def test_dropout_backward(self):
rspace, y = self.states.forward(cudnn.get_handle(), self.x, self.ratio)
gx = self.states.backward(cudnn.get_handle(), self.gy, self.ratio,
rspace)
forward_mask = y / self.x
backward_mask = gx / self.gy
# backward_mask must be the same as forward_mask
self.assertTrue(cupy.all(forward_mask == backward_mask))
def get_cudnn_dropout_states_core(thread_id):
states_id = next(_dropout_states_count)
seed = os.getenv('CHAINER_SEED')
if seed is None:
try:
seed_str = binascii.hexlify(os.urandom(8))
seed = numpy.uint64(int(seed_str, 16))
except NotImplementedError:
seed = numpy.uint64(time.clock() * 1000000)
else:
seed = numpy.uint64(seed)
seed += numpy.uint64(states_id)
handle = cudnn.get_handle()
return cudnn.DropoutStates(handle, seed)
def test_dropout_seed(self):
handle = cudnn.get_handle()
# initialize Dropoutstates with the same seed
states2 = cudnn.DropoutStates(handle, self.seed)
rspace, y = self.states.forward(handle, self.x, self.ratio)
rspace2, y2 = states2.forward(handle, self.x, self.ratio)
# forward results must be the same
self.assertTrue(cupy.all(y == y2))
gx = self.states.backward(handle, self.gy, self.ratio, rspace)
gx2 = states2.backward(handle, self.gy, self.ratio, rspace2)
# backward results must be the same
self.assertTrue(cupy.all(gx == gx2))
def get_cudnn_dropout_states_core(thread_id):
states_id = next(_dropout_states_count)
seed = os.getenv('CHAINER_SEED')
if seed is None:
try:
seed_str = binascii.hexlify(os.urandom(8))
seed = numpy.uint64(int(seed_str, 16))
except NotImplementedError:
seed = numpy.uint64(time.clock() * 1000000)
else:
seed = numpy.uint64(seed)
seed += numpy.uint64(states_id)
handle = cudnn.get_handle()
return cudnn.DropoutStates(handle, seed)
def test_dropout_forward(self):
_, y = self.states.forward(cudnn.get_handle(), self.x, self.ratio)
if self.ratio == 0:
self.assertTrue(cupy.all(self.x == y))
else:
self.assertTrue(cupy.all(self.x != y))
def setUp(self):
self.x = testing.shaped_arange((3, 4), cupy, self.dtype)
self.gy = testing.shaped_arange((3, 4), cupy, self.dtype)
self.states = cudnn.DropoutStates(cudnn.get_handle(), self.seed)
