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authorGian Marco Iodice <gianmarco.iodice@arm.com>2018-12-17 15:12:07 +0000
committerGian Marco Iodice <gianmarco.iodice@arm.com>2018-12-19 11:23:34 +0000
commit9382ab366997cbf6fdb0d4a6312bce113ea74a51 (patch)
tree04fa083f05104db33ca92e794bd3610a15113d7d /tests/validation/CL/GEMMMatrixMultiplyReshaped.cpp
parente2588184240b4850f62859ca9f3c5e95c9d8e129 (diff)
downloadComputeLibrary-9382ab366997cbf6fdb0d4a6312bce113ea74a51.tar.gz
COMPMID-1710: Improve test coverage for CLGEMMMatrixMultiplyReshapedKernel
Added test for: 1) Fp16 2) GEMM3D Change-Id: I17c03fe04fe49fba71685d33a6fd8572c91e1a56 Reviewed-on: https://review.mlplatform.org/416 Tested-by: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: Michele Di Giorgio <michele.digiorgio@arm.com>
Diffstat (limited to 'tests/validation/CL/GEMMMatrixMultiplyReshaped.cpp')
-rw-r--r--tests/validation/CL/GEMMMatrixMultiplyReshaped.cpp257
1 files changed, 206 insertions, 51 deletions
diff --git a/tests/validation/CL/GEMMMatrixMultiplyReshaped.cpp b/tests/validation/CL/GEMMMatrixMultiplyReshaped.cpp
index e2fa194765..1a41e459bd 100644
--- a/tests/validation/CL/GEMMMatrixMultiplyReshaped.cpp
+++ b/tests/validation/CL/GEMMMatrixMultiplyReshaped.cpp
@@ -44,16 +44,47 @@ namespace test
{
namespace validation
{
+using namespace arm_compute::misc::shape_calculator;
+
+// Create function for CLGEMMReshapeLHSMatrixKernel
+using CLGEMMReshapeLHSMatrix = CLSynthetizeFunctionInitOutputWithZeroAndWithZeroConstantBorder<CLGEMMReshapeLHSMatrixKernel, 16>;
+
+// Create function for CLGEMMReshapeRHSMatrixKernel
+using CLGEMMReshapeRHSMatrix = CLSynthetizeFunctionInitOutputWithZeroAndWithZeroConstantBorder<CLGEMMReshapeRHSMatrixKernel, 16>;
+
+// Create function for CLGEMMMatrixMultiplyReshapedKernel
+using CLGEMMMatrixMultiplyReshaped = CLSynthetizeFunction<CLGEMMMatrixMultiplyReshapedKernel>;
+
+// Fixture for CLGEMMMatrixMultiplyReshaped
+template <typename T>
+using CLGEMMMatrixMultiplyReshapedFixture = GEMMMatrixMultiplyReshapedValidationFixture<CLTensor, CLAccessor, T, CLGEMMReshapeLHSMatrix, CLGEMMReshapeRHSMatrix, CLGEMMMatrixMultiplyReshaped>;
+
+// Fixture for CLGEMMMatrixMultiplyReshaped3D
+template <typename T>
+using CLGEMMMatrixMultiplyReshaped3DFixture = GEMMMatrixMultiplyReshaped3DValidationFixture<CLTensor, CLAccessor, T, CLGEMMReshapeLHSMatrix, CLGEMMReshapeRHSMatrix, CLGEMMMatrixMultiplyReshaped>;
+
namespace
{
// *INDENT-OFF*
// clang-format off
-RelativeTolerance<float> tolerance_f32(0.001f);
+RelativeTolerance<float> rel_tolerance_f32(0.001f);
constexpr float abs_tolerance_f32(0.0001f);
+RelativeTolerance<half> rel_tolerance_f16(half(0.2));
+constexpr float tolerance_num_f16 = 0.02f;
+
+/** Alpha values to test - Precommit */
+const auto a_values_precommit = framework::dataset::make("alpha", {1.0f, -0.75f} );
+
/** M values to test */
const auto m_values = framework::dataset::make("M", 37);
+/** M_W values to test */
+const auto m_w_values = framework::dataset::make("M_W", 5);
+
+/** M_H values to test */
+const auto m_h_values = framework::dataset::make("M_H", 7);
+
/** N values to test */
const auto n_values = framework::dataset::make("N", 51);
@@ -64,13 +95,13 @@ const auto k_values = framework::dataset::make("K", 43);
const auto b_values = framework::dataset::make("batch_size", 1, 3);
/** M0 values to test - Precommit */
-const auto m0_values_precommit = framework::dataset::make("M0", {4, 5, 6});
+const auto m0_values_precommit = framework::dataset::make("M0", {4, 6});
/** N0 values to test - Precommit */
