[onert-micro] proprocessing phase for cmsisnn Softmax

- Add missing part for cmsisnn softmax

ONE-DCO-1.0-Signed-off-by: Chunseok Lee <[email protected]>

onert-micro/onert-micro/include/execute/OMUtils.h

@@ -167,6 +167,17 @@ OMStatus TISOHeader(const OMExecuteArgs &execute_args, const circle::Tensor **in
                     const circle::Tensor **input2, const circle::Tensor **output,
                     OMRuntimeKernel *runtime_kernel);
 
+inline int calculateInputRadius(int input_integer_bits, int input_left_shift, int total_signed_bits)
+{
+  const double max_input_rescaled = 1.0 * ((1 << input_integer_bits) - 1) *
+                                    (1LL << (total_signed_bits - input_integer_bits)) /
+                                    (1LL << input_left_shift);
+  // Tighten bound using floor.  Suppose that we could use the exact value.
+  // After scaling the difference, the result would be at the maximum.  Thus we
+  // must ensure that our value has lower magnitude.
+  return static_cast<int>(std::floor(max_input_rescaled));
+}
+
 } // namespace execute
 } // namespace onert_micro
 

onert-micro/onert-micro/src/execute/kernels/Softmax.cpp

@@ -23,6 +23,8 @@
 
 #include "PALSoftmax.h"
 
+#include "execute/OMUtils.h"
+
 using namespace onert_micro;
 using namespace onert_micro::execute;
 
@@ -32,6 +34,18 @@ namespace
 constexpr uint32_t inputTensorIdx = 0;
 constexpr uint32_t outputTensorIdx = 0;
 
+static const int kScaledDiffIntegerBits = 5;
+void preprocessSoftmaxScaling(double beta, double input_scale, int input_integer_bits,
+                              int32_t *quantized_multiplier, int *left_shift)
+{
+  const double max_real_multiplier = (1LL << 31) - 1.0;
+  const double input_beta_real_multiplier =
+    std::min<double>(beta * input_scale * (1 << (31 - input_integer_bits)), max_real_multiplier);
+
+  onert_micro::execute::quantizeMultiplier(input_beta_real_multiplier, quantized_multiplier,
+                                           left_shift);
+}
+
 } // namespace
 
 // NOTE: doesnt currently support dynamic shapes
@@ -126,6 +140,14 @@ OMStatus onert_micro::execute::execute_kernel_CircleSoftmax(const OMExecuteArgs
       params.output_zp = output->quantization()->zero_point()->operator[](0);
       params.input_zp = input->quantization()->zero_point()->operator[](0);
 
+      int left_shift = 0;
+      preprocessSoftmaxScaling(static_cast<double>(params.beta),
+                               static_cast<double>(params.input_scale), kScaledDiffIntegerBits,
+                               &params.input_multiplier, &left_shift);
+      params.input_left_shift = left_shift;
+      params.diff_min = -1.0 * onert_micro::execute::calculateInputRadius(
+                                 kScaledDiffIntegerBits, params.input_left_shift, 31);
+
       status = pal::Softmax(params, core::utils::castInputData<int8_t>(input_data),
                             core::utils::castOutputData<int8_t>(output_data));
     }