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authorGian Marco Iodice <gianmarco.iodice@arm.com>2019-09-24 12:05:06 +0100
committerGian Marco Iodice <gianmarco.iodice@arm.com>2019-09-26 11:44:34 +0000
commit05639f6b1ee3dcdd2c7923d0cf3a5d4712bd0071 (patch)
tree8bd2f0f2b874ac7347777b40d563506348fff754 /tests
parent1a569a30a2f456ff1a3e0a665201e1c3ab92df80 (diff)
downloadComputeLibrary-05639f6b1ee3dcdd2c7923d0cf3a5d4712bd0071.tar.gz
COMPMID-2571: Add support for FP16 in CLGEMMReshaped - part 1
Change-Id: I8adb8850cc5ade49ebc1dbf63401f03d5ecad708 Signed-off-by: Gian Marco Iodice <gianmarco.iodice@arm.com> Reviewed-on: https://review.mlplatform.org/c/1983 Tested-by: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: Georgios Pinitas <georgios.pinitas@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com>
Diffstat (limited to 'tests')
-rw-r--r--tests/validation/CL/GEMMMatrixMultiplyReshaped.cpp182
1 files changed, 101 insertions, 81 deletions
diff --git a/tests/validation/CL/GEMMMatrixMultiplyReshaped.cpp b/tests/validation/CL/GEMMMatrixMultiplyReshaped.cpp
index ba218f7cd1..99f5ffe191 100644
--- a/tests/validation/CL/GEMMMatrixMultiplyReshaped.cpp
+++ b/tests/validation/CL/GEMMMatrixMultiplyReshaped.cpp
@@ -71,6 +71,9 @@ namespace
RelativeTolerance<float> rel_tolerance_f32(0.001f);
constexpr float abs_tolerance_f32(0.0001f);
+RelativeTolerance<float> rel_tolerance_f16(0.001f);
+constexpr float abs_tolerance_f16(0.01f);
+
/** Alpha values to test - Precommit */
const auto a_values = framework::dataset::make("alpha", {1.0f, -0.75f} );
@@ -103,7 +106,7 @@ const auto act_values = framework::dataset::make("Activation",
});
/** M0 values to test - Precommit */
-const auto m0_values_precommit = framework::dataset::make("M0", {4, 8});
+const auto m0_values_precommit = framework::dataset::make("M0", { 4 });
/** N0 values to test - Precommit */
const auto n0_values_precommit = framework::dataset::make("N0", { 4 });
@@ -143,80 +146,19 @@ const auto broadcast_bias_values = framework::dataset::make("broadcast_bias", {
/** LHS transposed values */
const auto lhs_transpose_values = framework::dataset::make("lhs_transpose", { 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, unsigned int v0_value, unsigned int h0_value, bool i_value_lhs, bool i_value_rhs, bool broadcast_bias, bool lhs_transpose, DataType data_type, const ActivationLayerInfo &act_info)
-{
- const unsigned int M = m_value;
- const unsigned int N = n_value;
- const unsigned int K = k_value;
-
- GEMMLHSMatrixInfo lhs_info;
- lhs_info.m0 = m0_value;
- lhs_info.k0 = k0_value;
- lhs_info.v0 = v0_value;
- lhs_info.interleave = i_value_lhs;
- lhs_info.transpose = lhs_transpose;
-
- GEMMRHSMatrixInfo rhs_info;
- rhs_info.n0 = n0_value;
- rhs_info.k0 = k0_value;
- rhs_info.h0 = h0_value;
- rhs_info.interleave = i_value_rhs;
- rhs_info.transpose = !lhs_transpose;
-
- GEMMKernelInfo kernel_info;
- kernel_info.m = M;
- kernel_info.n = N;
- kernel_info.k = K;
- kernel_info.depth_output_gemm3d = 0;
- kernel_info.reinterpret_input_as_3d = false;
- kernel_info.broadcast_bias = broadcast_bias;
- kernel_info.activation_info = act_info;
-
- const TensorShape lhs_shape(K, M, b_value);
- 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, data_type),
