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add test for cls_postprocess (#12534)
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@@ -27,4 +27,4 @@ jobs: | |
pip install -e . | ||
- name: Test with pytest | ||
run: | | ||
pytest tests/ | ||
pytest --verbose tests/ |
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import os | ||
import sys | ||
import pytest | ||
import paddle | ||
import numpy as np | ||
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current_dir = os.path.dirname(os.path.abspath(__file__)) | ||
sys.path.append(os.path.abspath(os.path.join(current_dir, ".."))) | ||
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from ppocr.postprocess.cls_postprocess import ClsPostProcess | ||
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# Fixtures for common test inputs | ||
@pytest.fixture | ||
def preds_tensor(): | ||
return paddle.to_tensor(np.array([[0.1, 0.7, 0.2], [0.3, 0.3, 0.4]])) | ||
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@pytest.fixture | ||
def label_list(): | ||
return {0: "class0", 1: "class1", 2: "class2"} | ||
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# Parameterize tests to cover multiple scenarios | ||
@pytest.mark.parametrize( | ||
"label_list, expected", | ||
[ | ||
({0: "class0", 1: "class1", 2: "class2"}, [("class1", 0.7), ("class2", 0.4)]), | ||
(None, [(1, 0.7), (2, 0.4)]), | ||
], | ||
) | ||
def test_cls_post_process_with_and_without_label_list( | ||
preds_tensor, label_list, expected | ||
): | ||
post_process = ClsPostProcess(label_list=label_list) | ||
result = post_process(preds_tensor) | ||
assert isinstance(result, list), "Result should be a list" | ||
assert result == expected, f"Expected {expected}, got {result}" | ||
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# Test with a key in the prediction dictionary | ||
def test_cls_post_process_with_key(preds_tensor, label_list): | ||
preds_dict = {"key": preds_tensor} | ||
post_process = ClsPostProcess(label_list=label_list, key="key") | ||
result = post_process(preds_dict) | ||
expected = [("class1", 0.7), ("class2", 0.4)] | ||
assert isinstance(result, list), "Result should be a list" | ||
assert result == expected, f"Expected {expected}, got {result}" | ||
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# Test with label input | ||
def test_cls_post_process_with_label(preds_tensor, label_list): | ||
labels = [2, 0] | ||
post_process = ClsPostProcess(label_list=label_list) | ||
result, label_result = post_process(preds_tensor, labels) | ||
expected_result = [("class1", 0.7), ("class2", 0.4)] | ||
expected_label_result = [("class2", 1.0), ("class0", 1.0)] | ||
assert isinstance(result, list), "Result should be a list" | ||
assert result == expected_result, f"Expected {expected_result}, got {result}" | ||
assert isinstance(label_result, list), "Label result should be a list" | ||
assert ( | ||
label_result == expected_label_result | ||
), f"Expected {expected_label_result}, got {label_result}" |