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import unittest
import tempfile
import os
import six
import caffe
class SimpleParamLayer(caffe.Layer):
"""A layer that just multiplies by the numeric value of its param string"""
def setup(self, bottom, top):
try:
self.value = float(self.param_str)
except ValueError:
raise ValueError("Parameter string must be a legible float")
def reshape(self, bottom, top):
top[0].reshape(*bottom[0].data.shape)
def forward(self, bottom, top):
top[0].data[...] = self.value * bottom[0].data
def backward(self, top, propagate_down, bottom):
bottom[0].diff[...] = self.value * top[0].diff
def python_param_net_file():
with tempfile.NamedTemporaryFile(mode='w+', delete=False) as f:
f.write("""name: 'pythonnet' force_backward: true
input: 'data' input_shape { dim: 10 dim: 9 dim: 8 }
layer { type: 'Python' name: 'mul10' bottom: 'data' top: 'mul10'
python_param { module: 'test_python_layer_with_param_str'
layer: 'SimpleParamLayer' param_str: '10' } }
layer { type: 'Python' name: 'mul2' bottom: 'mul10' top: 'mul2'
python_param { module: 'test_python_layer_with_param_str'
layer: 'SimpleParamLayer' param_str: '2' } }""")
return f.name
@unittest.skipIf('Python' not in caffe.layer_type_list(),
'Caffe built without Python layer support')
class TestLayerWithParam(unittest.TestCase):
def setUp(self):
net_file = python_param_net_file()
self.net = caffe.Net(net_file, caffe.TRAIN)
os.remove(net_file)
def test_forward(self):
x = 8
self.net.blobs['data'].data[...] = x
self.net.forward()
for y in self.net.blobs['mul2'].data.flat:
self.assertEqual(y, 2 * 10 * x)
def test_backward(self):
x = 7
self.net.blobs['mul2'].diff[...] = x
self.net.backward()
for y in self.net.blobs['data'].diff.flat:
self.assertEqual(y, 2 * 10 * x)
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