add test_evaluate_detection_batch
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@ -39,6 +39,7 @@ for class_id, count in zip(*np.unique(PREDICTIONS[:, 5], return_counts=True)):
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IDEAL_RESULT[class_id, class_id] = count
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classes = np.arange(80)
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num_classes = len(classes)
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@pytest.mark.parametrize(
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@ -77,8 +78,40 @@ def test_from_detections(
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assert np.array_equal(result.matrix, expected_result)
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def test_evaluate_detection_batch():
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...
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@pytest.mark.parametrize(
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"predictions, targets, num_classes, conf_threshold, iou_threshold, expected_result, exception",
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[
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(
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CERTAIN_DETECTIONS,
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DETECTIONS,
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num_classes,
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0.3,
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0.5,
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IDEAL_RESULT,
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DoesNotRaise(),
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)
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],
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)
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def test_evaluate_detection_batch(
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predictions,
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targets,
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num_classes,
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conf_threshold,
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iou_threshold,
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expected_result: Optional[np.ndarray],
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exception: Exception,
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):
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with exception:
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result = ConfusionMatrix._evaluate_detection_batch(
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true_detections=targets,
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pred_detections=predictions,
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num_classes=num_classes,
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conf_threshold=conf_threshold,
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iou_threshold=iou_threshold,
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)
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assert result.diagonal().sum() == result.sum()
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assert np.array_equal(result, expected_result)
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def test_drop_extra_matches():
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@ -87,3 +120,7 @@ def test_drop_extra_matches():
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def test_benchmark():
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...
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def test_from_matrix():
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...
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