// clang-format off // Generated file (from: transpose_conv2d.mod.py). Do not edit std::vector<MixedTypedExample>& get_examples_nhwc_none() { static std::vector<MixedTypedExample> examples_nhwc_none = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 2, 1}}}, // int -> FLOAT32 map .float32Operands = {{0, {1.0f, 2.0f, 3.0f, 4.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 5, 5, 2}}}, // int -> FLOAT32 map .float32Operands = {{0, {-0.5f, 0.0f, 1.5f, 2.0f, 5.5f, 8.0f, 4.5f, 6.0f, 8.5f, 10.0f, 5.5f, 6.0f, 7.5f, 8.0f, 23.5f, 26.0f, 16.5f, 18.0f, 20.5f, 22.0f, 14.5f, 18.0f, 22.5f, 26.0f, 60.5f, 70.0f, 40.5f, 46.0f, 52.5f, 58.0f, 19.5f, 22.0f, 25.5f, 28.0f, 59.5f, 66.0f, 34.5f, 38.0f, 42.5f, 46.0f, 37.5f, 40.0f, 43.5f, 46.0f, 101.5f, 108.0f, 58.5f, 62.0f, 66.5f, 70.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_nhwc_none; }; std::vector<MixedTypedExample>& get_examples_nhwc_none_weight_as_input() { static std::vector<MixedTypedExample> examples_nhwc_none_weight_as_input = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 2, 1}}, {1, {2, 3, 3, 1}}, {2, {2}}}, // int -> FLOAT32 map .float32Operands = {{0, {1.0f, 2.0f, 3.0f, 4.0f}}, {1, {1.0f, 3.0f, 5.0f, 7.0f, 9.0f, 11.0f, 13.0f, 15.0f, 17.0f, 2.0f, 4.0f, 6.0f, 8.0f, 10.0f, 12.0f, 14.0f, 16.0f, 18.0f}}, {2, {-1.5f, -2.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 5, 5, 2}}}, // int -> FLOAT32 map .float32Operands = {{0, {-0.5f, 0.0f, 1.5f, 2.0f, 5.5f, 8.0f, 4.5f, 6.0f, 8.5f, 10.0f, 5.5f, 6.0f, 7.5f, 8.0f, 23.5f, 26.0f, 16.5f, 18.0f, 20.5f, 22.0f, 14.5f, 18.0f, 22.5f, 26.0f, 60.5f, 70.0f, 40.5f, 46.0f, 52.5f, 58.0f, 19.5f, 22.0f, 25.5f, 28.0f, 59.5f, 66.0f, 34.5f, 38.0f, 42.5f, 46.0f, 37.5f, 40.0f, 43.5f, 46.0f, 101.5f, 108.0f, 58.5f, 62.0f, 66.5f, 70.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_nhwc_none_weight_as_input; }; std::vector<MixedTypedExample>& get_examples_nhwc_none_relaxed() { static std::vector<MixedTypedExample> examples_nhwc_none_relaxed = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 2, 1}}}, // int -> FLOAT32 map .float32Operands = {{0, {1.0f, 2.0f, 3.0f, 4.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 5, 5, 2}}}, // int -> FLOAT32 map .float32Operands = {{0, {-0.5f, 0.0f, 1.5f, 2.0f, 5.5f, 8.0f, 4.5f, 6.0f, 8.5f, 10.0f, 5.5f, 6.0f, 7.5f, 8.0f, 23.5f, 26.0f, 16.5f, 18.0f, 20.5f, 22.0f, 14.5f, 18.0f, 22.5f, 26.0f, 60.5f, 70.0f, 40.5f, 46.0f, 52.5f, 58.0f, 19.5f, 22.0f, 25.5f, 28.0f, 59.5f, 66.0f, 34.5f, 38.0f, 42.5f, 46.0f, 37.5f, 40.0f, 43.5f, 46.0f, 101.5f, 108.0f, 58.5f, 62.0f, 66.5f, 70.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_nhwc_none_relaxed; }; std::vector<MixedTypedExample>& get_examples_nhwc_none_relaxed_weight_as_input() { static std::vector<MixedTypedExample> examples_nhwc_none_relaxed_weight_as_input = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 2, 1}}, {1, {2, 3, 3, 1}}, {2, {2}}}, // int -> FLOAT32 map .float32Operands = {{0, {1.0f, 2.0f, 3.0f, 4.0f}}, {1, {1.0f, 3.0f, 5.0f, 7.0f, 9.0f, 11.0f, 13.0f, 15.0f, 17.0f, 2.0f, 4.0f, 6.0f, 8.0f, 10.0f, 12.0f, 14.0f, 16.0f, 18.0f}}, {2, {-1.5f, -2.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 5, 5, 2}}}, // int -> FLOAT32 map .float32Operands = {{0, {-0.5f, 0.0f, 1.5f, 2.0f, 5.5f, 8.0f, 4.5f, 6.0f, 8.5f, 10.0f, 5.5f, 6.0f, 7.5f, 8.0f, 23.5f, 26.0f, 16.5f, 18.0f, 20.5f, 22.0f, 14.5f, 18.0f, 22.5f, 26.0f, 60.5f, 70.0f, 40.5f, 46.0f, 52.5f, 58.0f, 19.5f, 22.0f, 25.5f, 28.0f, 59.5f, 66.0f, 34.5f, 38.0f, 42.5f, 46.0f, 37.5f, 40.0f, 43.5f, 46.0f, 101.5f, 108.0f, 58.5f, 62.0f, 66.5f, 70.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_nhwc_none_relaxed_weight_as_input; }; std::vector<MixedTypedExample>& get_examples_nhwc_none_quant8() { static std::vector<MixedTypedExample> examples_nhwc_none_quant8 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 2, 1}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {2, 4, 6, 8}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 5, 5, 2}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {0, 0, 3, 4, 11, 16, 9, 12, 17, 20, 11, 12, 15, 16, 47, 52, 33, 36, 41, 44, 29, 36, 45, 52, 121, 140, 81, 92, 105, 116, 39, 44, 51, 56, 119, 132, 69, 76, 85, 92, 75, 80, 87, 92, 203, 216, 117, 124, 133, 140}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_nhwc_none_quant8; }; std::vector<MixedTypedExample>& get_examples_nhwc_none_quant8_weight_as_input() { static std::vector<MixedTypedExample> examples_nhwc_none_quant8_weight_as_input = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 2, 1}}, {1, {2, 3, 3, 1}}, {2, {2}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {{2, {-6, -8}}}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {2, 4, 6, 8}}, {1, {2, 6, 10, 14, 18, 22, 26, 30, 34, 4, 8, 12, 16, 20, 24, 28, 32, 36}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 5, 5, 2}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {0, 0, 3, 4, 11, 16, 9, 12, 17, 20, 11, 12, 15, 16, 47, 52, 33, 36, 41, 44, 29, 36, 45, 52, 121, 140, 81, 92, 105, 116, 39, 44, 51, 56, 119, 132, 69, 76, 85, 92, 75, 80, 87, 92, 203, 216, 117, 124, 133, 140}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_nhwc_none_quant8_weight_as_input; }; std::vector<MixedTypedExample>& get_examples_nhwc_none_quant8_2() { static std::vector<MixedTypedExample> examples_nhwc_none_quant8_2 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 2, 1}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {102, 104, 106, 108}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 5, 5, 2}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {75, 80, 95, 100, 135, 160, 125, 140, 165, 180, 135, 140, 155, 160, 255, 255, 245, 255, 255, 255, 225, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_nhwc_none_quant8_2; }; std::vector<MixedTypedExample>& get_examples_nhwc_none_quant8_weight_as_input_2() { static std::vector<MixedTypedExample> examples_nhwc_none_quant8_weight_as_input_2 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 2, 1}}, {1, {2, 3, 3, 1}}, {2, {2}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {{2, {-6, -8}}}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {102, 104, 106, 108}}, {1, {130, 134, 138, 142, 146, 150, 154, 158, 162, 132, 136, 140, 144, 148, 152, 156, 160, 164}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 5, 5, 2}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {75, 80, 95, 100, 135, 160, 125, 140, 165, 180, 135, 140, 155, 160, 255, 255, 245, 255, 255, 255, 225, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_nhwc_none_quant8_weight_as_input_2; }; std::vector<MixedTypedExample>& get_examples_nhwc_none_channelQuant8() { static std::vector<MixedTypedExample> examples_nhwc_none_channelQuant8 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 2, 1}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {104, 108, 112, 116}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 5, 5, 2}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {79, 80, 83, 84, 91, 96, 89, 92, 97, 100, 91, 92, 95, 96, 127, 132, 113, 116, 121, 124, 109, 116, 125, 132, 201, 220, 161, 172, 185, 196, 119, 124, 131, 136, 199, 212, 149, 156, 165, 172, 155, 160, 167, 172, 255, 255, 197, 204, 213, 220}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_nhwc_none_channelQuant8; }; std::vector<MixedTypedExample>& get_examples_nhwc_none_channelQuant8_weight_as_input() { static std::vector<MixedTypedExample> examples_nhwc_none_channelQuant8_weight_as_input = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 2, 1}}, {1, {2, 3, 3, 1}}, {2, {2}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {{2, {-24, -16}}}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {104, 108, 112, 116}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {{1, {4, 12, 20, 28, 36, 44, 52, 60, 68, 4, 8, 12, 16, 20, 24, 28, 32, 36}}}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 5, 5, 2}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {79, 80, 83, 84, 91, 96, 89, 92, 97, 100, 91, 92, 95, 96, 127, 132, 113, 116, 121, 124, 109, 116, 125, 132, 201, 220, 161, 172, 185, 196, 119, 124, 131, 136, 199, 212, 149, 156, 165, 172, 155, 160, 167, 172, 255, 255, 197, 204, 213, 220}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_nhwc_none_channelQuant8_weight_as_input; }; std::vector<MixedTypedExample>& get_examples_nhwc_none_channelQuant8_2() { static std::vector<MixedTypedExample> examples_nhwc_none_channelQuant8_2 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 2, 1}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {104, 108, 112, 116}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 5, 5, 2}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {75, 80, 95, 100, 135, 160, 125, 140, 165, 180, 135, 140, 155, 160, 255, 255, 245, 255, 255, 255, 225, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_nhwc_none_channelQuant8_2; }; std::vector<MixedTypedExample>& get_examples_nhwc_none_channelQuant8_weight_as_input_2() { static std::vector<MixedTypedExample> examples_nhwc_none_channelQuant8_weight_as_input_2 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 2, 1}}, {1, {2, 3, 3, 1}}, {2, {2}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {{2, {-24, -16}}}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {104, 108, 112, 116}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {{1, {4, 12, 20, 28, 36, 44, 52, 60, 68, 4, 8, 12, 16, 20, 24, 28, 32, 36}}}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 5, 5, 2}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {75, 80, 95, 100, 135, 160, 125, 140, 165, 180, 135, 140, 155, 160, 255, 255, 245, 255, 255, 255, 225, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_nhwc_none_channelQuant8_weight_as_input_2; }; std::vector<MixedTypedExample>& get_examples_nhwc_none_float16() { static std::vector<MixedTypedExample> examples_nhwc_none_float16 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 2, 1}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {{0, {1.0f, 2.0f, 3.0f, 4.0f}}}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 5, 5, 2}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {{0, {-0.5f, 0.0f, 1.5f, 2.0f, 5.5f, 8.0f, 4.5f, 6.0f, 8.5f, 10.0f, 5.5f, 6.0f, 7.5f, 8.0f, 23.5f, 26.0f, 16.5f, 18.0f, 20.5f, 22.0f, 14.5f, 18.0f, 22.5f, 26.0f, 60.5f, 70.0f, 40.5f, 46.0f, 52.5f, 58.0f, 19.5f, 22.0f, 25.5f, 28.0f, 59.5f, 66.0f, 34.5f, 38.0f, 42.5f, 46.0f, 37.5f, 40.0f, 43.5f, 46.0f, 101.5f, 108.0f, 58.5f, 62.0f, 66.5f, 70.0f}}}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_nhwc_none_float16; }; std::vector<MixedTypedExample>& get_examples_nhwc_none_float16_weight_as_input() { static std::vector<MixedTypedExample> examples_nhwc_none_float16_weight_as_input = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 2, 1}}, {1, {2, 3, 3, 1}}, {2, {2}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {{0, {1.0f, 2.0f, 3.0f, 4.0f}}, {1, {1.0f, 3.0f, 5.0f, 7.0f, 9.0f, 11.0f, 13.0f, 15.0f, 17.0f, 2.0f, 4.0f, 6.0f, 8.0f, 10.0f, 12.0f, 14.0f, 16.0f, 18.0f}}, {2, {-1.5f, -2.0f}}}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 5, 5, 2}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {{0, {-0.5f, 0.0f, 1.5f, 2.0f, 5.5f, 8.0f, 4.5f, 6.0f, 8.5f, 10.0f, 5.5f, 6.0f, 7.5f, 8.0f, 23.5f, 26.0f, 16.5f, 18.0f, 20.5f, 22.0f, 14.5f, 18.0f, 22.5f, 26.0f, 60.5f, 70.0f, 40.5f, 46.0f, 52.5f, 58.0f, 19.5f, 22.0f, 25.5f, 28.0f, 59.5f, 66.0f, 34.5f, 38.0f, 42.5f, 46.0f, 37.5f, 40.0f, 43.5f, 46.0f, 101.5f, 108.0f, 58.5f, 62.0f, 66.5f, 70.0f}}}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_nhwc_none_float16_weight_as_input; }; std::vector<MixedTypedExample>& get_examples_nhwc_relu() { static std::vector<MixedTypedExample> examples_nhwc_relu = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 2, 1}}}, // int -> FLOAT32 map .float32Operands = {{0, {1.0f, 2.0f, 3.0f, 4.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 5, 5, 2}}}, // int -> FLOAT32 map .float32Operands = {{0, {0.0f, 0.0f, 1.5f, 2.0f, 5.5f, 8.0f, 4.5f, 6.0f, 8.5f, 10.0f, 5.5f, 6.0f, 7.5f, 8.0f, 23.5f, 26.0f, 16.5f, 18.0f, 20.5f, 22.0f, 14.5f, 18.0f, 22.5f, 26.0f, 60.5f, 70.0f, 40.5f, 46.0f, 52.5f, 58.0f, 19.5f, 22.0f, 25.5f, 28.0f, 59.5f, 66.0f, 34.5f, 38.0f, 42.5f, 46.0f, 37.5f, 40.0f, 43.5f, 46.0f, 101.5f, 108.0f, 58.5f, 62.0f, 66.5f, 70.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_nhwc_relu; }; std::vector<MixedTypedExample>& get_examples_nhwc_relu_weight_as_input() { static std::vector<MixedTypedExample> examples_nhwc_relu_weight_as_input = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 2, 1}}, {1, {2, 3, 3, 1}}, {2, {2}}}, // int -> FLOAT32 map .float32Operands = {{0, {1.0f, 2.0f, 3.0f, 4.0f}}, {1, {1.0f, 3.0f, 5.0f, 7.0f, 9.0f, 11.0f, 13.0f, 15.0f, 17.0f, 2.0f, 4.0f, 6.0f, 8.0f, 10.0f, 12.0f, 14.0f, 16.0f, 18.0f}}, {2, {-1.5f, -2.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 5, 5, 2}}}, // int -> FLOAT32 map .float32Operands = {{0, {0.0f, 0.0f, 1.5f, 2.0f, 5.5f, 8.0f, 4.5f, 6.0f, 8.5f, 10.0f, 5.5f, 6.0f, 7.5f, 8.0f, 23.5f, 26.0f, 16.5f, 18.0f, 20.5f, 22.0f, 14.5f, 18.0f, 22.5f, 26.0f, 60.5f, 70.0f, 40.5f, 46.0f, 52.5f, 58.0f, 19.5f, 22.0f, 25.5f, 28.0f, 59.5f, 66.0f, 34.5f, 38.0f, 42.5f, 46.0f, 37.5f, 40.0f, 43.5f, 46.0f, 101.5f, 108.0f, 58.5f, 62.0f, 66.5f, 70.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_nhwc_relu_weight_as_input; }; std::vector<MixedTypedExample>& get_examples_nhwc_relu_relaxed() { static std::vector<MixedTypedExample> examples_nhwc_relu_relaxed = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 2, 1}}}, // int -> FLOAT32 map .float32Operands = {{0, {1.0f, 2.0f, 3.0f, 4.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 5, 5, 2}}}, // int -> FLOAT32 map .float32Operands = {{0, {0.0f, 0.0f, 1.5f, 2.0f, 5.5f, 8.0f, 4.5f, 6.0f, 8.5f, 10.0f, 5.5f, 6.0f, 7.5f, 8.0f, 23.5f, 26.0f, 16.5f, 18.0f, 20.5f, 22.0f, 14.5f, 18.0f, 22.5f, 26.0f, 60.5f, 70.0f, 40.5f, 46.0f, 52.5f, 58.0f, 19.5f, 22.0f, 25.5f, 28.0f, 59.5f, 66.0f, 34.5f, 38.0f, 42.5f, 46.0f, 37.5f, 40.0f, 43.5f, 46.0f, 101.5f, 108.0f, 58.5f, 62.0f, 66.5f, 70.