From f49674f40d898889ffc98ec3137ef710a2d85ae3 Mon Sep 17 00:00:00 2001
From: "copilot-swe-agent[bot]" <198982749+Copilot@users.noreply.github.com>
Date: Thu, 19 Feb 2026 12:43:57 +0000
Subject: [PATCH 1/2] Initial plan


From 124ea90ebd45ac2895e8d28832966b91cf9a2c43 Mon Sep 17 00:00:00 2001
From: "copilot-swe-agent[bot]" <198982749+Copilot@users.noreply.github.com>
Date: Thu, 19 Feb 2026 12:47:48 +0000
Subject: [PATCH 2/2] Fix extended_metrics ValueError when IoU=0.50 absent from
 iouThrs; add tests

Co-authored-by: Borda <6035284+Borda@users.noreply.github.com>
---
 faster_coco_eval/core/faster_eval_api.py |  8 +++-
 tests/test_simple_extra.py               | 57 ++++++++++++++++++++++++
 2 files changed, 64 insertions(+), 1 deletion(-)

diff --git a/faster_coco_eval/core/faster_eval_api.py b/faster_coco_eval/core/faster_eval_api.py
index 2c56290..375ff0e 100644
--- a/faster_coco_eval/core/faster_eval_api.py
+++ b/faster_coco_eval/core/faster_eval_api.py
@@ -235,7 +235,13 @@ def extended_metrics(self):
         iou_thrs, rec_thrs = self.params.iouThrs, self.params.recThrs
 
         # Indices for IoU=0.50, first area, and last max dets
-        iou50_idx, area_idx, maxdet_idx = (np.argwhere(np.isclose(iou_thrs, 0.50)).item(), 0, -1)
+        _iou50_hits = np.where(np.isclose(iou_thrs, 0.50))[0]
+        if len(_iou50_hits) == 0:
+            raise ValueError(
+                "extended_metrics requires IoU threshold 0.50, "
+                f"but it is not present in params.iouThrs={iou_thrs.tolist()}."
+            )
+        iou50_idx, area_idx, maxdet_idx = (int(_iou50_hits[0]), 0, -1)
         P = self.eval["precision"]
         S = self.eval["scores"]
 
diff --git a/tests/test_simple_extra.py b/tests/test_simple_extra.py
index 2eb8974..8e063fa 100644
--- a/tests/test_simple_extra.py
+++ b/tests/test_simple_extra.py
@@ -3,6 +3,7 @@
 import numpy as np
 import pytest
 
+from faster_coco_eval import COCO, COCOeval_faster
 from faster_coco_eval.extra.extra import ExtraEval
 
 
@@ -165,3 +166,59 @@ def test_fn_image_ann_map_with_fns():
         assert len(fn_map) == 2
         assert fn_map[1] == {1, 2}
         assert fn_map[2] == {4}
+
+
+def _make_coco_eval(iou_thrs=None):
+    """Helper: build a minimal COCOeval_faster with optional custom iouThrs."""
+    image_id = 1
+    SIZE = 200
+    bbox = [0.0, 0.0, float(SIZE), float(SIZE)]
+
+    coco_gt = COCO()
+    coco_gt.dataset = {
+        "images": [{"id": image_id, "width": 1000, "height": 1000}],
+        "annotations": [
+            {
+                "id": 1,
+                "image_id": image_id,
+                "category_id": 1,
+                "bbox": bbox,
+                "area": SIZE * SIZE,
+                "iscrowd": 0,
+            }
+        ],
+        "categories": [{"id": 1, "name": "cat1"}],
+    }
+    coco_gt.createIndex()
+
+    pred_bbox = [10.0, 10.0, float(SIZE - 20), float(SIZE - 20)]
+    coco_dt = coco_gt.loadRes([
+        {"image_id": image_id, "category_id": 1, "bbox": pred_bbox, "score": 0.9}
+    ])
+
+    coco_eval = COCOeval_faster(coco_gt, coco_dt, iouType="bbox")
+    if iou_thrs is not None:
+        coco_eval.params.iouThrs = np.array(iou_thrs)
+    coco_eval.evaluate()
+    coco_eval.accumulate()
+    coco_eval.summarize()
+    return coco_eval
+
+
+def test_extended_metrics_raises_when_iou50_missing():
+    """extended_metrics must raise ValueError when 0.50 is absent from iouThrs."""
+    coco_eval = _make_coco_eval(iou_thrs=[0.55, 0.65, 0.75, 0.85, 0.95])
+    with pytest.raises(ValueError, match="0.50"):
+        _ = coco_eval.extended_metrics
+
+
+def test_extended_metrics_works_with_iou50():
+    """extended_metrics must succeed when 0.50 is present in iouThrs."""
+    # Default iouThrs includes 0.50
+    coco_eval = _make_coco_eval()
+
+    result = coco_eval.extended_metrics
+    assert "map" in result
+    assert "precision" in result
+    assert "recall" in result
+    assert "class_map" in result