code: def test_softmax_with_bias_float16():
      softmax_with_bias_unittest_template(
          dtypeInput="float16", dtypeBias="float32"
      )
      softmax_with_bias_unittest_template(
          dtypeInput="float16", dtypeBias="float16"
      )
      softmax_with_bias_unittest_template(
          dtypeInput="float32", dtypeBias="float16"
      )
  
imports: from __future__ import absolute_import, print_function, division
  import numpy
  import unittest
  import theano
  import theano.tensor
  import theano.tests.unittest_tools
  from .config import mode_with_gpu, mode_without_gpu
  from ..nnet import GpuCrossentropySoftmaxArgmax1HotWithBias, GpuCrossentropySoftmax1HotWithBiasDx, GpuSoftmaxWithBias, GpuSoftmax
label_desc: Use image node_id 3 for calling a global function with example usage: test_softmax_with_bias_float16() without return types