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_nhwc_relu_relaxed; }; std::vector<MixedTypedExample>& get_examples_nhwc_relu_relaxed_weight_as_input() { static std::vector<MixedTypedExample> examples_nhwc_relu_relaxed_weight_as_input = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 2, 1}}, {1, {2, 3, 3, 1}}, {2, {2}}}, // int -> FLOAT32 map .float32Operands = {{0, {1.0f, 2.0f, 3.0f, 4.0f}}, {1, {1.0f, 3.0f, 5.0f, 7.0f, 9.0f, 11.0f, 13.0f, 15.0f, 17.0f, 2.0f, 4.0f, 6.0f, 8.0f, 10.0f, 12.0f, 14.0f, 16.0f, 18.0f}}, {2, {-1.5f, -2.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 5, 5, 2}}}, // int -> FLOAT32 map .float32Operands = {{0, {0.0f, 0.0f, 1.5f, 2.0f, 5.5f, 8.0f, 4.5f, 6.0f, 8.5f, 10.0f, 5.5f, 6.0f, 7.5f, 8.0f, 23.5f, 26.0f, 16.5f, 18.0f, 20.5f, 22.0f, 14.5f, 18.0f, 22.5f, 26.0f, 60.5f, 70.0f, 40.5f, 46.0f, 52.5f, 58.0f, 19.5f, 22.0f, 25.5f, 28.0f, 59.5f, 66.0f, 34.5f, 38.0f, 42.5f, 46.0f, 37.5f, 40.0f, 43.5f, 46.0f, 101.5f, 108.0f, 58.5f, 62.0f, 66.5f, 70.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_nhwc_relu_relaxed_weight_as_input; }; std::vector<MixedTypedExample>& get_examples_nhwc_relu_quant8() { static std::vector<MixedTypedExample> examples_nhwc_relu_quant8 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 2, 1}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {2, 4, 6, 8}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 5, 5, 2}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {0, 0, 3, 4, 11, 16, 9, 12, 17, 20, 11, 12, 15, 16, 47, 52, 33, 36, 41, 44, 29, 36, 45, 52, 121, 140, 81, 92, 105, 116, 39, 44, 51, 56, 119, 132, 69, 76, 85, 92, 75, 80, 87, 92, 203, 216, 117, 124, 133, 140}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_nhwc_relu_quant8; }; std::vector<MixedTypedExample>& get_examples_nhwc_relu_quant8_weight_as_input() { static std::vector<MixedTypedExample> examples_nhwc_relu_quant8_weight_as_input = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 2, 1}}, {1, {2, 3, 3, 1}}, {2, {2}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {{2, {-6, -8}}}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {2, 4, 6, 8}}, {1, {2, 6, 10, 14, 18, 22, 26, 30, 34, 4, 8, 12, 16, 20, 24, 28, 32, 36}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 5, 5, 2}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {0, 0, 3, 4, 11, 16, 9, 12, 17, 20, 11, 12, 15, 16, 47, 52, 33, 36, 41, 44, 29, 36, 45, 52, 121, 140, 81, 92, 105, 116, 39, 44, 51, 56, 119, 132, 69, 76, 85, 92, 75, 80, 87, 92, 203, 216, 117, 124, 133, 140}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_nhwc_relu_quant8_weight_as_input; }; std::vector<MixedTypedExample>& get_examples_nhwc_relu_quant8_2() { static std::vector<MixedTypedExample> examples_nhwc_relu_quant8_2 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 2, 1}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {102, 104, 106, 108}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 5, 5, 2}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {80, 80, 95, 100, 135, 160, 125, 140, 165, 180, 135, 140, 155, 160, 255, 255, 245, 255, 255, 255, 225, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_nhwc_relu_quant8_2; }; std::vector<MixedTypedExample>& get_examples_nhwc_relu_quant8_weight_as_input_2() { static std::vector<MixedTypedExample> examples_nhwc_relu_quant8_weight_as_input_2 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 2, 1}}, {1, {2, 3, 3, 1}}, {2, {2}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {{2, {-6, -8}}}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {102, 104, 106, 108}}, {1, {130, 134, 138, 142, 146, 150, 154, 158, 162, 132, 136, 140, 144, 148, 152, 156, 160, 164}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 5, 5, 2}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {80, 80, 95, 100, 135, 160, 125, 140, 165, 180, 135, 140, 155, 160, 255, 255, 245, 255, 255, 255, 225, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_nhwc_relu_quant8_weight_as_input_2; }; std::vector<MixedTypedExample>& get_examples_nhwc_relu_channelQuant8() { static std::vector<MixedTypedExample> examples_nhwc_relu_channelQuant8 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 2, 1}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {104, 108, 112, 116}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 5, 5, 2}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {80, 80, 83, 84, 91, 96, 89, 92, 97, 100, 91, 92, 95, 96, 127, 132, 113, 116, 121, 124, 109, 116, 125, 132, 201, 220, 161, 172, 185, 196, 119, 124, 131, 136, 199, 212, 149, 156, 165, 172, 155, 160, 167, 172, 255, 255, 197, 204, 213, 220}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_nhwc_relu_channelQuant8; }; std::vector<MixedTypedExample>& get_examples_nhwc_relu_channelQuant8_weight_as_input() { static std::vector<MixedTypedExample> examples_nhwc_relu_channelQuant8_weight_as_input = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 2, 1}}, {1, {2, 3, 3, 1}}, {2, {2}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {{2, {-24, -16}}}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {104, 108, 112, 116}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {{1, {4, 12, 20, 28, 36, 44, 52, 60, 68, 4, 8, 12, 16, 20, 24, 28, 32, 36}}}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 5, 5, 2}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {80, 80, 83, 84, 91, 96, 89, 92, 97, 100, 91, 92, 95, 96, 127, 132, 113, 116, 121, 124, 109, 116, 125, 132, 201, 220, 161, 172, 185, 196, 119, 124, 131, 136, 199, 212, 149, 156, 165, 172, 155, 160, 167, 172, 255, 255, 197, 204, 213, 220}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_nhwc_relu_channelQuant8_weight_as_input; }; std::vector<MixedTypedExample>& get_examples_nhwc_relu_channelQuant8_2() { static std::vector<MixedTypedExample> examples_nhwc_relu_channelQuant8_2 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 2, 1}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {104, 108, 112, 116}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 5, 5, 2}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {80, 80, 95, 100, 135, 160, 125, 140, 165, 180, 135, 140, 155, 160, 255, 255, 245, 255, 255, 255, 225, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_nhwc_relu_channelQuant8_2; }; std::vector<MixedTypedExample>& get_examples_nhwc_relu_channelQuant8_weight_as_input_2() { static std::vector<MixedTypedExample> examples_nhwc_relu_channelQuant8_weight_as_input_2 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 2, 1}}, {1, {2, 3, 3, 1}}, {2, {2}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {{2, {-24, -16}}}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {104, 108, 112, 116}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {{1, {4, 12, 20, 28, 36, 44, 52, 60, 68, 4, 8, 12, 16, 20, 24, 28, 32, 36}}}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 5, 5, 2}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {80, 80, 95, 100, 135, 160, 125, 140, 165, 180, 135, 140, 155, 160, 255, 255, 245, 255, 255, 255, 225, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_nhwc_relu_channelQuant8_weight_as_input_2; }; std::vector<MixedTypedExample>& get_examples_nhwc_relu_float16() { static std::vector<MixedTypedExample> examples_nhwc_relu_float16 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 2, 1}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {{0, {1.0f, 2.0f, 3.0f, 4.0f}}}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 5, 5, 2}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {{0, {0.0f, 0.0f, 1.5f, 2.0f, 5.5f, 8.0f, 4.5f, 6.0f, 8.5f, 10.0f, 5.5f, 6.0f, 7.5f, 8.0f, 23.5f, 26.0f, 16.5f, 18.0f, 20.5f, 22.0f, 14.5f, 18.0f, 22.5f, 26.0f, 60.5f, 70.0f, 40.5f, 46.0f, 52.5f, 58.0f, 19.5f, 22.0f, 25.5f, 28.0f, 59.5f, 66.0f, 34.5f, 38.0f, 42.5f, 46.0f, 37.5f, 40.0f, 43.5f, 46.0f, 101.5f, 108.0f, 58.5f, 62.0f, 66.5f, 70.0f}}}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_nhwc_relu_float16; }; std::vector<MixedTypedExample>& get_examples_nhwc_relu_float16_weight_as_input() { static std::vector<MixedTypedExample> examples_nhwc_relu_float16_weight_as_input = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 2, 1}}, {1, {2, 3, 3, 1}}, {2, {2}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {{0, {1.0f, 2.0f, 3.0f, 4.0f}}, {1, {1.0f, 3.0f, 5.0f, 7.0f, 9.0f, 11.0f, 13.0f, 15.0f, 17.0f, 2.0f, 4.0f, 6.0f, 8.0f, 10.0f, 12.0f, 14.0f, 16.0f, 18.0f}}, {2, {-1.5f, -2.0f}}}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 5, 5, 2}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {{0, {0.0f, 0.0f, 1.5f, 2.0f, 5.5f, 8.0f, 4.5f, 6.0f, 8.5f, 10.0f, 5.5f, 6.0f, 7.5f, 8.0f, 23.5f, 26.0f, 16.5f, 18.0f, 20.5f, 22.0f, 14.5f, 18.0f, 22.5f, 26.0f, 60.5f, 70.0f, 40.5f, 46.0f, 52.5f, 58.0f, 19.5f, 22.0f, 25.5f, 28.0f, 59.5f, 66.0f, 34.5f, 38.0f, 42.5f, 46.0f, 37.5f, 40.0f, 43.5f, 46.0f, 101.5f, 108.0f, 58.5f, 62.0f, 66.5f, 70.0f}}}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_nhwc_relu_float16_weight_as_input; }; std::vector<MixedTypedExample>& get_examples_nhwc_relu1() { static std::vector<MixedTypedExample> examples_nhwc_relu1 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 2, 1}}}, // int -> FLOAT32 map .float32Operands = {{0, {1.0f, 2.0f, 3.0f, 4.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 5, 5, 2}}}, // int -> FLOAT32 map .float32Operands = {{0, {-0.5f, 0.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_nhwc_relu1; }; std::vector<MixedTypedExample>& get_examples_nhwc_relu1_weight_as_input() { static std::vector<MixedTypedExample> examples_nhwc_relu1_weight_as_input = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 2, 1}}, {1, {2, 3, 3, 1}}, {2, {2}}}, // int -> FLOAT32 map .float32Operands = {{0, {1.0f, 2.0f, 3.0f, 4.0f}}, {1, {1.0f, 3.0f, 5.0f, 7.0f, 9.0f, 11.0f, 13.0f, 15.0f, 17.0f, 2.0f, 4.0f, 6.0f, 8.0f, 10.0f, 12.0f, 14.0f, 16.0f, 18.0f}}, {2, {-1.5f, -2.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 5, 5, 2}}}, // int -> FLOAT32 map .float32Operands = {{0, {-0.5f, 0.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_nhwc_relu1_weight_as_input; }; std::vector<MixedTypedExample>& get_examples_nhwc_relu1_relaxed() { static std::vector<MixedTypedExample> examples_nhwc_relu1_relaxed = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 2, 1}}}, // int -> FLOAT32 map .float32Operands = {{0, {1.0f, 2.0f, 3.0f, 4.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 5, 5, 2}}}, // int -> FLOAT32 map .float32Operands = {{0, {-0.5f, 0.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_nhwc_relu1_relaxed; }; std::vector<MixedTypedExample>& get_examples_nhwc_relu1_relaxed_weight_as_input() { static std::vector<MixedTypedExample> examples_nhwc_relu1_relaxed_weight_as_input = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 2, 1}}, {1, {2, 3, 3, 1}}, {2, {2}}}, // int -> FLOAT32 map .float32Operands = {{0, {1.0f, 2.0f, 3.0f, 4.0f}}, {1, {1.0f, 3.0f, 5.0f, 7.0f, 9.0f, 11.0f, 13.0f, 15.0f, 17.0f, 2.0f, 4.0f, 6.0f, 8.0f, 10.0f, 12.0f, 14.0f, 16.0f, 18.0f}}, {2, {-1.5f, -2.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 5, 5, 2}}}, // int -> FLOAT32 map .float32Operands = {{0, {-0.5f, 0.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_nhwc_relu1_relaxed_weight_as_input; }; std::vector<MixedTypedExample>& get_examples_nhwc_relu1_quant8() { static std::vector<MixedTypedExample> examples_nhwc_relu1_quant8 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 2, 1}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {2, 4, 6, 8}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 5, 5, 2}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {0, 0, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_nhwc_relu1_quant8; }; std::vector<MixedTypedExample>& get_examples_nhwc_relu1_quant8_weight_as_input() { static std::vector<MixedTypedExample> examples_nhwc_relu1_quant8_weight_as_input = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 2, 1}}, {1, {2, 3, 3, 1}}, {2, {2}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {{2, {-6, -8}}}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {2, 4, 6, 8}}, {1, {2, 6, 10, 14, 18, 22, 26, 30, 34, 4, 8, 12, 16, 20, 24, 28, 32, 36}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 5, 5, 2}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {0, 0, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_nhwc_relu1_quant8_weight_as_input; }; std::vector<MixedTypedExample>& get_examples_nhwc_relu1_quant8_2() { static std::vector<MixedTypedExample> examples_nhwc_relu1_quant8_2 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 2, 1}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {102, 104, 106, 108}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 5, 5, 2}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {75, 80, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_nhwc_relu1_quant8_2; }; std::vector<MixedTypedExample>& get_examples_nhwc_relu1_quant8_weight_as_input_2() { static std::vector<MixedTypedExample> examples_nhwc_relu1_quant8_weight_as_input_2 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 2, 1}}, {1, {2, 3, 3, 1}}, {2, {2}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {{2, {-6, -8}}}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {102, 104, 106, 108}}, {1, {130, 134, 138, 142, 146, 150, 154, 158, 162, 132, 136, 140, 144, 148, 152, 156, 160, 164}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 5, 5, 2}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {75, 80, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_nhwc_relu1_quant8_weight_as_input_2; }; std::vector<MixedTypedExample>& get_examples_nhwc_relu1_channelQuant8() { static