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authorGian Marco Iodice <gianmarco.iodice@arm.com>2019-06-24 14:40:30 +0100
committerGian Marco Iodice <gianmarco.iodice@arm.com>2019-06-24 15:56:10 +0000
commit944170e1591ff23c9e6ede2201f0f6aba0f3439b (patch)
tree64d6b718c01458be04ca1b39c39704b78ce3b5d6 /tests/validation/CL/GEMMMatrixMultiplyNative.cpp
parent65383e21a5b82071229c6322bf65c47e3719b490 (diff)
downloadComputeLibrary-944170e1591ff23c9e6ede2201f0f6aba0f3439b.tar.gz
COMPMID-2172: Fuse bias addition with CLGEMMMatrixMultiplyNativeKernel
Change-Id: I714b92ec001fc71172719b67fb66d490538b6948 Signed-off-by: Gian Marco Iodice <gianmarco.iodice@arm.com> Reviewed-on: https://review.mlplatform.org/c/1399 Reviewed-by: Giuseppe Rossini <giuseppe.rossini@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com> Tested-by: Arm Jenkins <bsgcomp@arm.com>
Diffstat (limited to 'tests/validation/CL/GEMMMatrixMultiplyNative.cpp')
-rw-r--r--tests/validation/CL/GEMMMatrixMultiplyNative.cpp74
1 files changed, 48 insertions, 26 deletions
diff --git a/tests/validation/CL/GEMMMatrixMultiplyNative.cpp b/tests/validation/CL/GEMMMatrixMultiplyNative.cpp
index c7c390353a..b0d1fd2ad1 100644
--- a/tests/validation/CL/GEMMMatrixMultiplyNative.cpp
+++ b/tests/validation/CL/GEMMMatrixMultiplyNative.cpp
@@ -68,6 +68,9 @@ constexpr float tolerance_num_f16 = 0.02f;
/** Alpha values to test - Precommit */
const auto a_values = framework::dataset::make("alpha", {1.0f, -0.75f} );
+/** Beta values to test - Precommit */
+const auto beta_values = framework::dataset::make("beta", {-0.75f, 0.0f} );
+
/** M values to test */
const auto m_values = framework::dataset::make("M", 37);
@@ -107,8 +110,11 @@ const auto n0_values_nightly = framework::dataset::make("N0", { 2, 3, 4, 8 });
/** K0 values to test - Nightly */
const auto k0_values_nightly = framework::dataset::make("K0", { 2, 3, 4, 8 });
+/** Broadcast bias from vector to matrix */
+const auto broadcast_bias_values = framework::dataset::make("broadcast_bias", {false, true} );
+
/** Configuration test */
-void validate_configuration(unsigned int m_value, unsigned int n_value, unsigned int k_value, unsigned int b_value, unsigned int m0_value, unsigned int n0_value, unsigned int k0_value, DataType data_type)
+void validate_configuration(unsigned int m_value, unsigned int n_value, unsigned int k_value, unsigned int b_value, unsigned int m0_value, unsigned int n0_value, unsigned int k0_value, bool broadcast_bias, DataType data_type)
{
const unsigned int M = m_value;
const unsigned int N = n_value;
@@ -122,27 +128,30 @@ void validate_configuration(unsigned int m_value, unsigned int n_value, unsigned
rhs_info.n0 = n0_value;
rhs_info.k0 = k0_value;
- GEMMReshapeInfo gemm_info(M, N, K);
+ GEMMReshapeInfo gemm_info(M, N, K, false, false, 0, false, broadcast_bias);
const TensorShape lhs_shape(K, M, b_value);
const TensorShape rhs_shape(N, K, b_value);
-
+ const TensorShape bias_shape(N,
+ broadcast_bias? 1 : M,
+ broadcast_bias? 1 : b_value);
const TensorShape dst_shape = compute_mm_shape(TensorInfo(lhs_shape, 1, data_type),
TensorInfo(rhs_shape, 1, data_type),
gemm_info);
-
// Create tensors
- CLTensor lhs = create_tensor<CLTensor>(lhs_shape, data_type);
+ CLTensor lhs = create_tensor<CLTensor>(lhs_shape, data_type);
CLTensor rhs = create_tensor<CLTensor>(rhs_shape, data_type);
- CLTensor dst = create_tensor<CLTensor>(dst_shape, data_type);
