// // Copyright © 2020, 2023-2024 Arm Ltd and Contributors. All rights reserved. // SPDX-License-Identifier: MIT // #include "PadTestHelper.hpp" #include namespace armnnDelegate { void Pad2dTest(tflite::BuiltinOperator padOperatorCode = tflite::BuiltinOperator_PAD, float pad = 0.0f) { // Set input data std::vector inputShape { 2, 2, 2 }; std::vector outputShape { 3, 5, 6 }; std::vector paddingShape { 3, 2 }; std::vector inputValues = { 0.0f, 4.0f, 2.0f, -5.0f, 6.0f, 1.0f, 5.0f, -2.0f }; std::vector expectedOutputValues = { pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, 0.0f, 4.0f, pad, pad, pad, pad, 2.0f, -5.0f, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, 6.0f, 1.0f, pad, pad, pad, pad, 5.0f, -2.0f, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad }; std::vector paddingDim = { 0, 1, 2, 1, 2, 2 }; PadTest(padOperatorCode, ::tflite::TensorType_FLOAT32, inputShape, paddingShape, outputShape, inputValues, paddingDim, expectedOutputValues, pad); } void Pad3dTest(tflite::BuiltinOperator padOperatorCode = tflite::BuiltinOperator_PAD, float pad = 0.0f) { // Set input data std::vector inputShape { 2, 2, 2 }; std::vector outputShape { 3, 5, 6 }; std::vector paddingShape { 3, 2 }; std::vector inputValues = { 0.0f, 4.0f, 2.0f, 5.0f, 6.0f, 1.0f, 5.0f, 2.0f }; std::vector expectedOutputValues = { pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, 0.0f, 4.0f, pad, pad, pad, pad, 2.0f, 5.0f, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, 6.0f, 1.0f, pad, pad, pad, pad, 5.0f, 2.0f, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad }; std::vector paddingDim = { 0, 1, 2, 1, 2, 2 }; PadTest(padOperatorCode, ::tflite::TensorType_FLOAT32, inputShape, paddingShape, outputShape, inputValues, paddingDim, expectedOutputValues, pad); } void Pad4dTest(tflite::BuiltinOperator padOperatorCode = tflite::BuiltinOperator_PAD, float pad = 0.0f) { // Set input data std::vector inputShape { 2, 2, 3, 2 }; std::vector outputShape { 4, 5, 7, 4 }; std::vector paddingShape { 4, 2 }; std::vector inputValues = { 0.0f, 1.0f, 2.0f, 3.0f, 4.0f, 5.0f, 6.0f, 7.0f, 8.0f, 9.0f, 10.0f, 11.0f, 12.0f, 13.0f, 14.0f, 15.0f, 16.0f, 17.0f, 18.0f, 19.0f, 20.0f, 21.0f, 22.0f, 23.0f }; std::vector expectedOutputValues = { pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, 0.0f, 1.0f, pad, pad, 2.0f, 3.0f, pad, pad, 4.0f, 5.0f, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, 6.0f, 7.0f, pad, pad, 8.0f, 9.0f, pad, pad, 10.0f, 11.0f, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, 12.0f, 13.0f, pad, pad, 14.0f, 15.0f, pad, pad, 16.0f, 17.0f, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, 18.0f, 19.0f, pad, pad, 20.0f, 21.0f, pad, pad, 22.0f, 23.0f, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad, pad }; std::vector paddingDim = { 1, 1, 2, 1, 3, 1, 1, 1 }; PadTest(padOperatorCode, ::tflite::TensorType_FLOAT32, inputShape, paddingShape, outputShape, inputValues, paddingDim, expectedOutputValues, pad); } void PadInt8Test(tflite::BuiltinOperator padOperatorCode = tflite::BuiltinOperator_PAD, int8_t paddingValue = 0, int8_t p = 3, float quantizationScale = -2.0f, int32_t quantizationOffset = 3) { // Set input data std::vector inputShape { 2, 2, 2 }; std::vector outputShape { 3, 5, 6 }; std::vector paddingShape { 3, 2 }; std::vector inputValues = { 0, 4, 2, -5, 6, 1, 5, -2 }; std::vector expectedOutputValues = { p, p, p, p, p, p, p, p, p, p, p, p, p, p, 0, 4, p, p, p, p, 2, -5, p, p, p, p, p, p, p, p, p, p, p, p, p, p, p, p, p, p, p, p, p, p, 6, 1, p, p, p, p, 5, -2, p, p, p, p, p, p, p, p, p, p, p, p, p, p, p, p, p, p, p, p, p, p, p, p, p, p, p, p, p, p, p, p, p, p, p, p, p, p }; std::vector paddingDim = { 0, 1, 2, 1, 2, 2 }; PadTest(padOperatorCode, ::tflite::TensorType_INT8, inputShape, paddingShape, outputShape, inputValues, paddingDim, expectedOutputValues, paddingValue, {}, quantizationScale, quantizationOffset); } void PadUint8Test(tflite::BuiltinOperator padOperatorCode = tflite::BuiltinOperator_PAD, uint8_t paddingValue = 0, uint8_t p = 3, float quantizationScale = -2.0f, int32_t quantizationOffset = 3) { // Set input data std::vector inputShape { 2, 2, 2 }; std::vector outputShape { 3, 5, 6 }; std::vector paddingShape { 3, 2 }; std::vector inputValues = { 0, 4, 2, 5, 6, 1, 5, 2 }; std::vector expectedOutputValues = { p, p, p, p, p, p, p, p, p, p, p, p, p, p, 0, 4, p, p, p, p, 2, 5, p, p, p, p, p, p, p, p, p, p, p, p, p, p, p, p, p, p, p, p, p, p, 6, 1, p, p, p, p, 5, 2, p, p, p, p, p, p, p, p, p, p, p, p, p, p, p, p, p, p, p, p, p, p, p, p, p, p, p, p, p, p, p, p, p, p, p, p, p, p }; std::vector paddingDim = { 0, 1, 2, 1, 2, 2 }; PadTest(padOperatorCode, ::tflite::TensorType_UINT8, inputShape, paddingShape, outputShape, inputValues, paddingDim, expectedOutputValues, paddingValue, {}, quantizationScale, quantizationOffset); } TEST_SUITE("PadTests") { TEST_CASE ("Pad2d_Test") { Pad2dTest(); } TEST_CASE ("Pad3d_Test") { Pad3dTest(); } TEST_CASE ("Pad4d_Test") { Pad4dTest(); } TEST_CASE ("Pad_Int8_Test") { PadInt8Test(); } TEST_CASE ("Pad_Uint8_Test") { PadUint8Test(); } TEST_CASE ("PadV22d_Test") { Pad2dTest(tflite::BuiltinOperator_PADV2, -2.5); } TEST_CASE ("PadV23d_Test") { Pad3dTest(tflite::BuiltinOperator_PADV2, 2.0); } TEST_CASE ("PadV24d_Test") { Pad4dTest(tflite::BuiltinOperator_PADV2, -1.33); } TEST_CASE ("PadV2_Int8_Test") { PadInt8Test(tflite::BuiltinOperator_PADV2, -1, -1); } TEST_CASE ("PadV2_Uint8_Test") { PadUint8Test(tflite::BuiltinOperator_PADV2, -1, -1); } } // TEST_SUITE("PadTests") } // namespace armnnDelegate