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https://github.com/wassname/scikit-image.git
synced 2026-07-24 13:20:43 +08:00
add assertion checks to ensure data shape is unchanged
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@@ -51,10 +51,12 @@ def test_2d_bf():
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data, labels = make_2d_syntheticdata(lx, ly)
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labels_bf = random_walker(data, labels, beta=90, mode='bf')
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assert (labels_bf[25:45, 40:60] == 2).all()
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assert data.shape == labels.shape
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full_prob_bf = random_walker(data, labels, beta=90, mode='bf',
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return_full_prob=True)
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assert (full_prob_bf[1, 25:45, 40:60] >=
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full_prob_bf[0, 25:45, 40:60]).all()
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assert data.shape == labels.shape
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# Now test with more than two labels
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labels[55, 80] = 3
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full_prob_bf = random_walker(data, labels, beta=90, mode='bf',
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@@ -62,6 +64,7 @@ def test_2d_bf():
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assert (full_prob_bf[1, 25:45, 40:60] >=
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full_prob_bf[0, 25:45, 40:60]).all()
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assert len(full_prob_bf) == 3
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assert data.shape == labels.shape
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def test_2d_cg():
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@@ -70,10 +73,12 @@ def test_2d_cg():
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data, labels = make_2d_syntheticdata(lx, ly)
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labels_cg = random_walker(data, labels, beta=90, mode='cg')
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assert (labels_cg[25:45, 40:60] == 2).all()
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assert data.shape == labels.shape
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full_prob = random_walker(data, labels, beta=90, mode='cg',
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return_full_prob=True)
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assert (full_prob[1, 25:45, 40:60] >=
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full_prob[0, 25:45, 40:60]).all()
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assert data.shape == labels.shape
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return data, labels_cg
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@@ -83,10 +88,12 @@ def test_2d_cg_mg():
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data, labels = make_2d_syntheticdata(lx, ly)
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labels_cg_mg = random_walker(data, labels, beta=90, mode='cg_mg')
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assert (labels_cg_mg[25:45, 40:60] == 2).all()
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assert data.shape == labels.shape
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full_prob = random_walker(data, labels, beta=90, mode='cg_mg',
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return_full_prob=True)
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assert (full_prob[1, 25:45, 40:60] >=
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full_prob[0, 25:45, 40:60]).all()
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assert data.shape == labels.shape
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return data, labels_cg_mg
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@@ -98,6 +105,7 @@ def test_types():
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data = data.astype(np.uint8)
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labels_cg_mg = random_walker(data, labels, beta=90, mode='cg_mg')
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assert (labels_cg_mg[25:45, 40:60] == 2).all()
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assert data.shape == labels.shape
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return data, labels_cg_mg
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@@ -108,6 +116,7 @@ def test_reorder_labels():
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labels[labels == 2] = 4
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labels_bf = random_walker(data, labels, beta=90, mode='bf')
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assert (labels_bf[25:45, 40:60] == 2).all()
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assert data.shape == labels.shape
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return data, labels_bf
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@@ -119,6 +128,7 @@ def test_2d_inactive():
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labels[46:50, 33:38] = -2
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labels = random_walker(data, labels, beta=90)
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assert (labels.reshape((lx, ly))[25:45, 40:60] == 2).all()
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assert data.shape == labels.shape
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return data, labels
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@@ -128,6 +138,7 @@ def test_3d():
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data, labels = make_3d_syntheticdata(lx, ly, lz)
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labels = random_walker(data, labels, mode='cg')
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assert (labels.reshape(data.shape)[13:17, 13:17, 13:17] == 2).all()
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assert data.shape == labels.shape
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return data, labels
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@@ -140,6 +151,7 @@ def test_3d_inactive():
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after_labels = np.copy(labels)
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labels = random_walker(data, labels, mode='cg')
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assert (labels.reshape(data.shape)[13:17, 13:17, 13:17] == 2).all()
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assert data.shape == labels.shape
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return data, labels, old_labels, after_labels
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@@ -151,6 +163,7 @@ def test_multispectral_2d():
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assert data[..., 0].shape == labels.shape
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single_labels = random_walker(data[..., 0], labels, mode='cg')
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assert (multi_labels.reshape(labels.shape)[25:45, 40:60] == 2).all()
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assert data[..., 0].shape == labels.shape
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return data, multi_labels, single_labels, labels
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@@ -164,6 +177,7 @@ def test_multispectral_3d():
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single_labels = random_walker(data[..., 0], labels, mode='cg')
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assert (multi_labels.reshape(labels.shape)[13:17, 13:17, 13:17] == 2).all()
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assert (single_labels.reshape(labels.shape)[13:17, 13:17, 13:17] == 2).all()
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assert data[..., 0].shape == labels.shape
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return data, multi_labels, single_labels, labels
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