+ CLTensor bias = create_tensor<CLTensor>(bias_shape, data_type);
+ CLTensor dst = create_tensor<CLTensor>(dst_shape, data_type);
ARM_COMPUTE_EXPECT(lhs.info()->is_resizable(), framework::LogLevel::ERRORS);
ARM_COMPUTE_EXPECT(rhs.info()->is_resizable(), framework::LogLevel::ERRORS);
+ ARM_COMPUTE_EXPECT(bias.info()->is_resizable(), framework::LogLevel::ERRORS);
ARM_COMPUTE_EXPECT(dst.info()->is_resizable(), framework::LogLevel::ERRORS);
// Create and configure function
CLGEMMMatrixMultiplyNative gemm;
- gemm.configure(&lhs, &rhs, &dst, 1.0f, lhs_info, rhs_info, gemm_info);
+ gemm.configure(&lhs, &rhs, &bias, &dst, 1.0f, 1.0f, lhs_info, rhs_info, gemm_info);
}
} // namespace
@@ -150,7 +159,7 @@ TEST_SUITE(CL)
TEST_SUITE(GEMMMatrixMultiplyNative)
TEST_SUITE(Float)
TEST_SUITE(FP32)
-DATA_TEST_CASE(Configuration, framework::DatasetMode::ALL, combine(combine(combine(combine(combine(combine(
+DATA_TEST_CASE(Configuration, framework::DatasetMode::ALL, combine(combine(combine(combine(combine(combine(combine(
m_values,
n_values),
k_values),
@@ -158,13 +167,14 @@ DATA_TEST_CASE(Configuration, framework::DatasetMode::ALL, combine(combine(combi
m0_values_precommit),
n0_values_precommit),
k0_values_precommit),
-m_value, n_value, k_value, b_value, m0_value, n0_value, k0_value)
+ broadcast_bias_values),
+m_value, n_value, k_value, b_value, m0_value, n0_value, k0_value, broadcast_bias)
{
- validate_configuration(m_value, n_value, k_value, b_value, m0_value, n0_value, k0_value, DataType::F32);
+ validate_configuration(m_value, n_value, k_value, b_value, m0_value, n0_value, k0_value, broadcast_bias, DataType::F32);
}
FIXTURE_DATA_TEST_CASE(RunSmall, CLGEMMMatrixMultiplyNativeFixture<float>, framework::DatasetMode::ALL,
- combine(combine(combine(combine(combine(combine(combine(combine(
+ combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(
m_values,
n_values),
k_values),
@@ -173,14 +183,16 @@ FIXTURE_DATA_TEST_CASE(RunSmall, CLGEMMMatrixMultiplyNativeFixture<float>, frame
n0_values_precommit),
k0_values_precommit),
framework::dataset::make("DataType", DataType::F32)),
- a_values))
+ a_values),
+ beta_values),
+ broadcast_bias_values))
{
// Validate output
validate(CLAccessor(_target), _reference, rel_tolerance_f32, 0.f, abs_tolerance_f32);
}
FIXTURE_DATA_TEST_CASE(RunLarge, CLGEMMMatrixMultiplyNativeFixture<float>, framework::DatasetMode::NIGHTLY,
- combine(combine(combine(combine(combine(combine(combine(combine(
+ combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(
m_values,
n_values),
k_values),
@@ -189,14 +201,16 @@ FIXTURE_DATA_TEST_CASE(RunLarge, CLGEMMMatrixMultiplyNativeFixture<float>, frame
n0_values_nightly),
k0_values_nightly),
framework::dataset::make("DataType", DataType::F32)),
- a_values))
+ a_values),
+ beta_values),
+ broadcast_bias_values))
{
// Validate output
validate(CLAccessor(_target), _reference, rel_tolerance_f32, 0.f, abs_tolerance_f32);
}
FIXTURE_DATA_TEST_CASE(RunSmall3D, CLGEMMMatrixMultiplyNative3DFixture<float>, framework::DatasetMode::ALL,
- combine(combine(combine(combine(combine(combine(combine(combine(combine(
+ combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(
m_w_values,
m_h_values),
n_values),
@@ -206,14 +220,15 @@ FIXTURE_DATA_TEST_CASE(RunSmall3D, CLGEMMMatrixMultiplyNative3DFixture<float>, f
n0_values_precommit),
k0_values_precommit),