std::vector<MixedTypedExample> examples_nhwc_relu1_channelQuant8 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 2, 1}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {104, 108, 112, 116}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 5, 5, 2}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {79, 80, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_nhwc_relu1_channelQuant8; }; std::vector<MixedTypedExample>& get_examples_nhwc_relu1_channelQuant8_weight_as_input() { static std::vector<MixedTypedExample> examples_nhwc_relu1_channelQuant8_weight_as_input = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 2, 1}}, {1, {2, 3, 3, 1}}, {2, {2}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {{2, {-24, -16}}}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {104, 108, 112, 116}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {{1, {4, 12, 20, 28, 36, 44, 52, 60, 68, 4, 8, 12, 16, 20, 24, 28, 32, 36}}}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 5, 5, 2}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {79, 80, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_nhwc_relu1_channelQuant8_weight_as_input; }; std::vector<MixedTypedExample>& get_examples_nhwc_relu1_channelQuant8_2() { static std::vector<MixedTypedExample> examples_nhwc_relu1_channelQuant8_2 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 2, 1}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {104, 108, 112, 116}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 5, 5, 2}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {75, 80, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_nhwc_relu1_channelQuant8_2; }; std::vector<MixedTypedExample>& get_examples_nhwc_relu1_channelQuant8_weight_as_input_2() { static std::vector<MixedTypedExample> examples_nhwc_relu1_channelQuant8_weight_as_input_2 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 2, 1}}, {1, {2, 3, 3, 1}}, {2, {2}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {{2, {-24, -16}}}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {104, 108, 112, 116}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {{1, {4, 12, 20, 28, 36, 44, 52, 60, 68, 4, 8, 12, 16, 20, 24, 28, 32, 36}}}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 5, 5, 2}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {75, 80, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_nhwc_relu1_channelQuant8_weight_as_input_2; }; std::vector<MixedTypedExample>& get_examples_nhwc_relu1_float16() { static std::vector<MixedTypedExample> examples_nhwc_relu1_float16 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 2, 1}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {{0, {1.0f, 2.0f, 3.0f, 4.0f}}}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 5, 5, 2}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {{0, {-0.5f, 0.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f}}}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_nhwc_relu1_float16; }; std::vector<MixedTypedExample>& get_examples_nhwc_relu1_float16_weight_as_input() { static std::vector<MixedTypedExample> examples_nhwc_relu1_float16_weight_as_input = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 2, 1}}, {1, {2, 3, 3, 1}}, {2, {2}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {{0, {1.0f, 2.0f, 3.0f, 4.0f}}, {1, {1.0f, 3.0f, 5.0f, 7.0f, 9.0f, 11.0f, 13.0f, 15.0f, 17.0f, 2.0f, 4.0f, 6.0f, 8.0f, 10.0f, 12.0f, 14.0f, 16.0f, 18.0f}}, {2, {-1.5f, -2.0f}}}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 5, 5, 2}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {{0, {-0.5f, 0.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f}}}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_nhwc_relu1_float16_weight_as_input; }; std::vector<MixedTypedExample>& get_examples_nhwc_relu6() { static std::vector<MixedTypedExample> examples_nhwc_relu6 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 2, 1}}}, // int -> FLOAT32 map .float32Operands = {{0, {1.0f, 2.0f, 3.0f, 4.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 5, 5, 2}}}, // int -> FLOAT32 map .float32Operands = {{0, {0.0f, 0.0f, 1.5f, 2.0f, 5.5f, 6.0f, 4.5f, 6.0f, 6.0f, 6.0f, 5.5f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_nhwc_relu6; }; std::vector<MixedTypedExample>& get_examples_nhwc_relu6_weight_as_input() { static std::vector<MixedTypedExample> examples_nhwc_relu6_weight_as_input = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 2, 1}}, {1, {2, 3, 3, 1}}, {2, {2}}}, // int -> FLOAT32 map .float32Operands = {{0, {1.0f, 2.0f, 3.0f, 4.0f}}, {1, {1.0f, 3.0f, 5.0f, 7.0f, 9.0f, 11.0f, 13.0f, 15.0f, 17.0f, 2.0f, 4.0f, 6.0f, 8.0f, 10.0f, 12.0f, 14.0f, 16.0f, 18.0f}}, {2, {-1.5f, -2.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 5, 5, 2}}}, // int -> FLOAT32 map .float32Operands = {{0, {0.0f, 0.0f, 1.5f, 2.0f, 5.5f, 6.0f, 4.5f, 6.0f, 6.0f, 6.0f, 5.5f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_nhwc_relu6_weight_as_input; }; std::vector<MixedTypedExample>& get_examples_nhwc_relu6_relaxed() { static std::vector<MixedTypedExample> examples_nhwc_relu6_relaxed = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 2, 1}}}, // int -> FLOAT32 map .float32Operands = {{0, {1.0f, 2.0f, 3.0f, 4.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 5, 5, 2}}}, // int -> FLOAT32 map .float32Operands = {{0, {0.0f, 0.0f, 1.5f, 2.0f, 5.5f, 6.0f, 4.5f, 6.0f, 6.0f, 6.0f, 5.5f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_nhwc_relu6_relaxed; }; std::vector<MixedTypedExample>& get_examples_nhwc_relu6_relaxed_weight_as_input() { static std::vector<MixedTypedExample> examples_nhwc_relu6_relaxed_weight_as_input = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 2, 1}}, {1, {2, 3, 3, 1}}, {2, {2}}}, // int -> FLOAT32 map .float32Operands = {{0, {1.0f, 2.0f, 3.0f, 4.0f}}, {1, {1.0f, 3.0f, 5.0f, 7.0f, 9.0f, 11.0f, 13.0f, 15.0f, 17.0f, 2.0f, 4.0f, 6.0f, 8.0f, 10.0f, 12.0f, 14.0f, 16.0f, 18.0f}}, {2, {-1.5f, -2.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 5, 5, 2}}}, // int -> FLOAT32 map .float32Operands = {{0, {0.0f, 0.0f, 1.5f, 2.0f, 5.5f, 6.0f, 4.5f, 6.0f, 6.0f, 6.0f, 5.5f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_nhwc_relu6_relaxed_weight_as_input; }; std::vector<MixedTypedExample>& get_examples_nhwc_relu6_quant8() { static std::vector<MixedTypedExample> examples_nhwc_relu6_quant8 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 2, 1}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {2, 4, 6, 8}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 5, 5, 2}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {0, 0, 3, 4, 11, 12, 9, 12, 12, 12, 11, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_nhwc_relu6_quant8; }; std::vector<MixedTypedExample>& get_examples_nhwc_relu6_quant8_weight_as_input() { static std::vector<MixedTypedExample> examples_nhwc_relu6_quant8_weight_as_input = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 2, 1}}, {1, {2, 3, 3, 1}}, {2, {2}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {{2, {-6, -8}}}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {2, 4, 6, 8}}, {1, {2, 6, 10, 14, 18, 22, 26, 30, 34, 4, 8, 12, 16, 20, 24, 28, 32, 36}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 5, 5, 2}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {0, 0, 3, 4, 11, 12, 9, 12, 12, 12, 11, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_nhwc_relu6_quant8_weight_as_input; }; std::vector<MixedTypedExample>& get_examples_nhwc_relu6_quant8_2() { static std::vector<MixedTypedExample> examples_nhwc_relu6_quant8_2 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 2, 1}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {102, 104, 106, 108}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 5, 5, 2}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {80, 80, 95, 100, 135, 140, 125, 140, 140, 140, 135, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_nhwc_relu6_quant8_2; }; std::vector<MixedTypedExample>& get_examples_nhwc_relu6_quant8_weight_as_input_2() { static std::vector<MixedTypedExample> examples_nhwc_relu6_quant8_weight_as_input_2 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 2, 1}}, {1, {2, 3, 3, 1}}, {2, {2}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {{2, {-6, -8}}}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {102, 104, 106, 108}}, {1, {130, 134, 138, 142, 146, 150, 154, 158, 162, 132, 136, 140, 144, 148, 152, 156, 160, 164}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 5, 5, 2}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {80, 80, 95, 100, 135, 140, 125, 140, 140, 140, 135, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_nhwc_relu6_quant8_weight_as_input_2; }; std::vector<MixedTypedExample>& get_examples_nhwc_relu6_channelQuant8() { static std::vector<MixedTypedExample> examples_nhwc_relu6_channelQuant8 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 2, 1}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {104, 108, 112, 116}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 5, 5, 2}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {80, 80, 83, 84, 91, 92, 89, 92, 92, 92, 91, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_nhwc_relu6_channelQuant8; }; std::vector<MixedTypedExample>& get_examples_nhwc_relu6_channelQuant8_weight_as_input() { static std::vector<MixedTypedExample> examples_nhwc_relu6_channelQuant8_weight_as_input = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 2, 1}}, {1, {2, 3, 3, 1}}, {2, {2}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {{2, {-24, -16}}}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {104, 108, 112, 116}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {{1, {4, 12, 20, 28, 36, 44, 52, 60, 68, 4, 8, 12, 16, 20, 24, 28, 32, 36}}}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 5, 5, 2}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {80, 80, 83, 84, 91, 92, 89, 92, 92, 92, 91, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_nhwc_relu6_channelQuant8_weight_as_input; }; std::vector<MixedTypedExample>& get_examples_nhwc_relu6_channelQuant8_2() { static std::vector<MixedTypedExample> examples_nhwc_relu6_channelQuant8_2 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 2, 1}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {104, 108, 112, 116}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 5, 5, 2}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {80, 80, 95, 100, 135, 140, 125, 140, 140, 140, 135, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_nhwc_relu6_channelQuant8_2; }; std::vector<MixedTypedExample>& get_examples_nhwc_relu6_channelQuant8_weight_as_input_2() { static std::vector<MixedTypedExample> examples_nhwc_relu6_channelQuant8_weight_as_input_2 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 2, 1}}, {1, {2, 3, 3, 1}}, {2, {2}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {{2, {-24, -16}}}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {104, 108, 112, 116}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {{1, {4, 12, 20, 28, 36, 44, 52, 60, 68, 4, 8, 12, 16, 20, 24, 28, 32, 36}}}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 5, 5, 2}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {80, 80, 95, 100, 135, 140, 125, 140, 140, 140, 135, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_nhwc_relu6_channelQuant8_weight_as_input_2; }; std::vector<MixedTypedExample>& get_examples_nhwc_relu6_float16() { static std::vector<MixedTypedExample> examples_nhwc_relu6_float16 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 2, 1}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {{0, {1.0f, 2.0f, 3.0f, 4.0f}}}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 5, 5, 2}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {{0, {0.0f, 0.0f, 1.5f, 2.0f, 5.5f, 6.0f, 4.5f, 6.0f, 6.0f, 6.0f, 5.5f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f}}}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_nhwc_relu6_float16; }; std::vector<MixedTypedExample>& get_examples_nhwc_relu6_float16_weight_as_input() { static std::vector<MixedTypedExample> examples_nhwc_relu6_float16_weight_as_input = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 2, 1}}, {1, {2, 3, 3, 1}}, {2, {2}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {{0, {1.0f, 2.0f, 3.0f, 4.0f}}, {1, {1.0f, 3.0f, 5.0f, 7.0f, 9.0f, 11.0f, 13.0f, 15.0f, 17.0f, 2.0f, 4.0f, 6.0f, 8.0f, 10.0f, 12.0f, 14.0f, 16.0f, 18.0f}}, {2, {-1.5f, -2.0f}}}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 5, 5, 2}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {{0, {0.0f, 0.0f, 1.5f, 2.0f, 5.5f, 6.0f, 4.5f, 6.0f, 6.0f, 6.0f, 5.5f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f}}}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_nhwc_relu6_float16_weight_as_input; }; std::vector<MixedTypedExample>& get_examples_nchw_none() { static std::vector<MixedTypedExample> examples_nchw_none = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 2, 2}}}, // int -> FLOAT32 map .float32Operands = {{0, {1.0f, 2.0f, 3.0f, 4.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 5, 5}}}, // int -> FLOAT32 map .float32Operands = {{0, {-0.5f, 1.5f, 5.5f, 4.5f, 8.5f, 5.5f, 7.5f, 23.5f, 16.5f, 20.5f, 14.5f, 22.5f, 60.5f, 40.5f, 52.5f, 19.5f, 25.5f, 59.5f, 34.5f, 42.5f, 37.5f, 43.5f, 101.5f, 58.5f, 66.5f, 0.0f, 2.0f, 8.0f, 6.0f, 10.0f, 6.0f, 8.0f, 26.0f, 18.0f, 22.0f, 18.0f, 26.0f, 70.0f, 46.0f, 58.0f, 22.0f, 28.0f, 66.0f, 38.0f, 46.0f, 40.0f, 46.0f, 108.0f, 62.0f, 70.