+          "file_overlap": 0.0,
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+            },
+            {
+              "filename": "src/transformers/models/moonshine_streaming/modular_moonshine_streaming.py",
+              "left_ranges": [
+                [
+                  269,
+                  275
+                ]
+              ],
+              "right_ranges": [
+                [
+                  269,
+                  275
+                ]
+              ]
+            }
+          ]
+        }
+      ]
+    },
+    {
+      "cluster_id": "cluster-45081-3",
+      "summary": "Cluster of 1 issues and 2 PRs centered on issue #45081.",
+      "status": "open",
+      "confidence": 0.8,
+      "canonical_issue_number": 45081,
+      "canonical_pr_number": 45317,
+      "issue_numbers": [
+        45081
+      ],
+      "pr_numbers": [
+        45086,
+        45317
+      ],
+      "evidence_types": [
+        "closing_reference",
+        "shared_issue_target",
+        "soft_similarity"
+      ],
+      "pr_comparisons": [
+        {
+          "left_pr_number": 45086,
+          "right_pr_number": 45317,
+          "code_similarity": 0.589,
+          "size_similarity": 0.34,
+          "file_overlap": 0.5,
+          "area_overlap": 1.0,
+          "patch_similarity": 0.136,
+          "shared_filenames": [
+            "src/transformers/tokenization_utils_tokenizers.py"
+          ],
+          "shared_file_areas": [
+            {
+              "filename": "src/transformers/tokenization_utils_tokenizers.py",
+              "left_ranges": [
+                [
+                  1360,
+                  1370
+                ],
+                [
+                  1374,
+                  1380
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+              ],
+              "right_ranges": [
+                [
+                  1360,
+                  1370
+                ],
+                [
+                  1374,
+                  1380
+                ]
+              ]
+            }
+          ]
+        }
+      ]
+    },
+    {
+      "cluster_id": "cluster-43698-3",
+      "summary": "Cluster of 1 issues and 2 PRs centered on issue #43698.",
+      "status": "open",
+      "confidence": 0.75,
+      "canonical_issue_number": 43698,
+      "canonical_pr_number": 43779,
+      "issue_numbers": [
+        43698
+      ],
+      "pr_numbers": [
+        43779,
+        43816
+      ],
+      "evidence_types": [
+        "closing_reference",
+        "shared_issue_target"
+      ],
+      "pr_comparisons": [
+        {
+          "left_pr_number": 43779,
+          "right_pr_number": 43816,
+          "code_similarity": 0.418,
+          "size_similarity": 0.538,
+          "file_overlap": 1.0,
+          "area_overlap": 0.02,
+          "patch_similarity": 0.02,
+          "shared_filenames": [
+            "src/transformers/integrations/integration_utils.py"
+          ],
+          "shared_file_areas": [
+            {
+              "filename": "src/transformers/integrations/integration_utils.py",
+              "left_ranges": [
+                [
+                  2227,
+                  2241
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+                [
+                  2303,
+                  2309
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+              ],
+              "right_ranges": [
+                [
+                  2278,
+                  2291
+                ],
+                [
+                  2309,
+                  2322
+                ]
+              ]
+            }
+          ]
+        }
+      ]
+    },
+    {
+      "cluster_id": "cluster-46949-3",
+      "summary": "Cluster of 3 related pull requests linked by soft_similarity.",
+      "status": "open",
+      "confidence": 0.5,
+      "canonical_issue_number": null,
+      "canonical_pr_number": 46949,
+      "issue_numbers": [],
+      "pr_numbers": [
+        46949,
+        46950,
+        46971
+      ],
+      "evidence_types": [
+        "soft_similarity"
+      ],
+      "pr_comparisons": [
+        {
+          "left_pr_number": 46949,
+          "right_pr_number": 46950,
+          "code_similarity": 0.152,
+          "size_similarity": 0.759,
+          "file_overlap": 0.0,
+          "area_overlap": 0.0,
+          "patch_similarity": 0.0,
+          "shared_filenames": [],
+          "shared_file_areas": []
+        },
+        {
+          "left_pr_number": 46949,
+          "right_pr_number": 46971,