framework::dataset::make("DataType", DataType::F32)),
- a_values))
+ a_values),
+ beta_values))
{
// Validate output
validate(CLAccessor(_target), _reference, rel_tolerance_f32, 0.f, abs_tolerance_f32);
}
FIXTURE_DATA_TEST_CASE(RunLarge3D, CLGEMMMatrixMultiplyNative3DFixture<float>, framework::DatasetMode::NIGHTLY,
- combine(combine(combine(combine(combine(combine(combine(combine(combine(
+ combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(
m_w_values,
m_h_values),
n_values),
@@ -223,7 +238,8 @@ FIXTURE_DATA_TEST_CASE(RunLarge3D, CLGEMMMatrixMultiplyNative3DFixture<float>, f
n0_values_nightly),
k0_values_nightly),
framework::dataset::make("DataType", DataType::F32)),
- a_values))
+ a_values),
+ beta_values))
{
// Validate output
validate(CLAccessor(_target), _reference, rel_tolerance_f32, 0.f, abs_tolerance_f32);
@@ -232,7 +248,7 @@ TEST_SUITE_END() // FP32
TEST_SUITE(FP16)
FIXTURE_DATA_TEST_CASE(RunSmall, CLGEMMMatrixMultiplyNativeFixture<half>, framework::DatasetMode::ALL,
- combine(combine(combine(combine(combine(combine(combine(combine(
+ combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(
m_values,
n_values),
k_values),
@@ -241,14 +257,16 @@ FIXTURE_DATA_TEST_CASE(RunSmall, CLGEMMMatrixMultiplyNativeFixture<half>, framew
n0_values_precommit),
k0_values_precommit),
framework::dataset::make("DataType", DataType::F16)),
- a_values))
+ a_values),
+ beta_values),
+ broadcast_bias_values))
{
// Validate output
validate(CLAccessor(_target), _reference, rel_tolerance_f16, tolerance_num_f16);
}
FIXTURE_DATA_TEST_CASE(RunLarge, CLGEMMMatrixMultiplyNativeFixture<half>, framework::DatasetMode::NIGHTLY,
- combine(combine(combine(combine(combine(combine(combine(combine(
+ combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(
m_values,
n_values),
k_values),
@@ -257,14 +275,16 @@ FIXTURE_DATA_TEST_CASE(RunLarge, CLGEMMMatrixMultiplyNativeFixture<half>, framew
n0_values_nightly),
k0_values_nightly),
framework::dataset::make("DataType", DataType::F16)),
- a_values))
+ a_values),
+ beta_values),
+ broadcast_bias_values))
{
// Validate output
validate(CLAccessor(_target), _reference, rel_tolerance_f16, tolerance_num_f16);
}
FIXTURE_DATA_TEST_CASE(RunSmall3D, CLGEMMMatrixMultiplyNative3DFixture<half>, framework::DatasetMode::ALL,
- combine(combine(combine(combine(combine(combine(combine(combine(combine(
+ combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(
m_w_values,
m_h_values),
n_values),
@@ -274,14 +294,15 @@ FIXTURE_DATA_TEST_CASE(RunSmall3D, CLGEMMMatrixMultiplyNative3DFixture<half>, fr
n0_values_precommit),
k0_values_precommit),
framework::dataset::make("DataType", DataType::F16)),
- a_values))
+ a_values),
+ beta_values))
{
// Validate output
validate(CLAccessor(_target), _reference, rel_tolerance_f16, tolerance_num_f16);
}
FIXTURE_DATA_TEST_CASE(RunLarge3D, CLGEMMMatrixMultiplyNative3DFixture<half>, framework::DatasetMode::NIGHTLY,
- combine(combine(combine(combine(combine(combine(combine(combine(combine(
+ combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(
m_w_values,
m_h_values),
n_values),
@@ -291,7 +312,8 @@ FIXTURE_DATA_TEST_CASE(RunLarge3D, CLGEMMMatrixMultiplyNative3DFixture<half>, fr
n0_values_nightly),
k0_values_nightly),
framework::dataset::make("DataType", DataType::F16)),
- a_values))
+ a_values),
+ beta_values))
{
// Validate output
validate(CLAccessor(_target), _reference, rel_tolerance_f16, tolerance_num_f16);