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authorPablo Tello <pablo.tello@arm.com>2017-07-05 15:20:38 +0100
committerAnthony Barbier <anthony.barbier@arm.com>2018-09-17 14:16:42 +0100
commit8fda1cb6f4142133fff045a6f9c18778757c316c (patch)
tree3f0ad562b24cc3c76e8a745cb59cd584b664ec57 /tests/validation/Reference.cpp
parent8df3fafde3dcf131def3471db8e8b1a1c34b354b (diff)
downloadComputeLibrary-8fda1cb6f4142133fff045a6f9c18778757c316c.tar.gz
COMPMID-421: Added FP16 support in BatchNormalizationLayer.
Change-Id: I7142e0e8466ef79e016ae56d285e8e9291573e52 Reviewed-on: http://mpd-gerrit.cambridge.arm.com/79814 Reviewed-by: Moritz Pflanzer <moritz.pflanzer@arm.com> Reviewed-by: Anthony Barbier <anthony.barbier@arm.com> Tested-by: Kaizen <jeremy.johnson+kaizengerrit@arm.com>
Diffstat (limited to 'tests/validation/Reference.cpp')
-rw-r--r--tests/validation/Reference.cpp67
1 files changed, 39 insertions, 28 deletions
diff --git a/tests/validation/Reference.cpp b/tests/validation/Reference.cpp
index b7553f3b7b..e9ddea78cb 100644
--- a/tests/validation/Reference.cpp
+++ b/tests/validation/Reference.cpp
@@ -513,39 +513,50 @@ RawTensor Reference::compute_reference_batch_normalization_layer(const TensorSha
RawTensor ref_beta(shape1, dt, 1, fixed_point_position);
RawTensor ref_gamma(shape1, dt, 1, fixed_point_position);
- // Fill tensors with values from -1 to 1.
- if(dt == DataType::F32)
- {
- float min_bound = 0.f;
- float max_bound = 0.f;
- std::tie(min_bound, max_bound) = get_batchnormalization_layer_test_bounds<float>();
- std::uniform_real_distribution<> distribution(min_bound, max_bound);
- std::uniform_real_distribution<> distribution_var(0, max_bound);
- library->fill(ref_src, distribution, 0);
- library->fill(ref_mean, distribution, 1);
- library->fill(ref_var, distribution_var, 0);
- library->fill(ref_beta, distribution, 3);
- library->fill(ref_gamma, distribution, 4);
- }
- else
+ // Fill tensors
+ switch(dt)
{
- int min_bound = 0;
- int max_bound = 0;
- if(dt == DataType::QS8)
+ case DataType::QS8:
{
- std::tie(min_bound, max_bound) = get_batchnormalization_layer_test_bounds<int8_t>(fixed_point_position);
+ const std::pair<int8_t, int8_t> bounds = get_batchnormalization_layer_test_bounds<int8_t>(fixed_point_position);
+ std::uniform_int_distribution<> distribution(bounds.first, bounds.second);
+ std::uniform_int_distribution<> distribution_var(0, bounds.second);
+ fill_tensors(distribution, { 0, 1, 3, 4 }, &ref_src, &ref_mean, &ref_beta, &ref_gamma);
+ fill_tensors(distribution_var, { 0 }, &ref_var);
+ break;
}
- else
+ case DataType::QS16:
{
- std::tie(min_bound, max_bound) = get_batchnormalization_layer_test_bounds<int16_t>(fixed_point_position);
+ const std::pair<int16_t, int16_t> bounds = get_batchnormalization_layer_test_bounds<int16_t>(fixed_point_position);
+ std::uniform_int_distribution<> distribution(bounds.first, bounds.second);
+ std::uniform_int_distribution<> distribution_var(0, bounds.second);
+ fill_tensors(distribution, { 0, 1, 3, 4 }, &ref_src, &ref_mean, &ref_beta, &ref_gamma);
+ fill_tensors(distribution_var, { 0 }, &ref_var);
+ break;
+ }
+ case DataType::F16:
+ {
+ const std::pair<half_float::half, half_float::half> bounds = get_batchnormalization_layer_test_bounds<half_float::half>();
+ std::uniform_real_distribution<> distribution(bounds.first, bounds.second);
+ std::uniform_real_distribution<> distribution_var(0, bounds.second);
+ fill_tensors(distribution, { 0, 1, 3, 4 }, &ref_src, &ref_mean, &ref_beta, &ref_gamma);
+ fill_tensors(distribution_var, { 0 }, &ref_var);
+ break;
+ }
+ case DataType::F32:
+ {
+ const std::pair<float, float> bounds = get_batchnormalization_layer_test_bounds<float>();
+ std::uniform_real_distribution<> distribution(bounds.first, bounds.second);
+ std::uniform_real_distribution<> distribution_var(0, bounds.second);
+ fill_tensors(distribution, { 0, 1, 3, 4 }, &ref_src, &ref_mean, &ref_beta, &ref_gamma);
+ fill_tensors(distribution_var, { 0 }, &ref_var);
+ break;
+ }
+ default:
+ {
+ ARM_COMPUTE_ERROR("Not supported");
+ break;
}
- std::uniform_int_distribution<> distribution(min_bound, max_bound);
- std::uniform_int_distribution<> distribution_var(0, max_bound);
- library->fill(ref_src, distribution, 0);
- library->fill(ref_mean, distribution, 1);
- library->fill(ref_var, distribution_var, 0);
- library->fill(ref_beta, distribution, 3);
- library->fill(ref_gamma, distribution, 4);
}
// Compute reference