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_nchw_none; }; std::vector<MixedTypedExample>& get_examples_nchw_none_weight_as_input() { static std::vector<MixedTypedExample> examples_nchw_none_weight_as_input = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 2, 2}}, {1, {2, 3, 3, 1}}, {2, {2}}}, // int -> FLOAT32 map .float32Operands = {{0, {1.0f, 2.0f, 3.0f, 4.0f}}, {1, {1.0f, 3.0f, 5.0f, 7.0f, 9.0f, 11.0f, 13.0f, 15.0f, 17.0f, 2.0f, 4.0f, 6.0f, 8.0f, 10.0f, 12.0f, 14.0f, 16.0f, 18.0f}}, {2, {-1.5f, -2.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 5, 5}}}, // int -> FLOAT32 map .float32Operands = {{0, {-0.5f, 1.5f, 5.5f, 4.5f, 8.5f, 5.5f, 7.5f, 23.5f, 16.5f, 20.5f, 14.5f, 22.5f, 60.5f, 40.5f, 52.5f, 19.5f, 25.5f, 59.5f, 34.5f, 42.5f, 37.5f, 43.5f, 101.5f, 58.5f, 66.5f, 0.0f, 2.0f, 8.0f, 6.0f, 10.0f, 6.0f, 8.0f, 26.0f, 18.0f, 22.0f, 18.0f, 26.0f, 70.0f, 46.0f, 58.0f, 22.0f, 28.0f, 66.0f, 38.0f, 46.0f, 40.0f, 46.0f, 108.0f, 62.0f, 70.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_nchw_none_weight_as_input; }; std::vector<MixedTypedExample>& get_examples_nchw_none_relaxed() { static std::vector<MixedTypedExample> examples_nchw_none_relaxed = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 2, 2}}}, // int -> FLOAT32 map .float32Operands = {{0, {1.0f, 2.0f, 3.0f, 4.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 5, 5}}}, // int -> FLOAT32 map .float32Operands = {{0, {-0.5f, 1.5f, 5.5f, 4.5f, 8.5f, 5.5f, 7.5f, 23.5f, 16.5f, 20.5f, 14.5f, 22.5f, 60.5f, 40.5f, 52.5f, 19.5f, 25.5f, 59.5f, 34.5f, 42.5f, 37.5f, 43.5f, 101.5f, 58.5f, 66.5f, 0.0f, 2.0f, 8.0f, 6.0f, 10.0f, 6.0f, 8.0f, 26.0f, 18.0f, 22.0f, 18.0f, 26.0f, 70.0f, 46.0f, 58.0f, 22.0f, 28.0f, 66.0f, 38.0f, 46.0f, 40.0f, 46.0f, 108.0f, 62.0f, 70.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_nchw_none_relaxed; }; std::vector<MixedTypedExample>& get_examples_nchw_none_relaxed_weight_as_input() { static std::vector<MixedTypedExample> examples_nchw_none_relaxed_weight_as_input = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 2, 2}}, {1, {2, 3, 3, 1}}, {2, {2}}}, // int -> FLOAT32 map .float32Operands = {{0, {1.0f, 2.0f, 3.0f, 4.0f}}, {1, {1.0f, 3.0f, 5.0f, 7.0f, 9.0f, 11.0f, 13.0f, 15.0f, 17.0f, 2.0f, 4.0f, 6.0f, 8.0f, 10.0f, 12.0f, 14.0f, 16.0f, 18.0f}}, {2, {-1.5f, -2.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 5, 5}}}, // int -> FLOAT32 map .float32Operands = {{0, {-0.5f, 1.5f, 5.5f, 4.5f, 8.5f, 5.5f, 7.5f, 23.5f, 16.5f, 20.5f, 14.5f, 22.5f, 60.5f, 40.5f, 52.5f, 19.5f, 25.5f, 59.5f, 34.5f, 42.5f, 37.5f, 43.5f, 101.5f, 58.5f, 66.5f, 0.0f, 2.0f, 8.0f, 6.0f, 10.0f, 6.0f, 8.0f, 26.0f, 18.0f, 22.0f, 18.0f, 26.0f, 70.0f, 46.0f, 58.0f, 22.0f, 28.0f, 66.0f, 38.0f, 46.0f, 40.0f, 46.0f, 108.0f, 62.0f, 70.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_nchw_none_relaxed_weight_as_input; }; std::vector<MixedTypedExample>& get_examples_nchw_none_quant8() { static std::vector<MixedTypedExample> examples_nchw_none_quant8 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 2, 2}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {2, 4, 6, 8}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 5, 5}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {0, 3, 11, 9, 17, 11, 15, 47, 33, 41, 29, 45, 121, 81, 105, 39, 51, 119, 69, 85, 75, 87, 203, 117, 133, 0, 4, 16, 12, 20, 12, 16, 52, 36, 44, 36, 52, 140, 92, 116, 44, 56, 132, 76, 92, 80, 92, 216, 124, 140}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_nchw_none_quant8; }; std::vector<MixedTypedExample>& get_examples_nchw_none_quant8_weight_as_input() { static std::vector<MixedTypedExample> examples_nchw_none_quant8_weight_as_input = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 2, 2}}, {1, {2, 3, 3, 1}}, {2, {2}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {{2, {-6, -8}}}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {2, 4, 6, 8}}, {1, {2, 6, 10, 14, 18, 22, 26, 30, 34, 4, 8, 12, 16, 20, 24, 28, 32, 36}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 5, 5}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {0, 3, 11, 9, 17, 11, 15, 47, 33, 41, 29, 45, 121, 81, 105, 39, 51, 119, 69, 85, 75, 87, 203, 117, 133, 0, 4, 16, 12, 20, 12, 16, 52, 36, 44, 36, 52, 140, 92, 116, 44, 56, 132, 76, 92, 80, 92, 216, 124, 140}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_nchw_none_quant8_weight_as_input; }; std::vector<MixedTypedExample>& get_examples_nchw_none_quant8_2() { static std::vector<MixedTypedExample> examples_nchw_none_quant8_2 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 2, 2}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {102, 104, 106, 108}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 5, 5}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {75, 95, 135, 125, 165, 135, 155, 255, 245, 255, 225, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 80, 100, 160, 140, 180, 140, 160, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_nchw_none_quant8_2; }; std::vector<MixedTypedExample>& get_examples_nchw_none_quant8_weight_as_input_2() { static std::vector<MixedTypedExample> examples_nchw_none_quant8_weight_as_input_2 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 2, 2}}, {1, {2, 3, 3, 1}}, {2, {2}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {{2, {-6, -8}}}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {102, 104, 106, 108}}, {1, {130, 134, 138, 142, 146, 150, 154, 158, 162, 132, 136, 140, 144, 148, 152, 156, 160, 164}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 5, 5}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {75, 95, 135, 125, 165, 135, 155, 255, 245, 255, 225, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 80, 100, 160, 140, 180, 140, 160, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_nchw_none_quant8_weight_as_input_2; }; std::vector<MixedTypedExample>& get_examples_nchw_none_channelQuant8() { static std::vector<MixedTypedExample> examples_nchw_none_channelQuant8 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 2, 2}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {104, 108, 112, 116}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 5, 5}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {79, 83, 91, 89, 97, 91, 95, 127, 113, 121, 109, 125, 201, 161, 185, 119, 131, 199, 149, 165, 155, 167, 255, 197, 213, 80, 84, 96, 92, 100, 92, 96, 132, 116, 124, 116, 132, 220, 172, 196, 124, 136, 212, 156, 172, 160, 172, 255, 204, 220}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_nchw_none_channelQuant8; }; std::vector<MixedTypedExample>& get_examples_nchw_none_channelQuant8_weight_as_input() { static std::vector<MixedTypedExample> examples_nchw_none_channelQuant8_weight_as_input = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 2, 2}}, {1, {2, 3, 3, 1}}, {2, {2}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {{2, {-24, -16}}}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {104, 108, 112, 116}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {{1, {4, 12, 20, 28, 36, 44, 52, 60, 68, 4, 8, 12, 16, 20, 24, 28, 32, 36}}}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 5, 5}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {79, 83, 91, 89, 97, 91, 95, 127, 113, 121, 109, 125, 201, 161, 185, 119, 131, 199, 149, 165, 155, 167, 255, 197, 213, 80, 84, 96, 92, 100, 92, 96, 132, 116, 124, 116, 132, 220, 172, 196, 124, 136, 212, 156, 172, 160, 172, 255, 204, 220}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_nchw_none_channelQuant8_weight_as_input; }; std::vector<MixedTypedExample>& get_examples_nchw_none_channelQuant8_2() { static std::vector<MixedTypedExample> examples_nchw_none_channelQuant8_2 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 2, 2}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {104, 108, 112, 116}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 5, 5}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {75, 95, 135, 125, 165, 135, 155, 255, 245, 255, 225, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 80, 100, 160, 140, 180, 140, 160, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_nchw_none_channelQuant8_2; }; std::vector<MixedTypedExample>& get_examples_nchw_none_channelQuant8_weight_as_input_2() { static std::vector<MixedTypedExample> examples_nchw_none_channelQuant8_weight_as_input_2 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 2, 2}}, {1, {2, 3, 3, 1}}, {2, {2}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {{2, {-24, -16}}}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {104, 108, 112, 116}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {{1, {4, 12, 20, 28, 36, 44, 52, 60, 68, 4, 8, 12, 16, 20, 24, 28, 32, 36}}}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 5, 5}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {75, 95, 135, 125, 165, 135, 155, 255, 245, 255, 225, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 80, 100, 160, 140, 180, 140, 160, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_nchw_none_channelQuant8_weight_as_input_2; }; std::vector<MixedTypedExample>& get_examples_nchw_none_float16() { static std::vector<MixedTypedExample> examples_nchw_none_float16 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 2, 2}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {{0, {1.0f, 2.0f, 3.0f, 4.0f}}}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 5, 5}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {{0, {-0.5f, 1.5f, 5.5f, 4.5f, 8.5f, 5.5f, 7.5f, 23.5f, 16.5f, 20.5f, 14.5f, 22.5f, 60.5f, 40.5f, 52.5f, 19.5f, 25.5f, 59.5f, 34.5f, 42.5f, 37.5f, 43.5f, 101.5f, 58.5f, 66.5f, 0.0f, 2.0f, 8.0f, 6.0f, 10.0f, 6.0f, 8.0f, 26.0f, 18.0f, 22.0f, 18.0f, 26.0f, 70.0f, 46.0f, 58.0f, 22.0f, 28.0f, 66.0f, 38.0f, 46.0f, 40.0f, 46.0f, 108.0f, 62.0f, 70.0f}}}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_nchw_none_float16; }; std::vector<MixedTypedExample>& get_examples_nchw_none_float16_weight_as_input() { static std::vector<MixedTypedExample> examples_nchw_none_float16_weight_as_input = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 2, 2}}, {1, {2, 3, 3, 1}}, {2, {2}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {{0, {1.0f, 2.0f, 3.0f, 4.0f}}, {1, {1.0f, 3.0f, 5.0f, 7.0f, 9.0f, 11.0f, 13.0f, 15.0f, 17.0f, 2.0f, 4.0f, 6.0f, 8.0f, 10.0f, 12.0f, 14.0f, 16.0f, 18.0f}}, {2, {-1.5f, -2.0f}}}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 5, 5}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {{0, {-0.5f, 1.5f, 5.5f, 4.5f, 8.5f, 5.5f, 7.5f, 23.5f, 16.5f, 20.5f, 14.5f, 22.5f, 60.5f, 40.5f, 52.5f, 19.5f, 25.5f, 59.5f, 34.5f, 42.5f, 37.5f, 43.5f, 101.5f, 58.5f, 66.5f, 0.0f, 2.0f, 8.0f, 6.0f, 10.0f, 6.0f, 8.0f, 26.0f, 18.0f, 22.0f, 18.0f, 26.0f, 70.0f, 46.0f, 58.0f, 22.0f, 28.0f, 66.0f, 38.0f, 46.0f, 40.0f, 46.0f, 108.0f, 62.0f, 70.0f}}}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_nchw_none_float16_weight_as_input; }; std::vector<MixedTypedExample>& get_examples_nchw_relu() { static std::vector<MixedTypedExample> examples_nchw_relu = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 2, 2}}}, // int -> FLOAT32 map .float32Operands = {{0, {1.0f, 2.0f, 3.0f, 4.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 5, 5}}}, // int -> FLOAT32 map .float32Operands = {{0, {0.0f, 1.5f, 5.5f, 4.5f, 8.5f, 5.5f, 7.5f, 23.5f, 16.5f, 20.5f, 14.5f, 22.5f, 60.5f, 40.5f, 52.5f, 19.5f, 25.5f, 59.5f, 34.5f, 42.5f, 37.5f, 43.5f, 101.5f, 58.5f, 66.5f, 0.0f, 2.0f, 8.0f, 6.0f, 10.0f, 6.0f, 8.0f, 26.0f, 18.0f, 22.0f, 18.0f, 26.0f, 70.0f, 46.0f, 58.0f, 22.0f, 28.0f, 66.0f, 38.0f, 46.0f, 40.0f, 46.0f, 108.0f, 62.0f, 70.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_nchw_relu; }; std::vector<MixedTypedExample>& get_examples_nchw_relu_weight_as_input() { static std::vector<MixedTypedExample> examples_nchw_relu_weight_as_input = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 2, 2}}, {1, {2, 3, 3, 1}}, {2, {2}}}, // int -> FLOAT32 map .float32Operands = {{0, {1.0f, 2.0f, 3.0f, 4.0f}}, {1, {1.0f, 3.0f, 5.0f, 7.0f, 9.0f, 11.0f, 13.0f, 15.0f, 17.0f, 2.0f, 4.0f, 6.0f, 8.0f, 10.0f, 12.0f, 14.0f, 16.0f, 18.0f}}, {2, {-1.5f, -2.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 5, 5}}}, // int -> FLOAT32 map .float32Operands = {{0, {0.0f, 1.5f, 5.5f, 4.5f, 8.5f, 5.5f, 7.5f, 23.5f, 16.5f, 20.5f, 14.5f, 22.5f, 60.5f, 40.5f, 52.5f, 19.5f, 25.5f, 59.5f, 34.5f, 42.5f, 37.5f, 43.5f, 101.5f, 58.5f, 66.5f, 0.0f, 2.0f, 8.0f, 6.0f, 10.0f, 6.0f, 8.0f, 26.0f, 18.0f, 22.0f, 18.0f, 26.0f, 70.0f, 46.0f, 58.0f, 22.0f, 28.0f, 66.0f, 38.0f, 46.0f, 40.0f, 46.0f, 108.0f, 62.0f, 70.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_nchw_relu_weight_as_input; }; std::vector<MixedTypedExample>& get_examples_nchw_relu_relaxed() { static std::vector<MixedTypedExample> examples_nchw_relu_relaxed = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 2, 2}}}, // int -> FLOAT32 map .float32Operands = {{0, {1.0f, 2.0f, 3.0f, 4.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 5, 5}}}, // int -> FLOAT32 map .float32Operands = {{0, {0.0f, 1.5f, 5.5f, 4.5f, 8.5f, 5.5f, 7.5f, 23.5f, 16.5f, 20.5f, 14.5f, 22.5f, 60.5f, 40.5f, 52.5f, 19.5f, 25.5f, 59.5f, 34.5f, 42.5f, 37.5f, 43.5f, 101.5f, 58.5f, 66.5f, 0.0f, 2.0f, 8.0f, 6.0f, 10.0f, 6.0f, 8.0f, 26.0f, 18.0f, 22.0f, 18.0f, 26.0f, 70.0f, 46.0f, 58.0f, 22.0f, 28.0f, 66.0f, 38.0f, 46.0f, 40.0f, 46.0f, 108.0f, 62.0f, 70.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_nchw_relu_relaxed; }; std::vector<MixedTypedExample>& get_examples_nchw_relu_relaxed_weight_as_input() { static std::vector<MixedTypedExample> examples_nchw_relu_relaxed_weight_as_input = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 2, 2}}, {1, {2, 3, 3, 1}}, {2, {2}}}, // int -> FLOAT32 map .float32Operands = {{0, {1.0f, 2.0f, 3.0f, 4.0f}}, {1, {1.0f, 3.0f, 5.0f, 7.0f, 9.0f, 11.0f, 13.0f, 15.0f, 17.0f, 2.0f, 4.0f, 6.0f, 8.0f, 10.0f, 12.0f, 14.0f, 16.0f, 18.0f}}, {2, {-1.5f, -2.