commit fd472f05dc73005a89a5e6275940ab5c9a609485
author Viet-Hoa Do <viet-hoa.do@arm.com> Wed Mar 15 14:05:06 2023 +0000
committer Viet-Hoa Do <viet-hoa.do@arm.com> Wed Mar 29 14:03:30 2023 +0000
tree 4a00f42f64f4bea72c489961aaa376665d324c60
parent 5a7d1571a2de24eefc6f1d8d22deeef9f47521ee

Add quantized support for unary elementwise in CPU

* Add quantized unary elementwise in CPU using LUT.
* Widen the input data range of the test suite.
  - Fix CPU exponential function overflow/underflow range.
  - Fix saturation issue of CL round operator.

Resolves: COMPMID-5763
Signed-off-by: Viet-Hoa Do <viet-hoa.do@arm.com>
Change-Id: I41445de2b4a33ec6b01e0ab701516c240c852d0b
Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/9367
Tested-by: Arm Jenkins <bsgcomp@arm.com>
Reviewed-by: Jakub Sujak <jakub.sujak@arm.com>
Reviewed-by: Pablo Marquez Tello <pablo.tello@arm.com>
Comments-Addressed: Arm Jenkins <bsgcomp@arm.com>
Benchmark: Arm Jenkins <bsgcomp@arm.com>

tests/validation/NEON/ElementwiseRound.cpp

diff --git a/tests/validation/NEON/ElementwiseRound.cpp b/tests/validation/NEON/ElementwiseRound.cpp
index d2f0b45..a6ff47c 100644
--- a/tests/validation/NEON/ElementwiseRound.cpp
+++ b/tests/validation/NEON/ElementwiseRound.cpp
@@ -1,5 +1,5 @@
 /*
- * Copyright (c) 2019-2021 Arm Limited.
+ * Copyright (c) 2019-2021, 2023 Arm Limited.
  *
  * SPDX-License-Identifier: MIT
  *
@@ -40,12 +40,20 @@
 {
 namespace validation
 {
+namespace
+{
+constexpr AbsoluteTolerance<uint8_t> tolerance_qasymm8(0);
+constexpr AbsoluteTolerance<int8_t>  tolerance_qasymm8_signed(0);
+} // namespace
 TEST_SUITE(NEON)
 TEST_SUITE(RoundLayer)
 
 template <typename T>
 using NERoundLayerFixture = RoundValidationFixture<Tensor, Accessor, NERoundLayer, T>;
 
+template <typename T>
+using NERoundLayerQuantizedFixture = RoundQuantizedValidationFixture<Tensor, Accessor, NERoundLayer, T>;
+
 TEST_SUITE(Float)
 #ifdef __ARM_FEATURE_FP16_VECTOR_ARITHMETIC
 TEST_SUITE(FP16)
@@ -81,6 +89,33 @@
 }
 TEST_SUITE_END() // FP32
 TEST_SUITE_END() // Float
+
+TEST_SUITE(Quantized)
+TEST_SUITE(QASYMM8)
+FIXTURE_DATA_TEST_CASE(RunSmall, NERoundLayerQuantizedFixture<uint8_t>, framework::DatasetMode::ALL, combine(combine(combine(
+                       datasets::SmallShapes(),
+                       framework::dataset::make("DataType", DataType::QASYMM8)),
+                       framework::dataset::make("InputQInfo", { QuantizationInfo(0.2, -3) })),
+                       framework::dataset::make("OutputQInfo", { QuantizationInfo(0.5, 10) })))
+{
+    // Validate output
+    validate(Accessor(_target), _reference, tolerance_qasymm8);
+}
+TEST_SUITE_END() // QASYMM8
+
+TEST_SUITE(QASYMM8_SIGNED)
+FIXTURE_DATA_TEST_CASE(RunSmall, NERoundLayerQuantizedFixture<int8_t>, framework::DatasetMode::ALL, combine(combine(combine(
+                       datasets::SmallShapes(),
+                       framework::dataset::make("DataType", DataType::QASYMM8_SIGNED)),
+                       framework::dataset::make("InputQInfo", { QuantizationInfo(0.075, 6) })),
+                       framework::dataset::make("OutputQInfo", { QuantizationInfo(0.1, -7) })))
+{
+    // Validate output
+    validate(Accessor(_target), _reference, tolerance_qasymm8_signed);
+}
+TEST_SUITE_END() // QASYMM8_SIGNED
+
+TEST_SUITE_END() // Quantized
 TEST_SUITE_END() // RoundLayer
 TEST_SUITE_END() // Neon
 } // namespace validation