+          "code_similarity": 0.206,
+          "size_similarity": 1.0,
+          "file_overlap": 0.0,
+          "area_overlap": 0.0,
+          "patch_similarity": 0.038,
+          "shared_filenames": [],
+          "shared_file_areas": []
+        },
+        {
+          "left_pr_number": 46950,
+          "right_pr_number": 46971,
+          "code_similarity": 0.393,
+          "size_similarity": 0.759,
+          "file_overlap": 0.5,
+          "area_overlap": 0.182,
+          "patch_similarity": 0.184,
+          "shared_filenames": [
+            "tests/models/mamba2/test_modeling_mamba2.py"
+          ],
+          "shared_file_areas": [
+            {
+              "filename": "tests/models/mamba2/test_modeling_mamba2.py",
+              "left_ranges": [
+                [
+                  418,
+                  424
+                ],
+                [
+                  446,
+                  451
+                ],
+                [
+                  475,
+                  480
+                ],
+                [
+                  498,
+                  504
+                ]
+              ],
+              "right_ranges": [
+                [
+                  418,
+                  424
+                ],
+                [
+                  450,
+                  456
+                ],
+                [
+                  480,
+                  497
+                ],
+                [
+                  508,
+                  514
+                ]
+              ]
+            }
+          ]
+        }
+      ]
+    },
+    {
+      "cluster_id": "cluster-46707-2",
+      "summary": "Cluster of 2 related pull requests linked by soft_similarity.",
+      "status": "open",
+      "confidence": 0.5,
+      "canonical_issue_number": null,
+      "canonical_pr_number": 46836,
+      "issue_numbers": [],
+      "pr_numbers": [
+        46707,
+        46836
+      ],
+      "evidence_types": [
+        "soft_similarity"
+      ],
+      "pr_comparisons": [
+        {
+          "left_pr_number": 46707,
+          "right_pr_number": 46836,
+          "code_similarity": 0.031,
+          "size_similarity": 0.099,
+          "file_overlap": 0.0,
+          "area_overlap": 0.0,
+          "patch_similarity": 0.078,
+          "shared_filenames": [],
+          "shared_file_areas": []
+        }
+      ]
+    },
+    {
+      "cluster_id": "cluster-46957-2",
+      "summary": "Cluster of 2 related pull requests linked by soft_similarity.",
+      "status": "open",
+      "confidence": 0.5,
+      "canonical_issue_number": null,
+      "canonical_pr_number": 46957,
+      "issue_numbers": [],
+      "pr_numbers": [
+        46957,
+        46977
+      ],
+      "evidence_types": [
+        "soft_similarity"
+      ],
+      "pr_comparisons": [
+        {
+          "left_pr_number": 46957,
+          "right_pr_number": 46977,
+          "code_similarity": 0.058,
+          "size_similarity": 0.269,
+          "file_overlap": 0.0,
+          "area_overlap": 0.0,
+          "patch_similarity": 0.029,
+          "shared_filenames": [],
+          "shared_file_areas": []
+        }
+      ]
+    },
+    {
+      "cluster_id": "cluster-44018-2",
+      "summary": "Cluster of 2 related pull requests linked by soft_similarity.",
+      "status": "open",
+      "confidence": 0.5,
+      "canonical_issue_number": null,
+      "canonical_pr_number": 44068,
+      "issue_numbers": [],
+      "pr_numbers": [
+        44018,
+        44068
+      ],
+      "evidence_types": [
+        "soft_similarity"
+      ],
+      "pr_comparisons": [
+        {
+          "left_pr_number": 44018,
+          "right_pr_number": 44068,
+          "code_similarity": 0.766,
+          "size_similarity": 0.939,
+          "file_overlap": 1.0,
+          "area_overlap": 0.425,
+          "patch_similarity": 0.866,
+          "shared_filenames": [
+            "src/transformers/models/gpt_neo/modeling_gpt_neo.py",
+            "tests/models/gpt_neo/test_modeling_gpt_neo.py"
+          ],
+          "shared_file_areas": [
+            {
+              "filename": "src/transformers/models/gpt_neo/modeling_gpt_neo.py",
+              "left_ranges": [
+                [
+                  26,
+                  46
+                ],
+                [
+                  138,
+                  143
+                ],
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+                  798
+                ],
+                [
+                  807,
+                  822