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 5, 5}}}, // int -> FLOAT32 map .float32Operands = {{0, {0.0f, 1.5f, 5.5f, 4.5f, 8.5f, 5.5f, 7.5f, 23.5f, 16.5f, 20.5f, 14.5f, 22.5f, 60.5f, 40.5f, 52.5f, 19.5f, 25.5f, 59.5f, 34.5f, 42.5f, 37.5f, 43.5f, 101.5f, 58.5f, 66.5f, 0.0f, 2.0f, 8.0f, 6.0f, 10.0f, 6.0f, 8.0f, 26.0f, 18.0f, 22.0f, 18.0f, 26.0f, 70.0f, 46.0f, 58.0f, 22.0f, 28.0f, 66.0f, 38.0f, 46.0f, 40.0f, 46.0f, 108.0f, 62.0f, 70.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_nchw_relu_relaxed_weight_as_input; }; std::vector<MixedTypedExample>& get_examples_nchw_relu_quant8() { static std::vector<MixedTypedExample> examples_nchw_relu_quant8 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 2, 2}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {2, 4, 6, 8}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 5, 5}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {0, 3, 11, 9, 17, 11, 15, 47, 33, 41, 29, 45, 121, 81, 105, 39, 51, 119, 69, 85, 75, 87, 203, 117, 133, 0, 4, 16, 12, 20, 12, 16, 52, 36, 44, 36, 52, 140, 92, 116, 44, 56, 132, 76, 92, 80, 92, 216, 124, 140}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_nchw_relu_quant8; }; std::vector<MixedTypedExample>& get_examples_nchw_relu_quant8_weight_as_input() { static std::vector<MixedTypedExample> examples_nchw_relu_quant8_weight_as_input = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 2, 2}}, {1, {2, 3, 3, 1}}, {2, {2}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {{2, {-6, -8}}}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {2, 4, 6, 8}}, {1, {2, 6, 10, 14, 18, 22, 26, 30, 34, 4, 8, 12, 16, 20, 24, 28, 32, 36}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 5, 5}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {0, 3, 11, 9, 17, 11, 15, 47, 33, 41, 29, 45, 121, 81, 105, 39, 51, 119, 69, 85, 75, 87, 203, 117, 133, 0, 4, 16, 12, 20, 12, 16, 52, 36, 44, 36, 52, 140, 92, 116, 44, 56, 132, 76, 92, 80, 92, 216, 124, 140}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_nchw_relu_quant8_weight_as_input; }; std::vector<MixedTypedExample>& get_examples_nchw_relu_quant8_2() { static std::vector<MixedTypedExample> examples_nchw_relu_quant8_2 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 2, 2}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {102, 104, 106, 108}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 5, 5}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {80, 95, 135, 125, 165, 135, 155, 255, 245, 255, 225, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 80, 100, 160, 140, 180, 140, 160, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_nchw_relu_quant8_2; }; std::vector<MixedTypedExample>& get_examples_nchw_relu_quant8_weight_as_input_2() { static std::vector<MixedTypedExample> examples_nchw_relu_quant8_weight_as_input_2 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 2, 2}}, {1, {2, 3, 3, 1}}, {2, {2}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {{2, {-6, -8}}}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {102, 104, 106, 108}}, {1, {130, 134, 138, 142, 146, 150, 154, 158, 162, 132, 136, 140, 144, 148, 152, 156, 160, 164}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 5, 5}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {80, 95, 135, 125, 165, 135, 155, 255, 245, 255, 225, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 80, 100, 160, 140, 180, 140, 160, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_nchw_relu_quant8_weight_as_input_2; }; std::vector<MixedTypedExample>& get_examples_nchw_relu_channelQuant8() { static std::vector<MixedTypedExample> examples_nchw_relu_channelQuant8 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 2, 2}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {104, 108, 112, 116}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 5, 5}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {80, 83, 91, 89, 97, 91, 95, 127, 113, 121, 109, 125, 201, 161, 185, 119, 131, 199, 149, 165, 155, 167, 255, 197, 213, 80, 84, 96, 92, 100, 92, 96, 132, 116, 124, 116, 132, 220, 172, 196, 124, 136, 212, 156, 172, 160, 172, 255, 204, 220}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_nchw_relu_channelQuant8; }; std::vector<MixedTypedExample>& get_examples_nchw_relu_channelQuant8_weight_as_input() { static std::vector<MixedTypedExample> examples_nchw_relu_channelQuant8_weight_as_input = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 2, 2}}, {1, {2, 3, 3, 1}}, {2, {2}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {{2, {-24, -16}}}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {104, 108, 112, 116}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {{1, {4, 12, 20, 28, 36, 44, 52, 60, 68, 4, 8, 12, 16, 20, 24, 28, 32, 36}}}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 5, 5}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {80, 83, 91, 89, 97, 91, 95, 127, 113, 121, 109, 125, 201, 161, 185, 119, 131, 199, 149, 165, 155, 167, 255, 197, 213, 80, 84, 96, 92, 100, 92, 96, 132, 116, 124, 116, 132, 220, 172, 196, 124, 136, 212, 156, 172, 160, 172, 255, 204, 220}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_nchw_relu_channelQuant8_weight_as_input; }; std::vector<MixedTypedExample>& get_examples_nchw_relu_channelQuant8_2() { static std::vector<MixedTypedExample> examples_nchw_relu_channelQuant8_2 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 2, 2}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {104, 108, 112, 116}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 5, 5}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {80, 95, 135, 125, 165, 135, 155, 255, 245, 255, 225, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 80, 100, 160, 140, 180, 140, 160, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_nchw_relu_channelQuant8_2; }; std::vector<MixedTypedExample>& get_examples_nchw_relu_channelQuant8_weight_as_input_2() { static std::vector<MixedTypedExample> examples_nchw_relu_channelQuant8_weight_as_input_2 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 2, 2}}, {1, {2, 3, 3, 1}}, {2, {2}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {{2, {-24, -16}}}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {104, 108, 112, 116}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {{1, {4, 12, 20, 28, 36, 44, 52, 60, 68, 4, 8, 12, 16, 20, 24, 28, 32, 36}}}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 5, 5}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {80, 95, 135, 125, 165, 135, 155, 255, 245, 255, 225, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 80, 100, 160, 140, 180, 140, 160, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_nchw_relu_channelQuant8_weight_as_input_2; }; std::vector<MixedTypedExample>& get_examples_nchw_relu_float16() { static std::vector<MixedTypedExample> examples_nchw_relu_float16 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 2, 2}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {{0, {1.0f, 2.0f, 3.0f, 4.0f}}}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 5, 5}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {{0, {0.0f, 1.5f, 5.5f, 4.5f, 8.5f, 5.5f, 7.5f, 23.5f, 16.5f, 20.5f, 14.5f, 22.5f, 60.5f, 40.5f, 52.5f, 19.5f, 25.5f, 59.5f, 34.5f, 42.5f, 37.5f, 43.5f, 101.5f, 58.5f, 66.5f, 0.0f, 2.0f, 8.0f, 6.0f, 10.0f, 6.0f, 8.0f, 26.0f, 18.0f, 22.0f, 18.0f, 26.0f, 70.0f, 46.0f, 58.0f, 22.0f, 28.0f, 66.0f, 38.0f, 46.0f, 40.0f, 46.0f, 108.0f, 62.0f, 70.0f}}}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_nchw_relu_float16; }; std::vector<MixedTypedExample>& get_examples_nchw_relu_float16_weight_as_input() { static std::vector<MixedTypedExample> examples_nchw_relu_float16_weight_as_input = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 2, 2}}, {1, {2, 3, 3, 1}}, {2, {2}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {{0, {1.0f, 2.0f, 3.0f, 4.0f}}, {1, {1.0f, 3.0f, 5.0f, 7.0f, 9.0f, 11.0f, 13.0f, 15.0f, 17.0f, 2.0f, 4.0f, 6.0f, 8.0f, 10.0f, 12.0f, 14.0f, 16.0f, 18.0f}}, {2, {-1.5f, -2.0f}}}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 5, 5}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {{0, {0.0f, 1.5f, 5.5f, 4.5f, 8.5f, 5.5f, 7.5f, 23.5f, 16.5f, 20.5f, 14.5f, 22.5f, 60.5f, 40.5f, 52.5f, 19.5f, 25.5f, 59.5f, 34.5f, 42.5f, 37.5f, 43.5f, 101.5f, 58.5f, 66.5f, 0.0f, 2.0f, 8.0f, 6.0f, 10.0f, 6.0f, 8.0f, 26.0f, 18.0f, 22.0f, 18.0f, 26.0f, 70.0f, 46.0f, 58.0f, 22.0f, 28.0f, 66.0f, 38.0f, 46.0f, 40.0f, 46.0f, 108.0f, 62.0f, 70.0f}}}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_nchw_relu_float16_weight_as_input; }; std::vector<MixedTypedExample>& get_examples_nchw_relu1() { static std::vector<MixedTypedExample> examples_nchw_relu1 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 2, 2}}}, // int -> FLOAT32 map .float32Operands = {{0, {1.0f, 2.0f, 3.0f, 4.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 5, 5}}}, // int -> FLOAT32 map .float32Operands = {{0, {-0.5f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 0.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_nchw_relu1; }; std::vector<MixedTypedExample>& get_examples_nchw_relu1_weight_as_input() { static std::vector<MixedTypedExample> examples_nchw_relu1_weight_as_input = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 2, 2}}, {1, {2, 3, 3, 1}}, {2, {2}}}, // int -> FLOAT32 map .float32Operands = {{0, {1.0f, 2.0f, 3.0f, 4.0f}}, {1, {1.0f, 3.0f, 5.0f, 7.0f, 9.0f, 11.0f, 13.0f, 15.0f, 17.0f, 2.0f, 4.0f, 6.0f, 8.0f, 10.0f, 12.0f, 14.0f, 16.0f, 18.0f}}, {2, {-1.5f, -2.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 5, 5}}}, // int -> FLOAT32 map .float32Operands = {{0, {-0.5f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 0.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_nchw_relu1_weight_as_input; }; std::vector<MixedTypedExample>& get_examples_nchw_relu1_relaxed() { static std::vector<MixedTypedExample> examples_nchw_relu1_relaxed = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 2, 2}}}, // int -> FLOAT32 map .float32Operands = {{0, {1.0f, 2.0f, 3.0f, 4.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 5, 5}}}, // int -> FLOAT32 map .float32Operands = {{0, {-0.5f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 0.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_nchw_relu1_relaxed; }; std::vector<MixedTypedExample>& get_examples_nchw_relu1_relaxed_weight_as_input() { static std::vector<MixedTypedExample> examples_nchw_relu1_relaxed_weight_as_input = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 2, 2}}, {1, {2, 3, 3, 1}}, {2, {2}}}, // int -> FLOAT32 map .float32Operands = {{0, {1.0f, 2.0f, 3.0f, 4.0f}}, {1, {1.0f, 3.0f, 5.0f, 7.0f, 9.0f, 11.0f, 13.0f, 15.0f, 17.0f, 2.0f, 4.0f, 6.0f, 8.0f, 10.0f, 12.0f, 14.0f, 16.0f, 18.0f}}, {2, {-1.5f, -2.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 5, 5}}}, // int -> FLOAT32 map .float32Operands = {{0, {-0.5f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 0.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_nchw_relu1_relaxed_weight_as_input; }; std::vector<MixedTypedExample>& get_examples_nchw_relu1_quant8() { static std::vector<MixedTypedExample> examples_nchw_relu1_quant8 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 2, 2}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {2, 4, 6, 8}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 5, 5}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {0, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 0, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_nchw_relu1_quant8; }; std::vector<MixedTypedExample>& get_examples_nchw_relu1_quant8_weight_as_input() { static std::vector<MixedTypedExample> examples_nchw_relu1_quant8_weight_as_input = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 2, 2}}, {1, {2, 3, 3, 1}}, {2, {2}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {{2, {-6, -8}}}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {2, 4, 6, 8}}, {1, {2, 6, 10, 14, 18, 22, 26, 30, 34, 4, 8, 12, 16, 20, 24, 28, 32, 36}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 5, 5}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {0, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 0, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_nchw_relu1_quant8_weight_as_input; }; std::vector<MixedTypedExample>& get_examples_nchw_relu1_quant8_2() { static std::vector<MixedTypedExample> examples_nchw_relu1_quant8_2 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 2, 2}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {102, 104, 106, 108}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 5, 5}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {75, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 80, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_nchw_relu1_quant8_2; }; std::vector<MixedTypedExample>& get_examples_nchw_relu1_quant8_weight_as_input_2() { static std::vector<MixedTypedExample> examples_nchw_relu1_quant8_weight_as_input_2 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 2, 2}}, {1, {2, 3, 3, 1}}, {2, {2}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {{2, {-6, -8}}}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {102, 104, 106, 108}}, {1, {130, 134, 138, 142, 146, 150, 154, 158, 162, 132, 136, 140, 144, 148, 152, 156, 160, 164}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 5, 5}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {75, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 80, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_nchw_relu1_quant8_weight_as_input_2; }; std::vector<MixedTypedExample>& get_examples_nchw_relu1_channelQuant8() { static std::vector<MixedTypedExample> examples_nchw_relu1_channelQuant8 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 2, 2}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {104, 108, 112, 116}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 5, 5}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {79, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 80, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_nchw_relu1_channelQuant8; }; std::vector<MixedTypedExample>& get_examples_nchw_relu1_channelQuant8_weight_as_input() { static std::vector<MixedTypedExample> examples_nchw_relu1_channelQuant8_weight_as_input = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 2, 2}}, {1, {2, 3, 3, 1}}, {2, {2}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {{2, {-24, -16}}}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {104, 108, 112, 116}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {{1, {4, 12, 20, 28, 36, 44, 52, 60, 68, 4, 8, 12, 16, 20, 24, 28, 32, 36}}}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 5, 5}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {79, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 80, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_nchw_relu1_channelQuant8_weight_as_input; }; std::vector<MixedTypedExample>& get_examples_nchw_relu1_channelQuant8_2() { static std::vector<MixedTypedExample> examples_nchw_relu1_channelQuant8_2 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 2, 2}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {104, 108, 112, 116}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 5, 5}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {75, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 80, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_nchw_relu1_channelQuant8_2; }; std::vector<MixedTypedExample>& get_examples_nchw_relu1_channelQuant8_weight_as_input_2() { static std::vector<MixedTypedExample> examples_nchw_relu1_channelQuant8_weight_as_input_2 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 2, 2}}, {1, {2, 3, 3, 1}}, {2, {2}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {{2, {-24, -16}}}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {104, 108, 112, 116}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {{1, {4, 12, 20, 28, 36, 44, 52, 60, 68, 4, 8, 12, 16, 20, 24, 28, 32, 36}}}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 5, 5}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {75, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 80, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_nchw_relu1_channelQuant8_weight_as_input_2; }; std::vector<MixedTypedExample>& get_examples_nchw_relu1_float16() { static std::vector<MixedTypedExample> examples_nchw_relu1_float16 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 2, 2}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {{0, {1.0f, 2.0f, 3.0f, 4.0f}}}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 5, 5}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {{0, {-0.5f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 0.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f}}}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_nchw_relu1_float16; }; std::vector<MixedTypedExample>& get_examples_nchw_relu1_float16_weight_as_input() { static std::vector<MixedTypedExample> examples_nchw_relu1_float16_weight_as_input = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 2, 2}}, {1, {2, 3, 3, 1}}, {2, {2}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {{0, {1.0f, 2.0f, 3.0f, 4.0f}}, {1, {1.0f, 3.0f, 5.0f, 7.0f, 9.0f, 11.0f, 13.0f, 15.0f, 17.0f, 2.0f, 4.0f, 6.0f, 8.0f, 10.0f, 12.0f, 14.0f, 16.0f, 18.0f}}, {2, {-1.5f, -2.0f}}}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 5, 5}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {{0, {-0.5f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 0.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f}}}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_nchw_relu1_float16_weight_as_input; }; std::vector<MixedTypedExample>& get_examples_nchw_relu6() { static std::vector<MixedTypedExample> examples_nchw_relu6 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 2, 2}}}, // int -> FLOAT32 map .float32Operands = {{0, {1.0f, 2.0f, 3.0f, 4.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 5, 5}}}, // int -> FLOAT32 map .float32Operands = {{0, {0.0f, 1.5f, 5.5f, 4.5f, 6.0f, 5.5f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 0.0f, 2.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_nchw_relu6; }; std::vector<MixedTypedExample>& get_examples_nchw_relu6_weight_as_input() { static std::vector<MixedTypedExample> examples_nchw_relu6_weight_as_input = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 2, 2}}, {1, {2, 3, 3, 1}}, {2, {2}}}, // int -> FLOAT32 map .float32Operands = {{0, {1.0f, 2.0f, 3.0f, 4.0f}}, {1, {1.0f, 3.0f, 5.0f, 7.0f, 9.0f, 11.0f, 13.0f, 15.0f, 17.0f, 2.0f, 4.0f, 6.0f, 8.0f, 10.0f, 12.0f, 14.0f, 16.0f, 18.0f}}, {2, {-1.5f, -2.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 5, 5}}}, // int -> FLOAT32 map .float32Operands = {{0, {0.0f, 1.5f, 5.5f, 4.5f, 6.0f, 5.5f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 0.0f, 2.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_nchw_relu6_weight_as_input; }; std::vector<MixedTypedExample>& get_examples_nchw_relu6_relaxed() { static std::vector<MixedTypedExample> examples_nchw_relu6_relaxed = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 2, 2}}}, // int -> FLOAT32 map .float32Operands = {{0, {1.0f, 2.0f, 3.0f, 4.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 5, 5}}}, // int -> FLOAT32 map .float32Operands = {{0, {0.0f, 1.5f, 5.5f, 4.5f, 6.0f, 5.5f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 0.0f, 2.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_nchw_relu6_relaxed; }; std::vector<MixedTypedExample>& get_examples_nchw_relu6_relaxed_weight_as_input() { static std::vector<MixedTypedExample> examples_nchw_relu6_relaxed_weight_as_input = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 2, 2}}, {1, {2, 3, 3, 1}}, {2, {2}}}, // int -> FLOAT32 map .float32Operands = {{0, {1.0f, 2.0f, 3.0f, 4.0f}}, {1, {1.0f, 3.0f, 5.0f, 7.0f, 9.0f, 11.0f, 13.0f, 15.0f, 17.0f, 2.0f, 4.0f, 6.0f, 8.0f, 10.0f, 12.0f, 14.0f, 16.0f, 18.0f}}, {2, {-1.5f, -2.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 5, 5}}}, // int -> FLOAT32 map .float32Operands = {{0, {0.0f, 1.5f, 5.5f, 4.5f, 6.0f, 5.5f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 0.0f, 2.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_nchw_relu6_relaxed_weight_as_input; }; std::vector<MixedTypedExample>& get_examples_nchw_relu6_quant8() { static std::vector<MixedTypedExample> examples_nchw_relu6_quant8 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 2, 2}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {2, 4, 6, 8}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 5, 5}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {0, 3, 11, 9, 12, 11, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 0, 4, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_nchw_relu6_quant8; }; std::vector<MixedTypedExample>& get_examples_nchw_relu6_quant8_weight_as_input() { static std::vector<MixedTypedExample> examples_nchw_relu6_quant8_weight_as_input = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 2, 2}}, {1, {2, 3, 3, 1}}, {2, {2}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {{2, {-6, -8}}}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {2, 4, 6, 8}}, {1, {2, 6, 10, 14, 18, 22, 26, 30, 34, 4, 8, 12, 16, 20, 24, 28, 32, 36}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 5, 5}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {0, 3, 11, 9, 12, 11, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 0, 4, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_nchw_relu6_quant8_weight_as_input; }; std::vector<MixedTypedExample>& get_examples_nchw_relu6_quant8_2() { static std::vector<MixedTypedExample> examples_nchw_relu6_quant8_2 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 2, 2}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {102, 104, 106, 108}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 5, 5}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {80, 95, 135, 125, 140, 135, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 80, 100, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_nchw_relu6_quant8_2; }; std::vector<MixedTypedExample>& get_examples_nchw_relu6_quant8_weight_as_input_2() { static std::vector<MixedTypedExample> examples_nchw_relu6_quant8_weight_as_input_2 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 2, 2}}, {1, {2, 3, 3, 1}}, {2, {2}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {{2, {-6, -8}}}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {102, 104, 106, 108}}, {1, {130, 134, 138, 142, 146, 150, 154, 158, 162, 132, 136, 140, 144, 148, 152, 156, 160, 164}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 5, 5}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {80, 95, 135, 125, 140, 135, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 80, 100, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_nchw_relu6_quant8_weight_as_input_2; }; std::vector<MixedTypedExample>& get_examples_nchw_relu6_channelQuant8() { static std::vector<MixedTypedExample> examples_nchw_relu6_channelQuant8 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 2, 2}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {104, 108, 112, 116}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 5, 5}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {80, 83, 91, 89, 92, 91, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 80, 84, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_nchw_relu6_channelQuant8; }; std::vector<MixedTypedExample>& get_examples_nchw_relu6_channelQuant8_weight_as_input() { static std::vector<MixedTypedExample> examples_nchw_relu6_channelQuant8_weight_as_input = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 2, 2}}, {1, {2, 3, 3, 1}}, {2, {2}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {{2, {-24, -16}}}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {104, 108, 112, 116}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {{1, {4, 12, 20, 28, 36, 44, 52, 60, 68, 4, 8, 12, 16, 20, 24, 28, 32, 36}}}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 5, 5}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {80, 83, 91, 89, 92, 91, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 80, 84, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_nchw_relu6_channelQuant8_weight_as_input; }; std::vector<MixedTypedExample>& get_examples_nchw_relu6_channelQuant8_2() { static std::vector<MixedTypedExample> examples_nchw_relu6_channelQuant8_2 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 2, 2}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {104, 108, 112, 116}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 5, 5}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {80, 95, 135, 125, 140, 135, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 80, 100, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_nchw_relu6_channelQuant8_2; }; std::vector<MixedTypedExample>& get_examples_nchw_relu6_channelQuant8_weight_as_input_2() { static std::vector<MixedTypedExample> examples_nchw_relu6_channelQuant8_weight_as_input_2 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 2, 2}}, {1, {2, 3, 3, 1}}, {2, {2}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {{2, {-24, -16}}}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {104, 108, 112, 116}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {{1, {4, 12, 20, 28, 36, 44, 52, 60, 68, 4, 8, 12, 16, 20, 24, 28, 32, 36}}}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 5, 5}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {80, 95, 135, 125, 140, 135, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 80, 100, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_nchw_relu6_channelQuant8_weight_as_input_2; }; std::vector<MixedTypedExample>& get_examples_nchw_relu6_float16() { static std::vector<MixedTypedExample> examples_nchw_relu6_float16 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 2, 2}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {{0, {1.0f, 2.0f, 3.0f, 4.0f}}}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 5, 5}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {{0, {0.0f, 1.5f, 5.5f, 4.5f, 6.0f, 5.5f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 0.0f, 2.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f}}}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_nchw_relu6_float16; }; std::vector<MixedTypedExample>& get_examples_nchw_relu6_float16_weight_as_input() { static std::vector<MixedTypedExample> examples_nchw_relu6_float16_weight_as_input = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 2, 2}}, {1, {2, 3, 3, 1}}, {2, {2}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {{0, {1.0f, 2.0f, 3.0f, 4.0f}}, {1, {1.0f, 3.0f, 5.0f, 7.0f, 9.0f, 11.0f, 13.0f, 15.0f, 17.0f, 2.0f, 4.0f, 6.0f, 8.0f, 10.0f, 12.0f, 14.0f, 16.0f, 18.0f}}, {2, {-1.5f, -2.0f}}}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 5, 5}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {{0, {0.0f, 1.5f, 5.5f, 4.5f, 6.0f, 5.5f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 0.0f, 2.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f}}}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_nchw_relu6_float16_weight_as_input; }; std::vector<MixedTypedExample>& get_examples_dynamic_output_shape_nhwc_none() { static std::vector<MixedTypedExample> examples_dynamic_output_shape_nhwc_none = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 2, 1}}}, // int -> FLOAT32 map .float32Operands = {{0, {1.0f, 2.0f, 3.0f, 4.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 5, 5, 2}}}, // int -> FLOAT32 map .float32Operands = {{0, {-0.5f, 0.0f, 1.5f, 2.0f, 5.5f, 8.0f, 4.5f, 6.0f, 8.5f, 10.0f, 5.5f, 6.0f, 7.5f, 8.0f, 23.5f, 26.0f, 16.5f, 18.0f, 20.5f, 22.0f, 14.5f, 18.0f, 22.5f, 26.0f, 60.5f, 70.0f, 40.5f, 46.0f, 52.5f, 58.0f, 19.5f, 22.0f, 25.5f, 28.0f, 59.5f, 66.0f, 34.5f, 38.0f, 42.5f, 46.0f, 37.5f, 40.0f, 43.5f, 46.0f, 101.5f, 108.0f, 58.5f, 62.0f, 66.5f, 70.