-const auto n0_values_precommit = framework::dataset::make("N0", { 2, 4, 8 });
+const auto n0_values_precommit = framework::dataset::make("N0", { 2, 4 });
/** K0 values to test - Precommit */
-const auto k0_values_precommit = framework::dataset::make("K0", { 4, 8 });
+const auto k0_values_precommit = framework::dataset::make("K0", { 4 });
/** V0 values to test - Precommit */
const auto v0_values_precommit = framework::dataset::make("V0", 1, 3);
@@ -78,6 +109,9 @@ const auto v0_values_precommit = framework::dataset::make("V0", 1, 3);
/** H0 values to test - Precommit */
const auto h0_values_precommit = framework::dataset::make("H0", 1, 3);
+/** Alpha values to test - Nightly */
+const auto a_values_nightly = framework::dataset::make("alpha", {1.0f, -0.75f, 0.85f} );
+
/** M0 values to test - Nightly */
const auto m0_values_nightly = framework::dataset::make("M0", 2, 8);
@@ -99,37 +133,8 @@ const auto i_values_lhs = framework::dataset::make("interleave_lhs", { true, fal
/** Interleave values to test with RHS matrix */
const auto i_values_rhs = framework::dataset::make("interleave_rhs", { true, false });
-} // namespace
-
-using namespace arm_compute::misc::shape_calculator;
-
-// Create function for CLGEMMReshapeLHSMatrixKernel
-using CLGEMMReshapeLHSMatrix = CLSynthetizeFunctionInitOutputWithZeroAndWithZeroConstantBorder<CLGEMMReshapeLHSMatrixKernel, 16>;
-
-// Create function for CLGEMMReshapeRHSMatrixKernel
-using CLGEMMReshapeRHSMatrix = CLSynthetizeFunctionInitOutputWithZeroAndWithZeroConstantBorder<CLGEMMReshapeRHSMatrixKernel, 16>;
-
-// Create function for CLGEMMMatrixMultiplyReshapedKernel
-using CLGEMMMatrixMultiplyReshaped = CLSynthetizeFunction<CLGEMMMatrixMultiplyReshapedKernel>;
-
-// Fixture for CLGEMMMatrixMultiplyReshaped
-using CLGEMMMatrixMultiplyReshapedFixture = GEMMMatrixMultiplyReshapedValidationFixture<CLTensor, CLAccessor, CLGEMMReshapeLHSMatrix, CLGEMMReshapeRHSMatrix, CLGEMMMatrixMultiplyReshaped>;
-
-TEST_SUITE(CL)
-TEST_SUITE(GEMMMatrixMultiplyReshaped)
-DATA_TEST_CASE(Configuration, framework::DatasetMode::ALL, combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(
- m_values,
- n_values),
- k_values),
- framework::dataset::make("batch_size", 1)),
- m0_values_precommit),
- n0_values_precommit),
- k0_values_precommit),
- v0_values_precommit),
- h0_values_precommit),
- i_values_lhs),
- i_values_rhs),
-m_value, n_value, k_value, b_value, m0_value, n0_value, k0_value, v0_value, h0_value, i_value_lhs, i_value_rhs)
+/** 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, unsigned int v0_value, unsigned int h0_value, bool i_value_lhs, bool i_value_rhs, DataType data_type)
{
const unsigned int M = m_value;
const unsigned int N = n_value;
@@ -152,22 +157,22 @@ m_value, n_value, k_value, b_value, m0_value, n0_value, k0_value, v0_value, h0_v
GEMMReshapeInfo gemm_info(M, N, K);
const TensorShape lhs_shape(K, M, b_value);
- const TensorShape lhs_shape_reshaped = compute_lhs_reshaped_shape(TensorInfo(lhs_shape, 1, DataType::F32),
+ const TensorShape lhs_shape_reshaped = compute_lhs_reshaped_shape(TensorInfo(lhs_shape, 1, data_type),
lhs_info,
false);
const TensorShape rhs_shape(N, K, b_value);
- const TensorShape rhs_shape_reshaped = compute_rhs_reshaped_shape(TensorInfo(rhs_shape, 1, DataType::F32),
+ const TensorShape rhs_shape_reshaped = compute_rhs_reshaped_shape(TensorInfo(rhs_shape, 1, data_type),
rhs_info);
- const TensorShape dst_shape = compute_mm_shape(TensorInfo(lhs_shape_reshaped, 1, DataType::F32),
- TensorInfo(rhs_shape_reshaped, 1, DataType::F32),