+                ],
+                [
+                  840,
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+                ]
+              ],
+              "right_ranges": [
+                [
+                  26,
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+                ],
+                [
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+                ],
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+                [
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+                [
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+                [
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+                  550
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+                [
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+                  564
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+                [
+                  586,
+                  592
+                ],
+                [
+                  598,
+                  605
+                ],
+                [
+                  618,
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+                ],
+                [
+                  676,
+                  688
+                ],
+                [
+                  699,
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+                ],
+                [
+                  711,
+                  718
+                ],
+                [
+                  731,
+                  748
+                ],
+                [
+                  752,
+                  762
+                ],
+                [
+                  771,
+                  777
+                ],
+                [
+                  782,
+                  789
+                ],
+                [
+                  798,
+                  813
+                ],
+                [
+                  831,
+                  836
+                ]
+              ]
+            },
+            {
+              "filename": "tests/models/gpt_neo/test_modeling_gpt_neo.py",
+              "left_ranges": [
+                [
+                  458,
+                  464
+                ]
+              ],
+              "right_ranges": [
+                [
+                  458,
+                  464
+                ]
+              ]
+            }
+          ]
+        }
+      ]
+    },
+    {
+      "cluster_id": "cluster-46891-2",
+      "summary": "Cluster of 2 related pull requests linked by soft_similarity.",
+      "status": "closed",
+      "confidence": 0.5,
+      "canonical_issue_number": null,
+      "canonical_pr_number": 46891,
+      "issue_numbers": [],
+      "pr_numbers": [
+        46891,
+        46961
+      ],
+      "evidence_types": [
+        "soft_similarity"
+      ],
+      "pr_comparisons": [
+        {
+          "left_pr_number": 46891,
+          "right_pr_number": 46961,
+          "code_similarity": 0.202,
+          "size_similarity": 0.935,
+          "file_overlap": 0.0,
+          "area_overlap": 0.0,
+          "patch_similarity": 0.102,
+          "shared_filenames": [],
+          "shared_file_areas": []
+        }
+      ]
+    }
+  ],
+  "duplicate_issues": [
+    {
+      "cluster_id": "cluster-46894-5",
+      "canonical_issue_number": 46894,
+      "duplicate_issue_numbers": [
+        46897
+      ],
+      "reason": "Issues in cluster-46894-5 are treated as duplicates because they share closing_reference, shared_issue_target, soft_similarity evidence."
+    }
+  ],
+  "duplicate_prs": [
+    {
+      "cluster_id": "cluster-41211-3",
+      "canonical_pr_number": 44339,
+      "duplicate_pr_numbers": [
+        41356
+      ],
+      "target_issue_number": 41211,
+      "reason": "PRs in cluster-41211-3 are treated as duplicates because they converge on issue #41211 with closing_reference evidence."
+    },
+    {
+      "cluster_id": "cluster-43240-3",
+      "canonical_pr_number": 43251,
+      "duplicate_pr_numbers": [
+        43254
+      ],
+      "target_issue_number": 43240,
+      "reason": "PRs in cluster-43240-3 are treated as duplicates because they converge on issue #43240 with closing_reference, shared_issue_target evidence."
+    },
+    {
+      "cluster_id": "cluster-43451-2",
+      "canonical_pr_number": 43451,
+      "duplicate_pr_numbers": [
+        46968
+      ],
+      "target_issue_number": null,
+      "reason": "PRs in cluster-43451-2 are treated as duplicates because they share soft_similarity evidence."
