def init_param():
sz1_i, sz1_o = 784, 512
theta1 = [shared(tmp, borrow=True)
for tmp in params_init.for_matrix(sz1_i, sz1_o, rng=rng)]
sz2_i, sz2_o = 512, 256
theta2 = [shared(tmp, borrow=True)
for tmp in params_init.for_matrix(sz2_i, sz2_o, rng=rng)]
sz3_i, sz3_o = 256, 10
theta3 = [shared(tmp, borrow=True)
for tmp in params_init.for_matrix(sz3_i, sz3_o, rng=rng)]
return theta1 + theta2 + theta3
def init_param():
sz1_i, sz1_o = (1, 5, 5), (16,)
sz1_pool = (2, 2)
theta1 = [shared(tmp, borrow=True) for tmp in params_init.for_conv(sz1_i, sz1_o, sz1_pool, rng=rng)]
sz2_i, sz2_o = (16, 5, 5), (16,)
sz2_pool = (2, 2)
theta2 = [shared(tmp, borrow=True) for tmp in params_init.for_conv(sz2_i, sz2_o, sz2_pool, rng=rng)]
sz3_i, sz3_o = 256, 128
theta3 = [shared(tmp, borrow=True) for tmp in params_init.for_matrix(sz3_i, sz3_o, rng=rng)]
sz4_i, sz4_o = 128, 10
theta4 = [shared(tmp, borrow=True) for tmp in params_init.for_matrix(sz4_i, sz4_o, rng=rng)]
return theta1 + theta2 + theta3 + theta4
