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import pytest |
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3
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4
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@pytest.fixture |
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5
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def map_manager(somagic): |
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return somagic.map.manager |
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8
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9
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@pytest.fixture |
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def test_data(test_dataset): |
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from collections import OrderedDict |
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from so_magic.som.manager import MapId |
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map_specs = OrderedDict([ |
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('nb-cols', 4), |
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('nb-rows', 5), |
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('initialization', 'pca'), |
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('maptype', 'toroid'), |
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('gridtype', 'hexagonal'), |
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]) |
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return type('TestData', (object,), { |
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'map_parameters': type('SomModelParameters', (object,), { |
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'args': (test_dataset[0], map_specs['nb-cols'], map_specs['nb-rows']), |
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'kwargs': {k: map_specs[k] for k in ('initialization', 'maptype', 'gridtype')} |
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}), |
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'get_runtime_map_id': lambda x: MapId.from_self_organizing_map(x), |
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'expected_map_id': MapId(*[test_dataset[0].name] + list(map_specs.values())), |
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}) |
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@pytest.fixture |
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def test_soms(map_manager, test_data): |
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som1 = map_manager.get_map(*test_data.map_parameters.args, **test_data.map_parameters.kwargs) |
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som2 = map_manager.get_map(*test_data.map_parameters.args, **test_data.map_parameters.kwargs) |
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return [som1, som2] |
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def test_memoize_behaviour(test_soms): |
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assert id(test_soms[0]) == id(test_soms[1]) |
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40
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41
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def test_map_id(test_soms, test_data): |
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map_id = test_data.get_runtime_map_id(test_soms[0]) |
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assert str(map_id) == str(test_data.expected_map_id) |
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assert dict(map_id) == dict(test_data.expected_map_id) |
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assert str(map_id) == test_soms[0].get_map_id() |
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47
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48
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def test_clustering_behaviour(test_soms): |
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assert test_soms[0].nb_clusters == 0 |
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with pytest.raises(TypeError, match="'NoneType' object is not subscriptable"): |
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_ = test_soms[0].visual_umatrix |
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54
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# tightly depends on the current implementation that requires to invoke the 'cluster' method of a SelfOrganisingMap |
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# instance to do 'clustering' on the output of the self-organising map training/learning algorithm |
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test_soms[0].cluster(4, random_state=1) |
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assert test_soms[0].nb_clusters == 4 |
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59
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umatrix_str_representation = test_soms[0].visual_umatrix |
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assert umatrix_str_representation == '3 3 3 3\n' \ |
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'2 0 0 0\n' \ |
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'2 2 0 0\n' \ |
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'1 1 1 1\n' \ |
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'1 1 1 1\n' |
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assert test_soms[0].datapoint_coordinates(0) == (2, 1) |
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boromir674 /
so-magic