+    },
+    {
+      "cluster_id": "cluster-43698-3",
+      "canonical_pr_number": 43779,
+      "duplicate_pr_numbers": [
+        43816
+      ],
+      "target_issue_number": 43698,
+      "reason": "PRs in cluster-43698-3 are treated as duplicates because they converge on issue #43698 with closing_reference, shared_issue_target evidence."
+    },
+    {
+      "cluster_id": "cluster-43979-11",
+      "canonical_pr_number": 44007,
+      "duplicate_pr_numbers": [
+        43996,
+        44013,
+        44044,
+        44066,
+        44072,
+        44085,
+        44129,
+        44154,
+        44722
+      ],
+      "target_issue_number": 43979,
+      "reason": "PRs in cluster-43979-11 are treated as duplicates because they converge on issue #43979 with closing_reference, shared_issue_target, soft_similarity evidence."
+    },
+    {
+      "cluster_id": "cluster-43998-4",
+      "canonical_pr_number": 43998,
+      "duplicate_pr_numbers": [
+        44001,
+        44002,
+        44004
+      ],
+      "target_issue_number": null,
+      "reason": "PRs in cluster-43998-4 are treated as duplicates because they share soft_similarity evidence."
+    },
+    {
+      "cluster_id": "cluster-44018-2",
+      "canonical_pr_number": 44068,
+      "duplicate_pr_numbers": [
+        44018
+      ],
+      "target_issue_number": null,
+      "reason": "PRs in cluster-44018-2 are treated as duplicates because they share soft_similarity evidence."
+    },
+    {
+      "cluster_id": "cluster-45081-3",
+      "canonical_pr_number": 45317,
+      "duplicate_pr_numbers": [
+        45086
+      ],
+      "target_issue_number": 45081,
+      "reason": "PRs in cluster-45081-3 are treated as duplicates because they converge on issue #45081 with closing_reference, shared_issue_target, soft_similarity evidence."
+    },
+    {
+      "cluster_id": "cluster-45561-3",
+      "canonical_pr_number": 45645,
+      "duplicate_pr_numbers": [
+        45639
+      ],
+      "target_issue_number": 45561,
+      "reason": "PRs in cluster-45561-3 are treated as duplicates because they converge on issue #45561 with closing_reference evidence."
+    },
+    {
+      "cluster_id": "cluster-45647-3",
+      "canonical_pr_number": 45738,
+      "duplicate_pr_numbers": [
+        45737
+      ],
+      "target_issue_number": 45647,
+      "reason": "PRs in cluster-45647-3 are treated as duplicates because they converge on issue #45647 with closing_reference, shared_issue_target evidence."
+    },
+    {
+      "cluster_id": "cluster-46159-3",
+      "canonical_pr_number": 46174,
+      "duplicate_pr_numbers": [
+        46780
+      ],
+      "target_issue_number": 46159,
+      "reason": "PRs in cluster-46159-3 are treated as duplicates because they converge on issue #46159 with closing_reference evidence."
+    },
+    {
+      "cluster_id": "cluster-46305-3",
+      "canonical_pr_number": 46546,
+      "duplicate_pr_numbers": [
+        46310
+      ],
+      "target_issue_number": 46305,
+      "reason": "PRs in cluster-46305-3 are treated as duplicates because they converge on issue #46305 with closing_reference, shared_issue_target, soft_similarity evidence."
+    },
+    {
+      "cluster_id": "cluster-46707-2",
+      "canonical_pr_number": 46836,
+      "duplicate_pr_numbers": [
+        46707
+      ],
+      "target_issue_number": null,
+      "reason": "PRs in cluster-46707-2 are treated as duplicates because they share soft_similarity evidence."
+    },
+    {
+      "cluster_id": "cluster-46869-3",
+      "canonical_pr_number": 46886,
+      "duplicate_pr_numbers": [
+        46922
+      ],
+      "target_issue_number": 46869,
+      "reason": "PRs in cluster-46869-3 are treated as duplicates because they converge on issue #46869 with closing_reference, shared_issue_target evidence."
