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Reduce n_centers in dataset to make test_kmeans more stable in comparing centers (#859)
--------- Signed-off-by: Jinfeng <[email protected]>
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python/tests/test_kmeans.py

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@@ -302,6 +302,7 @@ def test_kmeans_numeric_type(gpu_number: int, data_type: str) -> None:
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kmeans.fit(df)
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@pytest.mark.xfail
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@pytest.mark.parametrize("feature_type", pyspark_supported_feature_types)
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@pytest.mark.parametrize("data_shape", [(1000, 20)], ids=idfn)
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@pytest.mark.parametrize("data_type", cuml_supported_data_types)
@@ -322,7 +323,9 @@ def test_kmeans(
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n_rows = data_shape[0]
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n_cols = data_shape[1]
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n_clusters = 8
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n_clusters = 4
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tol = 1.0e-20
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seed = 42 # This does not guarantee deterministic centers in 25.02.
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cluster_std = 1.0
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tolerance = 0.001
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@@ -333,7 +336,11 @@ def test_kmeans(
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from cuml import KMeans as cuKMeans
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cuml_kmeans = cuKMeans(
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n_clusters=n_clusters, output_type="numpy", tol=1.0e-20, verbose=6
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n_clusters=n_clusters,
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output_type="numpy",
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tol=tol,
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random_state=seed,
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verbose=6,
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)
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import cudf
@@ -348,7 +355,7 @@ def test_kmeans(
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)
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kmeans = KMeans(
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num_workers=gpu_number, n_clusters=n_clusters, verbose=6
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num_workers=gpu_number, n_clusters=n_clusters, tol=tol, seed=seed, verbose=6
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).setFeaturesCol(features_col)
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kmeans_model = kmeans.fit(df)

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