adding more nodes
This commit is contained in:
54
tests/node_tests/outlier_mask.py
Normal file
54
tests/node_tests/outlier_mask.py
Normal file
@@ -0,0 +1,54 @@
|
||||
import numpy as np
|
||||
import pytest
|
||||
from tests.node_tests._shared import make_field
|
||||
from backend.nodes.helpers import mask_to_bool
|
||||
|
||||
|
||||
def test_outlier_mask_detects_spikes():
|
||||
from backend.nodes.outlier_mask import OutlierMask
|
||||
|
||||
node = OutlierMask()
|
||||
data = np.zeros((64, 64))
|
||||
data[30, 30] = 100.0 # extreme spike
|
||||
field = make_field(data=data)
|
||||
mask, = node.process(field, 3.0, "both")
|
||||
binary = mask_to_bool(mask)
|
||||
assert binary[30, 30] # spike should be flagged
|
||||
|
||||
|
||||
def test_outlier_mask_clean_field():
|
||||
from backend.nodes.outlier_mask import OutlierMask
|
||||
|
||||
node = OutlierMask()
|
||||
# Uniform field has no outliers
|
||||
field = make_field(data=np.ones((32, 32)) * 5.0)
|
||||
mask, = node.process(field, 3.0, "both")
|
||||
assert mask_to_bool(mask).sum() == 0
|
||||
|
||||
|
||||
def test_outlier_mask_high_only():
|
||||
from backend.nodes.outlier_mask import OutlierMask
|
||||
|
||||
node = OutlierMask()
|
||||
data = np.zeros((64, 64))
|
||||
data[10, 10] = 100.0 # high spike
|
||||
data[50, 50] = -100.0 # low spike
|
||||
field = make_field(data=data)
|
||||
mask, = node.process(field, 3.0, "high")
|
||||
binary = mask_to_bool(mask)
|
||||
assert binary[10, 10]
|
||||
assert not binary[50, 50]
|
||||
|
||||
|
||||
def test_outlier_mask_low_only():
|
||||
from backend.nodes.outlier_mask import OutlierMask
|
||||
|
||||
node = OutlierMask()
|
||||
data = np.zeros((64, 64))
|
||||
data[10, 10] = 100.0
|
||||
data[50, 50] = -100.0
|
||||
field = make_field(data=data)
|
||||
mask, = node.process(field, 3.0, "low")
|
||||
binary = mask_to_bool(mask)
|
||||
assert not binary[10, 10]
|
||||
assert binary[50, 50]
|
||||
Reference in New Issue
Block a user