+    },
+    {
+      "cluster_id": "cluster-46891-2",
+      "canonical_pr_number": 46891,
+      "duplicate_pr_numbers": [
+        46961
+      ],
+      "target_issue_number": null,
+      "reason": "PRs in cluster-46891-2 are treated as duplicates because they share soft_similarity evidence."
+    },
+    {
+      "cluster_id": "cluster-46894-5",
+      "canonical_pr_number": 46903,
+      "duplicate_pr_numbers": [
+        46895,
+        46958
+      ],
+      "target_issue_number": 46894,
+      "reason": "PRs in cluster-46894-5 are treated as duplicates because they converge on issue #46894 with closing_reference, shared_issue_target, soft_similarity evidence."
+    },
+    {
+      "cluster_id": "cluster-46949-3",
+      "canonical_pr_number": 46949,
+      "duplicate_pr_numbers": [
+        46950,
+        46971
+      ],
+      "target_issue_number": null,
+      "reason": "PRs in cluster-46949-3 are treated as duplicates because they share soft_similarity evidence."
+    },
+    {
+      "cluster_id": "cluster-46957-2",
+      "canonical_pr_number": 46957,
+      "duplicate_pr_numbers": [
+        46977
+      ],
+      "target_issue_number": null,
+      "reason": "PRs in cluster-46957-2 are treated as duplicates because they share soft_similarity evidence."
+    }
+  ],
+  "best_issue": {
+    "cluster_id": "cluster-46894-5",
+    "issue_number": 46894,
+    "reason": "Issue #46894 is the strongest global issue candidate because it is open, belongs to a cluster with 5 artifacts, and carries 0 discussion comments plus 6 inbound references.",
+    "score": 156.0
+  },
+  "best_pr": {
+    "cluster_id": "cluster-43979-11",
+    "pr_number": 44007,
+    "reason": "PR #44007 is the strongest global PR candidate because it is open, belongs to a cluster with 11 artifacts, links to 1 issues, and carries 2 review/discussion events.",
+    "score": 238.886
+  }
+}

snapshots/20260630T120021Z/analysis-runs/hybrid-model-20260630t120021z/manifest.json

@@ -0,0 +1,14 @@
+{
+  "analysis_id": "hybrid-model-20260630t120021z",
+  "artifacts": {
+    "hybrid": "snapshots/20260630T120021Z/analysis-runs/hybrid-model-20260630t120021z/analysis-report-hybrid.json",
+    "hybrid_reviews": "snapshots/20260630T120021Z/analysis-runs/hybrid-model-20260630t120021z/analysis-report-hybrid.llm-reviews.json"
+  },
+  "channel": "canonical",
+  "model": null,
+  "published_at": "2026-06-30T12:07:02Z",
+  "repo": "huggingface/transformers",
+  "schema_version": 1,
+  "snapshot_id": "20260630T120021Z",
+  "variant": "hybrid"
+}

snapshots/20260630T120021Z/manifest.json

@@ -32,6 +32,24 @@
     "timeline_events": 1316
   },
   "extracted_at": "2026-06-30T12:00:21Z",
+  "published_analysis": {
+    "canonical_analysis_id": "hybrid-model-20260630t120021z",
+    "runs": {
+      "hybrid-model-20260630t120021z": {
+        "analysis_id": "hybrid-model-20260630t120021z",
+        "artifacts": {
+          "hybrid": "snapshots/20260630T120021Z/analysis-runs/hybrid-model-20260630t120021z/analysis-report-hybrid.json",
+          "hybrid_reviews": "snapshots/20260630T120021Z/analysis-runs/hybrid-model-20260630t120021z/analysis-report-hybrid.llm-reviews.json"
+        },
+        "channel": "canonical",
+        "manifest_path": "snapshots/20260630T120021Z/analysis-runs/hybrid-model-20260630t120021z/manifest.json",
+        "model": null,
+        "published_at": "2026-06-30T12:07:02Z",
+        "variant": "hybrid"
+      }
+    },
+    "schema_version": 1
+  },
   "repo": "huggingface/transformers",
   "snapshot_id": "20260630T120021Z",
   "watermark": {