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_dynamic_output_shape_nhwc_none; }; std::vector<MixedTypedExample>& get_examples_dynamic_output_shape_nhwc_none_weight_as_input() { static std::vector<MixedTypedExample> examples_dynamic_output_shape_nhwc_none_weight_as_input = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 2, 1}}, {1, {2, 3, 3, 1}}, {2, {2}}}, // int -> FLOAT32 map .float32Operands = {{0, {1.0f, 2.0f, 3.0f, 4.0f}}, {1, {1.0f, 3.0f, 5.0f, 7.0f, 9.0f, 11.0f, 13.0f, 15.0f, 17.0f, 2.0f, 4.0f, 6.0f, 8.0f, 10.0f, 12.0f, 14.0f, 16.0f, 18.0f}}, {2, {-1.5f, -2.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 5, 5, 2}}}, // int -> FLOAT32 map .float32Operands = {{0, {-0.5f, 0.0f, 1.5f, 2.0f, 5.5f, 8.0f, 4.5f, 6.0f, 8.5f, 10.0f, 5.5f, 6.0f, 7.5f, 8.0f, 23.5f, 26.0f, 16.5f, 18.0f, 20.5f, 22.0f, 14.5f, 18.0f, 22.5f, 26.0f, 60.5f, 70.0f, 40.5f, 46.0f, 52.5f, 58.0f, 19.5f, 22.0f, 25.5f, 28.0f, 59.5f, 66.0f, 34.5f, 38.0f, 42.5f, 46.0f, 37.5f, 40.0f, 43.5f, 46.0f, 101.5f, 108.0f, 58.5f, 62.0f, 66.5f, 70.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_dynamic_output_shape_nhwc_none_weight_as_input; }; std::vector<MixedTypedExample>& get_examples_dynamic_output_shape_nhwc_none_relaxed() { static std::vector<MixedTypedExample> examples_dynamic_output_shape_nhwc_none_relaxed = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 2, 1}}}, // int -> FLOAT32 map .float32Operands = {{0, {1.0f, 2.0f, 3.0f, 4.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 5, 5, 2}}}, // int -> FLOAT32 map .float32Operands = {{0, {-0.5f, 0.0f, 1.5f, 2.0f, 5.5f, 8.0f, 4.5f, 6.0f, 8.5f, 10.0f, 5.5f, 6.0f, 7.5f, 8.0f, 23.5f, 26.0f, 16.5f, 18.0f, 20.5f, 22.0f, 14.5f, 18.0f, 22.5f, 26.0f, 60.5f, 70.0f, 40.5f, 46.0f, 52.5f, 58.0f, 19.5f, 22.0f, 25.5f, 28.0f, 59.5f, 66.0f, 34.5f, 38.0f, 42.5f, 46.0f, 37.5f, 40.0f, 43.5f, 46.0f, 101.5f, 108.0f, 58.5f, 62.0f, 66.5f, 70.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_dynamic_output_shape_nhwc_none_relaxed; }; std::vector<MixedTypedExample>& get_examples_dynamic_output_shape_nhwc_none_relaxed_weight_as_input() { static std::vector<MixedTypedExample> examples_dynamic_output_shape_nhwc_none_relaxed_weight_as_input = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 2, 1}}, {1, {2, 3, 3, 1}}, {2, {2}}}, // int -> FLOAT32 map .float32Operands = {{0, {1.0f, 2.0f, 3.0f, 4.0f}}, {1, {1.0f, 3.0f, 5.0f, 7.0f, 9.0f, 11.0f, 13.0f, 15.0f, 17.0f, 2.0f, 4.0f, 6.0f, 8.0f, 10.0f, 12.0f, 14.0f, 16.0f, 18.0f}}, {2, {-1.5f, -2.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 5, 5, 2}}}, // int -> FLOAT32 map .float32Operands = {{0, {-0.5f, 0.0f, 1.5f, 2.0f, 5.5f, 8.0f, 4.5f, 6.0f, 8.5f, 10.0f, 5.5f, 6.0f, 7.5f, 8.0f, 23.5f, 26.0f, 16.5f, 18.0f, 20.5f, 22.0f, 14.5f, 18.0f, 22.5f, 26.0f, 60.5f, 70.0f, 40.5f, 46.0f, 52.5f, 58.0f, 19.5f, 22.0f, 25.5f, 28.0f, 59.5f, 66.0f, 34.5f, 38.0f, 42.5f, 46.0f, 37.5f, 40.0f, 43.5f, 46.0f, 101.5f, 108.0f, 58.5f, 62.0f, 66.5f, 70.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_dynamic_output_shape_nhwc_none_relaxed_weight_as_input; }; std::vector<MixedTypedExample>& get_examples_dynamic_output_shape_nhwc_none_quant8() { static std::vector<MixedTypedExample> examples_dynamic_output_shape_nhwc_none_quant8 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 2, 1}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {2, 4, 6, 8}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 5, 5, 2}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {0, 0, 3, 4, 11, 16, 9, 12, 17, 20, 11, 12, 15, 16, 47, 52, 33, 36, 41, 44, 29, 36, 45, 52, 121, 140, 81, 92, 105, 116, 39, 44, 51, 56, 119, 132, 69, 76, 85, 92, 75, 80, 87, 92, 203, 216, 117, 124, 133, 140}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_dynamic_output_shape_nhwc_none_quant8; }; std::vector<MixedTypedExample>& get_examples_dynamic_output_shape_nhwc_none_quant8_weight_as_input() { static std::vector<MixedTypedExample> examples_dynamic_output_shape_nhwc_none_quant8_weight_as_input = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 2, 1}}, {1, {2, 3, 3, 1}}, {2, {2}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {{2, {-6, -8}}}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {2, 4, 6, 8}}, {1, {2, 6, 10, 14, 18, 22, 26, 30, 34, 4, 8, 12, 16, 20, 24, 28, 32, 36}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 5, 5, 2}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {0, 0, 3, 4, 11, 16, 9, 12, 17, 20, 11, 12, 15, 16, 47, 52, 33, 36, 41, 44, 29, 36, 45, 52, 121, 140, 81, 92, 105, 116, 39, 44, 51, 56, 119, 132, 69, 76, 85, 92, 75, 80, 87, 92, 203, 216, 117, 124, 133, 140}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_dynamic_output_shape_nhwc_none_quant8_weight_as_input; }; std::vector<MixedTypedExample>& get_examples_dynamic_output_shape_nhwc_none_quant8_2() { static std::vector<MixedTypedExample> examples_dynamic_output_shape_nhwc_none_quant8_2 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 2, 1}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {102, 104, 106, 108}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 5, 5, 2}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {75, 80, 95, 100, 135, 160, 125, 140, 165, 180, 135, 140, 155, 160, 255, 255, 245, 255, 255, 255, 225, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_dynamic_output_shape_nhwc_none_quant8_2; }; std::vector<MixedTypedExample>& get_examples_dynamic_output_shape_nhwc_none_quant8_weight_as_input_2() { static std::vector<MixedTypedExample> examples_dynamic_output_shape_nhwc_none_quant8_weight_as_input_2 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 2, 1}}, {1, {2, 3, 3, 1}}, {2, {2}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {{2, {-6, -8}}}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {102, 104, 106, 108}}, {1, {130, 134, 138, 142, 146, 150, 154, 158, 162, 132, 136, 140, 144, 148, 152, 156, 160, 164}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 5, 5, 2}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {75, 80, 95, 100, 135, 160, 125, 140, 165, 180, 135, 140, 155, 160, 255, 255, 245, 255, 255, 255, 225, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_dynamic_output_shape_nhwc_none_quant8_weight_as_input_2; }; std::vector<MixedTypedExample>& get_examples_dynamic_output_shape_nhwc_none_channelQuant8() { static std::vector<MixedTypedExample> examples_dynamic_output_shape_nhwc_none_channelQuant8 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 2, 1}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {104, 108, 112, 116}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 5, 5, 2}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {79, 80, 83, 84, 91, 96, 89, 92, 97, 100, 91, 92, 95, 96, 127, 132, 113, 116, 121, 124, 109, 116, 125, 132, 201, 220, 161, 172, 185, 196, 119, 124, 131, 136, 199, 212, 149, 156, 165, 172, 155, 160, 167, 172, 255, 255, 197, 204, 213, 220}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_dynamic_output_shape_nhwc_none_channelQuant8; }; std::vector<MixedTypedExample>& get_examples_dynamic_output_shape_nhwc_none_channelQuant8_weight_as_input() { static std::vector<MixedTypedExample> examples_dynamic_output_shape_nhwc_none_channelQuant8_weight_as_input = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 2, 1}}, {1, {2, 3, 3, 1}}, {2, {2}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {{2, {-24, -16}}}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {104, 108, 112, 116}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {{1, {4, 12, 20, 28, 36, 44, 52, 60, 68, 4, 8, 12, 16, 20, 24, 28, 32, 36}}}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 5, 5, 2}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {79, 80, 83, 84, 91, 96, 89, 92, 97, 100, 91, 92, 95, 96, 127, 132, 113, 116, 121, 124, 109, 116, 125, 132, 201, 220, 161, 172, 185, 196, 119, 124, 131, 136, 199, 212, 149, 156, 165, 172, 155, 160, 167, 172, 255, 255, 197, 204, 213, 220}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_dynamic_output_shape_nhwc_none_channelQuant8_weight_as_input; }; std::vector<MixedTypedExample>& get_examples_dynamic_output_shape_nhwc_none_channelQuant8_2() { static std::vector<MixedTypedExample> examples_dynamic_output_shape_nhwc_none_channelQuant8_2 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 2, 1}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {104, 108, 112, 116}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 5, 5, 2}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {75, 80, 95, 100, 135, 160, 125, 140, 165, 180, 135, 140, 155, 160, 255, 255, 245, 255, 255, 255, 225, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_dynamic_output_shape_nhwc_none_channelQuant8_2; }; std::vector<MixedTypedExample>& get_examples_dynamic_output_shape_nhwc_none_channelQuant8_weight_as_input_2() { static std::vector<MixedTypedExample> examples_dynamic_output_shape_nhwc_none_channelQuant8_weight_as_input_2 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 2, 1}}, {1, {2, 3, 3, 1}}, {2, {2}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {{2, {-24, -16}}}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {104, 108, 112, 116}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {{1, {4, 12, 20, 28, 36, 44, 52, 60, 68, 4, 8, 12, 16, 20, 24, 28, 32, 36}}}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 5, 5, 2}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {75, 80, 95, 100, 135, 160, 125, 140, 165, 180, 135, 140, 155, 160, 255, 255, 245, 255, 255, 255, 225, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_dynamic_output_shape_nhwc_none_channelQuant8_weight_as_input_2; }; std::vector<MixedTypedExample>& get_examples_dynamic_output_shape_nhwc_none_float16() { static std::vector<MixedTypedExample> examples_dynamic_output_shape_nhwc_none_float16 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 2, 1}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {{0, {1.0f, 2.0f, 3.0f, 4.0f}}}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 5, 5, 2}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {{0, {-0.5f, 0.0f, 1.5f, 2.0f, 5.5f, 8.0f, 4.5f, 6.0f, 8.5f, 10.0f, 5.5f, 6.0f, 7.5f, 8.0f, 23.5f, 26.0f, 16.5f, 18.0f, 20.5f, 22.0f, 14.5f, 18.0f, 22.5f, 26.0f, 60.5f, 70.0f, 40.5f, 46.0f, 52.5f, 58.0f, 19.5f, 22.0f, 25.5f, 28.0f, 59.5f, 66.0f, 34.5f, 38.0f, 42.5f, 46.0f, 37.5f, 40.0f, 43.5f, 46.0f, 101.5f, 108.0f, 58.5f, 62.0f, 66.5f, 70.0f}}}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_dynamic_output_shape_nhwc_none_float16; }; std::vector<MixedTypedExample>& get_examples_dynamic_output_shape_nhwc_none_float16_weight_as_input() { static std::vector<MixedTypedExample> examples_dynamic_output_shape_nhwc_none_float16_weight_as_input = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 2, 1}}, {1, {2, 3, 3, 1}}, {2, {2}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {{0, {1.0f, 2.0f, 3.0f, 4.0f}}, {1, {1.0f, 3.0f, 5.0f, 7.0f, 9.0f, 11.0f, 13.0f, 15.0f, 17.0f, 2.0f, 4.0f, 6.0f, 8.0f, 10.0f, 12.0f, 14.0f, 16.0f, 18.0f}}, {2, {-1.5f, -2.0f}}}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 5, 5, 2}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {{0, {-0.5f, 0.0f, 1.5f, 2.0f, 5.5f, 8.0f, 4.5f, 6.0f, 8.5f, 10.0f, 5.5f, 6.0f, 7.5f, 8.0f, 23.5f, 26.0f, 16.5f, 18.0f, 20.5f, 22.0f, 14.5f, 18.0f, 22.5f, 26.0f, 60.5f, 70.0f, 40.5f, 46.0f, 52.5f, 58.0f, 19.5f, 22.0f, 25.5f, 28.0f, 59.5f, 66.0f, 34.5f, 38.0f, 42.5f, 46.0f, 37.5f, 40.0f, 43.5f, 46.0f, 101.5f, 108.0f, 58.5f, 62.0f, 66.5f, 70.0f}}}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_dynamic_output_shape_nhwc_none_float16_weight_as_input; }; std::vector<MixedTypedExample>& get_examples_dynamic_output_shape_nhwc_relu() { static std::vector<MixedTypedExample> examples_dynamic_output_shape_nhwc_relu = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 2, 1}}}, // int -> FLOAT32 map .float32Operands = {{0, {1.0f, 2.0f, 3.0f, 4.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 5, 5, 2}}}, // int -> FLOAT32 map .float32Operands = {{0, {0.0f, 0.0f, 1.5f, 2.0f, 5.5f, 8.0f, 4.5f, 6.0f, 8.5f, 10.0f, 5.5f, 6.0f, 7.5f, 8.0f, 23.5f, 26.0f, 16.5f, 18.0f, 20.5f, 22.0f, 14.5f, 18.0f, 22.5f, 26.0f, 60.5f, 70.0f, 40.5f, 46.0f, 52.5f, 58.0f, 19.5f, 22.0f, 25.5f, 28.0f, 59.5f, 66.0f, 34.5f, 38.0f, 42.5f, 46.0f, 37.5f, 40.0f, 43.5f, 46.0f, 101.5f, 108.0f, 58.5f, 62.0f, 66.5f, 70.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_dynamic_output_shape_nhwc_relu; }; std::vector<MixedTypedExample>& get_examples_dynamic_output_shape_nhwc_relu_weight_as_input() { static std::vector<MixedTypedExample> examples_dynamic_output_shape_nhwc_relu_weight_as_input = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 2, 1}}, {1, {2, 3, 3, 1}}, {2, {2}}}, // int -> FLOAT32 map .float32Operands = {{0, {1.0f, 2.0f, 3.0f, 4.0f}}, {1, {1.0f, 3.0f, 5.0f, 7.0f, 9.0f, 11.0f, 13.0f, 15.0f, 17.0f, 2.0f, 4.0f, 6.0f, 8.0f, 10.0f, 12.0f, 14.0f, 16.0f, 18.0f}}, {2, {-1.5f, -2.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 5, 5, 2}}}, // int -> FLOAT32 map .float32Operands = {{0, {0.0f, 0.0f, 1.5f, 2.0f, 5.5f, 8.0f, 4.5f, 6.0f, 8.5f, 10.0f, 5.5f, 6.0f, 7.5f, 8.0f, 23.5f, 26.0f, 16.5f, 18.0f, 20.5f, 22.0f, 14.5f, 18.0f, 22.5f, 26.0f, 60.5f, 70.0f, 40.5f, 46.0f, 52.5f, 58.0f, 19.5f, 22.0f, 25.5f, 28.0f, 59.5f, 66.0f, 34.5f, 38.0f, 42.5f, 46.0f, 37.5f, 40.0f, 43.5f, 46.0f, 101.5f, 108.0f, 58.5f, 62.0f, 66.5f, 70.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_dynamic_output_shape_nhwc_relu_weight_as_input; }; std::vector<MixedTypedExample>& get_examples_dynamic_output_shape_nhwc_relu_relaxed() { static std::vector<MixedTypedExample> examples_dynamic_output_shape_nhwc_relu_relaxed = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 2, 1}}}, // int -> FLOAT32 map .float32Operands = {{0, {1.0f, 2.0f, 3.0f, 4.