+ const TensorShape dst_shape = compute_mm_shape(TensorInfo(lhs_shape_reshaped, 1, data_type),
+ TensorInfo(rhs_shape_reshaped, 1, data_type),
gemm_info);
// Create tensors
- CLTensor lhs_reshaped = create_tensor<CLTensor>(lhs_shape_reshaped, DataType::F32);
- CLTensor rhs_reshaped = create_tensor<CLTensor>(rhs_shape_reshaped, DataType::F32);
- CLTensor dst = create_tensor<CLTensor>(dst_shape, DataType::F32);
+ CLTensor lhs_reshaped = create_tensor<CLTensor>(lhs_shape_reshaped, data_type);
+ CLTensor rhs_reshaped = create_tensor<CLTensor>(rhs_shape_reshaped, data_type);
+ CLTensor dst = create_tensor<CLTensor>(dst_shape, data_type);
ARM_COMPUTE_EXPECT(lhs_reshaped.info()->is_resizable(), framework::LogLevel::ERRORS);
ARM_COMPUTE_EXPECT(rhs_reshaped.info()->is_resizable(), framework::LogLevel::ERRORS);
@@ -177,11 +182,31 @@ m_value, n_value, k_value, b_value, m0_value, n0_value, k0_value, v0_value, h0_v
CLGEMMMatrixMultiplyReshaped gemm;
gemm.configure(&lhs_reshaped, &rhs_reshaped, &dst, 1.0f, lhs_info, rhs_info, gemm_info);
}
+} // namespace
+TEST_SUITE(CL)
+TEST_SUITE(GEMMMatrixMultiplyReshaped)
TEST_SUITE(Float)
TEST_SUITE(FP32)
-FIXTURE_DATA_TEST_CASE(RunSmall, CLGEMMMatrixMultiplyReshapedFixture, framework::DatasetMode::ALL,
- combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(
+DATA_TEST_CASE(Configuration, framework::DatasetMode::ALL, combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(
+ m_values,
+ n_values),
+ k_values),
+ framework::dataset::make("batch_size", 1)),
+ m0_values_precommit),
+ n0_values_precommit),
+ k0_values_precommit),
+ v0_values_precommit),
+ h0_values_precommit),
+ i_values_lhs),
+ i_values_rhs),
+m_value, n_value, k_value, b_value, m0_value, n0_value, k0_value, v0_value, h0_value, i_value_lhs, i_value_rhs)
+{
+ validate_configuration(m_value, n_value, k_value, b_value, m0_value, n0_value, k0_value, v0_value, h0_value, i_value_lhs, i_value_rhs, DataType::F32);
+}
+
+FIXTURE_DATA_TEST_CASE(RunSmall, CLGEMMMatrixMultiplyReshapedFixture<float>, framework::DatasetMode::ALL,
+ combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(
m_values,
n_values),
k_values),
@@ -192,14 +217,16 @@ FIXTURE_DATA_TEST_CASE(RunSmall, CLGEMMMatrixMultiplyReshapedFixture, framework:
v0_values_precommit),
h0_values_precommit),
i_values_lhs),
- i_values_rhs))
+ i_values_rhs),
+ framework::dataset::make("DataType", DataType::F32)),
+ a_values_precommit))
{
// Validate output
- validate(CLAccessor(_target), _reference, tolerance_f32, 0.f, abs_tolerance_f32);
+ validate(CLAccessor(_target), _reference, rel_tolerance_f32, 0.f, abs_tolerance_f32);
}
-FIXTURE_DATA_TEST_CASE(RunLarge, CLGEMMMatrixMultiplyReshapedFixture, framework::DatasetMode::NIGHTLY,
- combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(
+FIXTURE_DATA_TEST_CASE(RunLarge, CLGEMMMatrixMultiplyReshapedFixture<float>, framework::DatasetMode::NIGHTLY,
+ combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(
m_values,
n_values),
k_values),
@@ -210,13 +237,141 @@ FIXTURE_DATA_TEST_CASE(RunLarge, CLGEMMMatrixMultiplyReshapedFixture, framework:
v0_values_nightly),
h0_values_nightly),
i_values_lhs),
- i_values_rhs))
+ i_values_rhs),
+ framework::dataset::make("DataType", DataType::F32)),
+ a_values_nightly))
{
// Validate output
- validate(CLAccessor(_target), _reference, tolerance_f32, 0.f, abs_tolerance_f32);
+ validate(CLAccessor(_target), _reference, rel_tolerance_f32, 0.f, abs_tolerance_f32);
+}
+
+FIXTURE_DATA_TEST_CASE(RunSmall3D, CLGEMMMatrixMultiplyReshaped3DFixture<float>, framework::DatasetMode::ALL,
+ combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(
+ m_w_values,
+ m_h_values),
+ n_values),
+ k_values),
+ b_values),
+ m0_values_precommit),
+ n0_values_precommit),
+ k0_values_precommit),
+ v0_values_precommit),
+ h0_values_precommit),
+ i_values_lhs),
+ i_values_rhs),
+ framework::dataset::make("DataType", DataType::F32)),
+ a_values_precommit))
+{
+ // Validate output
+ validate(CLAccessor(_target), _reference, rel_tolerance_f32, 0.f, abs_tolerance_f32);
+}
+
+FIXTURE_DATA_TEST_CASE(RunLarge3D, CLGEMMMatrixMultiplyReshaped3DFixture<float>, framework::DatasetMode::NIGHTLY,
+ combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(
+ m_w_values,
+ m_h_values),
+ n_values),
+ k_values),
+ b_values),
+ m0_values_nightly),
+ n0_values_nightly),
+ k0_values_nightly),
+ v0_values_nightly),
+ h0_values_nightly),
+ i_values_lhs),
+ i_values_rhs),
+ framework::dataset::make("DataType", DataType::F32)),
+ a_values_nightly))
+{
+ // Validate output
+ validate(CLAccessor(_target), _reference, rel_tolerance_f32, 0.f, abs_tolerance_f32);
}
-TEST_SUITE_END() // Float
TEST_SUITE_END() // FP32
+
+TEST_SUITE(FP16)
+FIXTURE_DATA_TEST_CASE(RunSmall, CLGEMMMatrixMultiplyReshapedFixture<half>, framework::DatasetMode::ALL,
+ combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(
+ m_values,
+ n_values),
+ k_values),
+ b_values),
+ m0_values_precommit),
+ n0_values_precommit),
+ k0_values_precommit),
+ v0_values_precommit),
+ h0_values_precommit),
+ i_values_lhs),
+ i_values_rhs),
+ framework::dataset::make("DataType", DataType::F16)),
+ a_values_precommit))
+{
+ // Validate output
+ validate(CLAccessor(_target), _reference, rel_tolerance_f16, tolerance_num_f16);
+}
+
+FIXTURE_DATA_TEST_CASE(RunLarge, CLGEMMMatrixMultiplyReshapedFixture<half>, framework::DatasetMode::NIGHTLY,
+ combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(
+ m_values,
+ n_values),
+ k_values),
+ b_values),
+ m0_values_nightly),
+ n0_values_nightly),
+ k0_values_nightly),
+ v0_values_nightly),
+ h0_values_nightly),
+ i_values_lhs),
+ i_values_rhs),
+ framework::dataset::make("DataType", DataType::F16)),
+ a_values_nightly))
+{
+ // Validate output
+ validate(CLAccessor(_target), _reference, rel_tolerance_f16, tolerance_num_f16);
+}
+
+FIXTURE_DATA_TEST_CASE(RunSmall3D, CLGEMMMatrixMultiplyReshaped3DFixture<half>, framework::DatasetMode::ALL,
+ combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(
+ m_w_values,
+ m_h_values),
+ n_values),
+ k_values),
+ b_values),
+ m0_values_precommit),
+ n0_values_precommit),
+ k0_values_precommit),
+ v0_values_precommit),
+ h0_values_precommit),
+ i_values_lhs),
+ i_values_rhs),
+ framework::dataset::make("DataType", DataType::F16)),
+ a_values_precommit))
+{
+ // Validate output
+ validate(CLAccessor(_target), _reference, rel_tolerance_f16, tolerance_num_f16);
+}
+
+FIXTURE_DATA_TEST_CASE(RunLarge3D, CLGEMMMatrixMultiplyReshaped3DFixture<half>, framework::DatasetMode::NIGHTLY,
+ combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(
+ m_w_values,
+ m_h_values),
+ n_values),
+ k_values),
+ b_values),
+ m0_values_nightly),
+ n0_values_nightly),
+ k0_values_nightly),
+ v0_values_nightly),
+ h0_values_nightly),
+ i_values_lhs),
+ i_values_rhs),
+ framework::dataset::make("DataType", DataType::F16)),
+ a_values_nightly))
+{
+ // Validate output
+ validate(CLAccessor(_target), _reference, rel_tolerance_f16, tolerance_num_f16);
+}
+TEST_SUITE_END() // FP16
+TEST_SUITE_END() // Float
TEST_SUITE_END() // GEMMMatrixMulipltyReshaped
TEST_SUITE_END() // CL
} // namespace validation