- rhs_info);
-
- const TensorShape dst_shape = compute_mm_shape(TensorInfo(lhs_shape_reshaped, 1, data_type),
- TensorInfo(rhs_shape_reshaped, 1, data_type),
- kernel_info);
-
- const TensorShape bias_shape(N,
- broadcast_bias? 1 : M,
- broadcast_bias? 1 : b_value);
-
- // Create tensors
- CLTensor lhs_reshaped = create_tensor<CLTensor>(lhs_shape_reshaped, data_type);
- CLTensor rhs_reshaped = create_tensor<CLTensor>(rhs_shape_reshaped, data_type);
- CLTensor bias = create_tensor<CLTensor>(bias_shape, 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);
- ARM_COMPUTE_EXPECT(bias.info()->is_resizable(), framework::LogLevel::ERRORS);
- ARM_COMPUTE_EXPECT(dst.info()->is_resizable(), framework::LogLevel::ERRORS);
-
- // Create and configure function
- CLGEMMMatrixMultiplyReshaped gemm;
- gemm.configure(&lhs_reshaped, &rhs_reshaped, &bias, &dst, 1.0f, 1.0f, lhs_info, rhs_info, kernel_info);
-}
} // namespace
TEST_SUITE(CL)
TEST_SUITE(GEMMMatrixMultiplyReshaped)
TEST_SUITE(Float)
TEST_SUITE(FP32)
-DATA_TEST_CASE(Configuration, framework::DatasetMode::ALL, combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(
+
+FIXTURE_DATA_TEST_CASE(RunSmall, CLGEMMMatrixMultiplyReshapedFixture<float>, framework::DatasetMode::ALL,
+ combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(
m_values,
n_values),
k_values),
- framework::dataset::make("batch_size", 1)),
+ b_values),
m0_values_precommit),
n0_values_precommit),
k0_values_precommit),
@@ -224,20 +166,48 @@ DATA_TEST_CASE(Configuration, framework::DatasetMode::ALL, combine(combine(combi
h0_values_precommit),
i_values_lhs),
i_values_rhs),
+ framework::dataset::make("DataType", DataType::F32)),
+ a_values),
+ beta_values),
broadcast_bias_values),
lhs_transpose_values),
- act_values),
-m_value, n_value, k_value, b_value, m0_value, n0_value, k0_value, v0_value, h0_value, i_value_lhs, i_value_rhs, broadcast_bias, lhs_transpose, act_value)
+ act_values))
{
- 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, broadcast_bias, lhs_transpose, DataType::F32, act_value);
+ // Validate output
+ validate(CLAccessor(_target), _reference, rel_tolerance_f32, 0.f, abs_tolerance_f32);
}
-FIXTURE_DATA_TEST_CASE(RunSmall, CLGEMMMatrixMultiplyReshapedFixture<float>, framework::DatasetMode::ALL,
+FIXTURE_DATA_TEST_CASE(RunLarge, CLGEMMMatrixMultiplyReshapedFixture<float>, framework::DatasetMode::NIGHTLY,
combine(combine(combine(combine(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::F32)),
+ a_values),
+ beta_values),
+ broadcast_bias_values),
+ lhs_transpose_values),
+ act_values))
+{
+ // Validate output
+ 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(combine(combine(combine(
+ m_w_values,
+ m_h_values),
+ n_values),
+ k_values),
+ b_values),
m0_values_precommit),
n0_values_precommit),
k0_values_precommit),
@@ -248,7 +218,6 @@ FIXTURE_DATA_TEST_CASE(RunSmall, CLGEMMMatrixMultiplyReshapedFixture<float>, fra
framework::dataset::make("DataType", DataType::F32)),
a_values),
beta_values),
- broadcast_bias_values),
lhs_transpose_values),
act_values))
{
@@ -256,9 +225,10 @@ FIXTURE_DATA_TEST_CASE(RunSmall, CLGEMMMatrixMultiplyReshapedFixture<float>, fra
validate(CLAccessor(_target), _reference, rel_tolerance_f32, 0.f, abs_tolerance_f32);
}
