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	* Update deepface requirement from <=0.0.75 to <=0.0.92 --- updated-dependencies: - dependency-name: deepface dependency-type: direct:production ... Signed-off-by: dependabot[bot] <support@github.com> * more extensive testing for faces, adapt changes from deepface * include gender threshold in display and notebook * update documentation * increase detection threshold for tests * update handling of missing dict keys * update notebook * make sure text was found on image before analysing --------- Signed-off-by: dependabot[bot] <support@github.com> Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com> Co-authored-by: Inga Ulusoy <inga.ulusoy@uni-heidelberg.de>
		
			
				
	
	
		
			153 строки
		
	
	
		
			5.2 KiB
		
	
	
	
		
			Python
		
	
	
	
	
	
			
		
		
	
	
			153 строки
		
	
	
		
			5.2 KiB
		
	
	
	
		
			Python
		
	
	
	
	
	
import json
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import pandas as pd
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import ammico.utils as ut
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import pytest
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import os
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def test_find_files(get_path):
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    with pytest.raises(FileNotFoundError):
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        ut.find_files(path=".", pattern="*.png")
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    result_jpg = ut.find_files(path=get_path, pattern=".jpg", recursive=True, limit=10)
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    assert 0 < len(result_jpg) <= 10
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    result_png = ut.find_files(path=get_path, pattern=".png", recursive=True, limit=10)
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    assert 0 < len(result_png) <= 10
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    result_png_jpg = ut.find_files(
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        path=get_path, pattern=["png", "jpg"], recursive=True, limit=10
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    )
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    assert 0 < len(result_png_jpg) <= 10
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    result_png_jpg = ut.find_files(
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        path=get_path, pattern=["png", "jpg"], recursive=True, limit=4
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    )
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    assert 0 < len(result_png_jpg) <= 4
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    result_png_jpg = ut.find_files(
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        path=get_path, pattern=["png", "jpg"], recursive=True, limit=[2, 4]
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    )
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    assert 0 < len(result_png_jpg) <= 2
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    one_dir_up_path = os.path.join(get_path, "..")
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    with pytest.raises(FileNotFoundError):
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        ut.find_files(
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            path=one_dir_up_path, pattern=["png", "jpg"], recursive=False, limit=[2, 4]
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        )
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    result_png_jpg = ut.find_files(
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        path=one_dir_up_path, pattern=["png", "jpg"], recursive=True, limit=[2, 4]
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    )
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    assert 0 < len(result_png_jpg) <= 2
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    result_png_jpg = ut.find_files(
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        path=get_path, pattern=["png", "jpg"], recursive=True, limit=None
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    )
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    assert 0 < len(result_png_jpg)
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    result_png_jpg = ut.find_files(
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        path=get_path, pattern=["png", "jpg"], recursive=True, limit=-1
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    )
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    assert 0 < len(result_png_jpg)
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    result_png_jpg_rdm1 = ut.find_files(
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        path=get_path, pattern=["png", "jpg"], recursive=True, limit=2, random_seed=1
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    )
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    result_png_jpg_rdm2 = ut.find_files(
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        path=get_path, pattern=["png", "jpg"], recursive=True, limit=2, random_seed=2
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    )
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    assert result_png_jpg_rdm1 != result_png_jpg_rdm2
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    assert len(result_png_jpg_rdm1) == len(result_png_jpg_rdm2)
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    with pytest.raises(ValueError):
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        ut.find_files(path=get_path, pattern=["png", "jpg"], recursive=True, limit=-2)
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    with pytest.raises(ValueError):
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        ut.find_files(
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            path=get_path, pattern=["png", "jpg"], recursive=True, limit=[2, 4, 5]
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        )
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    with pytest.raises(ValueError):
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        ut.find_files(path=get_path, pattern=["png", "jpg"], recursive=True, limit=[2])
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    with pytest.raises(ValueError):
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        ut.find_files(
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            path=get_path, pattern=["png", "jpg"], recursive=True, limit="limit"
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        )
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def test_initialize_dict(get_path):
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    result = [
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        "./test/data/image_faces.jpg",
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        "./test/data/image_objects.jpg",
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    ]
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    mydict = ut.initialize_dict(result)
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    with open(get_path + "example_utils_init_dict.json", "r") as file:
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        out_dict = json.load(file)
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    assert mydict == out_dict
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def test_check_for_missing_keys():
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    mydict = {
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        "file1": {"faces": "Yes", "text_english": "Something"},
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        "file2": {"faces": "No", "text_english": "Otherthing"},
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    }
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    # check that dict is not changed
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    mydict2 = ut._check_for_missing_keys(mydict)
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    assert mydict2 == mydict
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    # check that dict is updated if key is missing
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    mydict = {
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        "file1": {"faces": "Yes", "text_english": "Something"},
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        "file2": {"faces": "No"},
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    }
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    mydict2 = ut._check_for_missing_keys(mydict)
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    assert mydict2["file2"] == {"faces": "No", "text_english": None}
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    # check that dict is updated if more than one key is missing
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    mydict = {"file1": {"faces": "Yes", "text_english": "Something"}, "file2": {}}
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    mydict2 = ut._check_for_missing_keys(mydict)
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    assert mydict2["file2"] == {"faces": None, "text_english": None}
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def test_append_data_to_dict(get_path):
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    with open(get_path + "example_append_data_to_dict_in.json", "r") as file:
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        mydict = json.load(file)
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    outdict = ut.append_data_to_dict(mydict)
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    print(outdict)
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    with open(get_path + "example_append_data_to_dict_out.json", "r") as file:
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        example_outdict = json.load(file)
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    assert outdict == example_outdict
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def test_dump_df(get_path):
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    with open(get_path + "example_append_data_to_dict_out.json", "r") as file:
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        outdict = json.load(file)
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    df = ut.dump_df(outdict)
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    out_df = pd.read_csv(get_path + "example_dump_df.csv", index_col=[0])
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    pd.testing.assert_frame_equal(df, out_df)
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def test_get_dataframe(get_path):
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    with open(get_path + "example_append_data_to_dict_in.json", "r") as file:
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        mydict = json.load(file)
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    out_df = pd.read_csv(get_path + "example_dump_df.csv", index_col=[0])
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    df = ut.get_dataframe(mydict)
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    df.to_csv("data_out.csv")
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    pd.testing.assert_frame_equal(df, out_df)
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def test_is_interactive():
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    assert ut.is_interactive
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def test_get_color_table():
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    colors = ut.get_color_table()
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    assert colors["Pink"] == {
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        "ColorName": [
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            "Pink",
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            "LightPink",
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            "HotPink",
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            "DeepPink",
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            "PaleVioletRed",
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            "MediumVioletRed",
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        ],
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        "HEX": ["#FFC0CB", "#FFB6C1", "#FF69B4", "#FF1493", "#DB7093", "#C71585"],
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    }
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