提交 32313994 编写于 作者: Y Yang Yu

Add forward test with mem

上级 2bfa9796
......@@ -211,5 +211,67 @@ class TestSimpleMul(unittest.TestCase):
self.assertTrue(numpy.allclose(w_g_num, w_g, rtol=0.05))
class TestSimpleMulWithMemory(unittest.TestCase):
DATA_WIDTH = 32
HIDDEN_WIDTH = 10
DATA_NAME = 'X'
PARAM_NAME = 'W'
class SimpleMulWithMemory(BaseRNN):
def __init__(self):
super(TestSimpleMulWithMemory.SimpleMulWithMemory, self).__init__({
TestSimpleMulWithMemory.DATA_NAME: {
'shape': [TestSimpleMulWithMemory.DATA_WIDTH]
}
}, {'Mem': {
'shape': [TestSimpleMulWithMemory.HIDDEN_WIDTH]
}}, {
TestSimpleMulWithMemory.PARAM_NAME: {
'shape': [
TestSimpleMulWithMemory.DATA_WIDTH,
TestSimpleMulWithMemory.HIDDEN_WIDTH
]
}
}, ['Out'])
def step(self, X, Mem, W, Out):
o = numpy.matmul(X, W)
assert isinstance(Mem, Memory)
o += Mem.ex
Mem.update(o)
assert isinstance(Out, Output)
Out.out(o)
@prog_scope()
def test_forward_backward(self):
py_rnn = TestSimpleMulWithMemory.SimpleMulWithMemory()
data = fluid.layers.data(
name=self.DATA_NAME, shape=[self.DATA_WIDTH], lod_level=1)
rnn = fluid.layers.DynamicRNN()
with rnn.block():
d = rnn.step_input(data)
mem = rnn.memory(value=0.0, shape=[self.HIDDEN_WIDTH])
hidden = fluid.layers.fc(input=d,
size=self.HIDDEN_WIDTH,
param_attr=self.PARAM_NAME,
bias_attr=False,
act=None)
o = fluid.layers.elementwise_add(x=hidden, y=mem)
rnn.update_memory(mem, o)
rnn.output(o)
out = rnn()
last = fluid.layers.sequence_pool(input=out, pool_type='last')
cpu = fluid.CPUPlace()
exe = fluid.Executor(cpu)
last_np, = exe.run(feed=py_rnn.to_feed(cpu), fetch_list=[last])
last_by_py, = py_rnn.exe().values()
self.assertTrue(numpy.allclose(last_np, last_by_py))
if __name__ == '__main__':
unittest.main()
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