-FIXTURE_DATA_TEST_CASE(RunLarge, CLGEMMMatrixMultiplyReshapedFixture<float>, framework::DatasetMode::NIGHTLY,
+FIXTURE_DATA_TEST_CASE(RunLarge3D, CLGEMMMatrixMultiplyReshaped3DFixture<float>, framework::DatasetMode::NIGHTLY,
combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(
- m_values,
+ m_w_values,
+ m_h_values),
n_values),
k_values),
b_values),
@@ -272,15 +242,65 @@ FIXTURE_DATA_TEST_CASE(RunLarge, CLGEMMMatrixMultiplyReshapedFixture<float>, fra
framework::dataset::make("DataType", DataType::F32)),
a_values),
beta_values),
- broadcast_bias_values),
lhs_transpose_values),
act_values))
{
// Validate output
validate(CLAccessor(_target), _reference, rel_tolerance_f32, 0.f, abs_tolerance_f32);
}
+TEST_SUITE_END() // FP32
-FIXTURE_DATA_TEST_CASE(RunSmall3D, CLGEMMMatrixMultiplyReshaped3DFixture<float>, framework::DatasetMode::ALL,
+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(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),
+ beta_values),
+ broadcast_bias_values),
+ lhs_transpose_values),
+ act_values))
+{
+ // Validate output
+ validate(CLAccessor(_target), _reference, rel_tolerance_f16, 0.f, abs_tolerance_f16);
+}
+
+FIXTURE_DATA_TEST_CASE(RunLarge, CLGEMMMatrixMultiplyReshapedFixture<half>, framework::DatasetMode::NIGHTLY,
+ combine(combine(combine(combine(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),
+ beta_values),
+ broadcast_bias_values),
+ lhs_transpose_values),
+ act_values))
+{
+ // Validate output
+ validate(CLAccessor(_target), _reference, rel_tolerance_f16, 0.f, abs_tolerance_f16);
+}
+
+FIXTURE_DATA_TEST_CASE(RunSmall3D, CLGEMMMatrixMultiplyReshaped3DFixture<half>, framework::DatasetMode::ALL,
combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(
m_w_values,
m_h_values),
@@ -294,17 +314,17 @@ FIXTURE_DATA_TEST_CASE(RunSmall3D, CLGEMMMatrixMultiplyReshaped3DFixture<float>,
h0_values_precommit),
i_values_lhs),
i_values_rhs),
- framework::dataset::make("DataType", DataType::F32)),
+ framework::dataset::make("DataType", DataType::F16)),
a_values),
beta_values),
lhs_transpose_values),
act_values))
{
// Validate output
- validate(CLAccessor(_target), _reference, rel_tolerance_f32, 0.f, abs_tolerance_f32);
+ validate(CLAccessor(_target), _reference, rel_tolerance_f16, 0.f, abs_tolerance_f16);
}
-FIXTURE_DATA_TEST_CASE(RunLarge3D, CLGEMMMatrixMultiplyReshaped3DFixture<float>, framework::DatasetMode::NIGHTLY,
+FIXTURE_DATA_TEST_CASE(RunLarge3D, CLGEMMMatrixMultiplyReshaped3DFixture<half>, framework::DatasetMode::NIGHTLY,
combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(combine(
m_w_values,
m_h_values),
@@ -318,16 +338,16 @@ FIXTURE_DATA_TEST_CASE(RunLarge3D, CLGEMMMatrixMultiplyReshaped3DFixture<float>,
h0_values_nightly),
i_values_lhs),
i_values_rhs),
- framework::dataset::make("DataType", DataType::F32)),
+ framework::dataset::make("DataType", DataType::F16)),
a_values),
beta_values),
lhs_transpose_values),
act_values))
{
// Validate output
- validate(CLAccessor(_target), _reference, rel_tolerance_f32, 0.f, abs_tolerance_f32);
+ validate(CLAccessor(_target), _reference, rel_tolerance_f16, 0.f, abs_tolerance_f16);
}
-TEST_SUITE_END() // FP32
+TEST_SUITE_END() // FP16
TEST_SUITE_END() // Float
TEST_SUITE_END() // GEMMMatrixMultiplyReshaped
TEST_SUITE_END() // CL