joddiy commented on issue #541: added 4d test on batchnorm
URL: https://github.com/apache/incubator-singa/pull/541#issuecomment-540600410
hi, shicong, the result still has a little error, please check with the
following case:
```
def _batchnorm_test_mode(x, s, bias, mean, var, epsilon=1e-5): #
type: ignore
dims_x = len(x.shape)
dim_ones = (1,) * (dims_x - 2)
s = s.reshape(-1, *dim_ones)
bias = bias.reshape(-1, *dim_ones)
mean = mean.reshape(-1, *dim_ones)
var = var.reshape(-1, *dim_ones)
return s * (x - mean) / np.sqrt(var + epsilon) + bias
# input size: (1, 2, 1, 3)
x = np.array(-1, 0, 1]], [[2, 3, 4).astype(np.float32)
s = np.array([1.0, 1.5]).astype(np.float32)
bias = np.array([0, 1]).astype(np.float32)
mean = np.array([0, 3]).astype(np.float32)
var = np.array([1, 1.5]).astype(np.float32)
y = _batchnorm_test_mode(x, s, bias, mean, var).astype(np.float32)
```
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