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 5, 5, 2}}}, // int -> FLOAT32 map .float32Operands = {{0, {0.0f, 0.0f, 1.5f, 2.0f, 5.5f, 8.0f, 4.5f, 6.0f, 8.5f, 10.0f, 5.5f, 6.0f, 7.5f, 8.0f, 23.5f, 26.0f, 16.5f, 18.0f, 20.5f, 22.0f, 14.5f, 18.0f, 22.5f, 26.0f, 60.5f, 70.0f, 40.5f, 46.0f, 52.5f, 58.0f, 19.5f, 22.0f, 25.5f, 28.0f, 59.5f, 66.0f, 34.5f, 38.0f, 42.5f, 46.0f, 37.5f, 40.0f, 43.5f, 46.0f, 101.5f, 108.0f, 58.5f, 62.0f, 66.5f, 70.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_dynamic_output_shape_nhwc_relu_relaxed; }; std::vector<MixedTypedExample>& get_examples_dynamic_output_shape_nhwc_relu_relaxed_weight_as_input() { static std::vector<MixedTypedExample> examples_dynamic_output_shape_nhwc_relu_relaxed_weight_as_input = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 2, 1}}, {1, {2, 3, 3, 1}}, {2, {2}}}, // int -> FLOAT32 map .float32Operands = {{0, {1.0f, 2.0f, 3.0f, 4.0f}}, {1, {1.0f, 3.0f, 5.0f, 7.0f, 9.0f, 11.0f, 13.0f, 15.0f, 17.0f, 2.0f, 4.0f, 6.0f, 8.0f, 10.0f, 12.0f, 14.0f, 16.0f, 18.0f}}, {2, {-1.5f, -2.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 5, 5, 2}}}, // int -> FLOAT32 map .float32Operands = {{0, {0.0f, 0.0f, 1.5f, 2.0f, 5.5f, 8.0f, 4.5f, 6.0f, 8.5f, 10.0f, 5.5f, 6.0f, 7.5f, 8.0f, 23.5f, 26.0f, 16.5f, 18.0f, 20.5f, 22.0f, 14.5f, 18.0f, 22.5f, 26.0f, 60.5f, 70.0f, 40.5f, 46.0f, 52.5f, 58.0f, 19.5f, 22.0f, 25.5f, 28.0f, 59.5f, 66.0f, 34.5f, 38.0f, 42.5f, 46.0f, 37.5f, 40.0f, 43.5f, 46.0f, 101.5f, 108.0f, 58.5f, 62.0f, 66.5f, 70.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_dynamic_output_shape_nhwc_relu_relaxed_weight_as_input; }; std::vector<MixedTypedExample>& get_examples_dynamic_output_shape_nhwc_relu_quant8() { static std::vector<MixedTypedExample> examples_dynamic_output_shape_nhwc_relu_quant8 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 2, 1}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {2, 4, 6, 8}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 5, 5, 2}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {0, 0, 3, 4, 11, 16, 9, 12, 17, 20, 11, 12, 15, 16, 47, 52, 33, 36, 41, 44, 29, 36, 45, 52, 121, 140, 81, 92, 105, 116, 39, 44, 51, 56, 119, 132, 69, 76, 85, 92, 75, 80, 87, 92, 203, 216, 117, 124, 133, 140}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_dynamic_output_shape_nhwc_relu_quant8; }; std::vector<MixedTypedExample>& get_examples_dynamic_output_shape_nhwc_relu_quant8_weight_as_input() { static std::vector<MixedTypedExample> examples_dynamic_output_shape_nhwc_relu_quant8_weight_as_input = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 2, 1}}, {1, {2, 3, 3, 1}}, {2, {2}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {{2, {-6, -8}}}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {2, 4, 6, 8}}, {1, {2, 6, 10, 14, 18, 22, 26, 30, 34, 4, 8, 12, 16, 20, 24, 28, 32, 36}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 5, 5, 2}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {0, 0, 3, 4, 11, 16, 9, 12, 17, 20, 11, 12, 15, 16, 47, 52, 33, 36, 41, 44, 29, 36, 45, 52, 121, 140, 81, 92, 105, 116, 39, 44, 51, 56, 119, 132, 69, 76, 85, 92, 75, 80, 87, 92, 203, 216, 117, 124, 133, 140}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_dynamic_output_shape_nhwc_relu_quant8_weight_as_input; }; std::vector<MixedTypedExample>& get_examples_dynamic_output_shape_nhwc_relu_quant8_2() { static std::vector<MixedTypedExample> examples_dynamic_output_shape_nhwc_relu_quant8_2 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 2, 1}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {102, 104, 106, 108}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 5, 5, 2}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {80, 80, 95, 100, 135, 160, 125, 140, 165, 180, 135, 140, 155, 160, 255, 255, 245, 255, 255, 255, 225, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_dynamic_output_shape_nhwc_relu_quant8_2; }; std::vector<MixedTypedExample>& get_examples_dynamic_output_shape_nhwc_relu_quant8_weight_as_input_2() { static std::vector<MixedTypedExample> examples_dynamic_output_shape_nhwc_relu_quant8_weight_as_input_2 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 2, 1}}, {1, {2, 3, 3, 1}}, {2, {2}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {{2, {-6, -8}}}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {102, 104, 106, 108}}, {1, {130, 134, 138, 142, 146, 150, 154, 158, 162, 132, 136, 140, 144, 148, 152, 156, 160, 164}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 5, 5, 2}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {80, 80, 95, 100, 135, 160, 125, 140, 165, 180, 135, 140, 155, 160, 255, 255, 245, 255, 255, 255, 225, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_dynamic_output_shape_nhwc_relu_quant8_weight_as_input_2; }; std::vector<MixedTypedExample>& get_examples_dynamic_output_shape_nhwc_relu_channelQuant8() { static std::vector<MixedTypedExample> examples_dynamic_output_shape_nhwc_relu_channelQuant8 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 2, 1}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {104, 108, 112, 116}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 5, 5, 2}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {80, 80, 83, 84, 91, 96, 89, 92, 97, 100, 91, 92, 95, 96, 127, 132, 113, 116, 121, 124, 109, 116, 125, 132, 201, 220, 161, 172, 185, 196, 119, 124, 131, 136, 199, 212, 149, 156, 165, 172, 155, 160, 167, 172, 255, 255, 197, 204, 213, 220}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_dynamic_output_shape_nhwc_relu_channelQuant8; }; std::vector<MixedTypedExample>& get_examples_dynamic_output_shape_nhwc_relu_channelQuant8_weight_as_input() { static std::vector<MixedTypedExample> examples_dynamic_output_shape_nhwc_relu_channelQuant8_weight_as_input = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 2, 1}}, {1, {2, 3, 3, 1}}, {2, {2}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {{2, {-24, -16}}}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {104, 108, 112, 116}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {{1, {4, 12, 20, 28, 36, 44, 52, 60, 68, 4, 8, 12, 16, 20, 24, 28, 32, 36}}}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 5, 5, 2}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {80, 80, 83, 84, 91, 96, 89, 92, 97, 100, 91, 92, 95, 96, 127, 132, 113, 116, 121, 124, 109, 116, 125, 132, 201, 220, 161, 172, 185, 196, 119, 124, 131, 136, 199, 212, 149, 156, 165, 172, 155, 160, 167, 172, 255, 255, 197, 204, 213, 220}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_dynamic_output_shape_nhwc_relu_channelQuant8_weight_as_input; }; std::vector<MixedTypedExample>& get_examples_dynamic_output_shape_nhwc_relu_channelQuant8_2() { static std::vector<MixedTypedExample> examples_dynamic_output_shape_nhwc_relu_channelQuant8_2 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 2, 1}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {104, 108, 112, 116}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 5, 5, 2}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {80, 80, 95, 100, 135, 160, 125, 140, 165, 180, 135, 140, 155, 160, 255, 255, 245, 255, 255, 255, 225, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_dynamic_output_shape_nhwc_relu_channelQuant8_2; }; std::vector<MixedTypedExample>& get_examples_dynamic_output_shape_nhwc_relu_channelQuant8_weight_as_input_2() { static std::vector<MixedTypedExample> examples_dynamic_output_shape_nhwc_relu_channelQuant8_weight_as_input_2 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 2, 1}}, {1, {2, 3, 3, 1}}, {2, {2}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {{2, {-24, -16}}}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {104, 108, 112, 116}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {{1, {4, 12, 20, 28, 36, 44, 52, 60, 68, 4, 8, 12, 16, 20, 24, 28, 32, 36}}}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 5, 5, 2}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {80, 80, 95, 100, 135, 160, 125, 140, 165, 180, 135, 140, 155, 160, 255, 255, 245, 255, 255, 255, 225, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_dynamic_output_shape_nhwc_relu_channelQuant8_weight_as_input_2; }; std::vector<MixedTypedExample>& get_examples_dynamic_output_shape_nhwc_relu_float16() { static std::vector<MixedTypedExample> examples_dynamic_output_shape_nhwc_relu_float16 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 2, 1}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {{0, {1.0f, 2.0f, 3.0f, 4.0f}}}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 5, 5, 2}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {{0, {0.0f, 0.0f, 1.5f, 2.0f, 5.5f, 8.0f, 4.5f, 6.0f, 8.5f, 10.0f, 5.5f, 6.0f, 7.5f, 8.0f, 23.5f, 26.0f, 16.5f, 18.0f, 20.5f, 22.0f, 14.5f, 18.0f, 22.5f, 26.0f, 60.5f, 70.0f, 40.5f, 46.0f, 52.5f, 58.0f, 19.5f, 22.0f, 25.5f, 28.0f, 59.5f, 66.0f, 34.5f, 38.0f, 42.5f, 46.0f, 37.5f, 40.0f, 43.5f, 46.0f, 101.5f, 108.0f, 58.5f, 62.0f, 66.5f, 70.0f}}}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_dynamic_output_shape_nhwc_relu_float16; }; std::vector<MixedTypedExample>& get_examples_dynamic_output_shape_nhwc_relu_float16_weight_as_input() { static std::vector<MixedTypedExample> examples_dynamic_output_shape_nhwc_relu_float16_weight_as_input = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 2, 1}}, {1, {2, 3, 3, 1}}, {2, {2}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {{0, {1.0f, 2.0f, 3.0f, 4.0f}}, {1, {1.0f, 3.0f, 5.0f, 7.0f, 9.0f, 11.0f, 13.0f, 15.0f, 17.0f, 2.0f, 4.0f, 6.0f, 8.0f, 10.0f, 12.0f, 14.0f, 16.0f, 18.0f}}, {2, {-1.5f, -2.0f}}}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 5, 5, 2}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {{0, {0.0f, 0.0f, 1.5f, 2.0f, 5.5f, 8.0f, 4.5f, 6.0f, 8.5f, 10.0f, 5.5f, 6.0f, 7.5f, 8.0f, 23.5f, 26.0f, 16.5f, 18.0f, 20.5f, 22.0f, 14.5f, 18.0f, 22.5f, 26.0f, 60.5f, 70.0f, 40.5f, 46.0f, 52.5f, 58.0f, 19.5f, 22.0f, 25.5f, 28.0f, 59.5f, 66.0f, 34.5f, 38.0f, 42.5f, 46.0f, 37.5f, 40.0f, 43.5f, 46.0f, 101.5f, 108.0f, 58.5f, 62.0f, 66.5f, 70.0f}}}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_dynamic_output_shape_nhwc_relu_float16_weight_as_input; }; std::vector<MixedTypedExample>& get_examples_dynamic_output_shape_nhwc_relu1() { static std::vector<MixedTypedExample> examples_dynamic_output_shape_nhwc_relu1 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 2, 1}}}, // int -> FLOAT32 map .float32Operands = {{0, {1.0f, 2.0f, 3.0f, 4.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 5, 5, 2}}}, // int -> FLOAT32 map .float32Operands = {{0, {-0.5f, 0.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_dynamic_output_shape_nhwc_relu1; }; std::vector<MixedTypedExample>& get_examples_dynamic_output_shape_nhwc_relu1_weight_as_input() { static std::vector<MixedTypedExample> examples_dynamic_output_shape_nhwc_relu1_weight_as_input = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 2, 1}}, {1, {2, 3, 3, 1}}, {2, {2}}}, // int -> FLOAT32 map .float32Operands = {{0, {1.0f, 2.0f, 3.0f, 4.0f}}, {1, {1.0f, 3.0f, 5.0f, 7.0f, 9.0f, 11.0f, 13.0f, 15.0f, 17.0f, 2.0f, 4.0f, 6.0f, 8.0f, 10.0f, 12.0f, 14.0f, 16.0f, 18.0f}}, {2, {-1.5f, -2.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 5, 5, 2}}}, // int -> FLOAT32 map .float32Operands = {{0, {-0.5f, 0.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_dynamic_output_shape_nhwc_relu1_weight_as_input; }; std::vector<MixedTypedExample>& get_examples_dynamic_output_shape_nhwc_relu1_relaxed() { static std::vector<MixedTypedExample> examples_dynamic_output_shape_nhwc_relu1_relaxed = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 2, 1}}}, // int -> FLOAT32 map .float32Operands = {{0, {1.0f, 2.0f, 3.0f, 4.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 5, 5, 2}}}, // int -> FLOAT32 map .float32Operands = {{0, {-0.5f, 0.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_dynamic_output_shape_nhwc_relu1_relaxed; }; std::vector<MixedTypedExample>& get_examples_dynamic_output_shape_nhwc_relu1_relaxed_weight_as_input() { static std::vector<MixedTypedExample> examples_dynamic_output_shape_nhwc_relu1_relaxed_weight_as_input = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 2, 1}}, {1, {2, 3, 3, 1}}, {2, {2}}}, // int -> FLOAT32 map .float32Operands = {{0, {1.0f, 2.0f, 3.0f, 4.0f}}, {1, {1.0f, 3.0f, 5.0f, 7.0f, 9.0f, 11.0f, 13.0f, 15.0f, 17.0f, 2.0f, 4.0f, 6.0f, 8.0f, 10.0f, 12.0f, 14.0f, 16.0f, 18.0f}}, {2, {-1.5f, -2.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 5, 5, 2}}}, // int -> FLOAT32 map .float32Operands = {{0, {-0.5f, 0.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_dynamic_output_shape_nhwc_relu1_relaxed_weight_as_input; }; std::vector<MixedTypedExample>& get_examples_dynamic_output_shape_nhwc_relu1_quant8() { static std::vector<MixedTypedExample> examples_dynamic_output_shape_nhwc_relu1_quant8 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 2, 1}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {2, 4, 6, 8}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 5, 5, 2}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {0, 0, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_dynamic_output_shape_nhwc_relu1_quant8; }; std::vector<MixedTypedExample>& get_examples_dynamic_output_shape_nhwc_relu1_quant8_weight_as_input() { static std::vector<MixedTypedExample> examples_dynamic_output_shape_nhwc_relu1_quant8_weight_as_input = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 2, 1}}, {1, {2, 3, 3, 1}}, {2, {2}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {{2, {-6, -8}}}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {2, 4, 6, 8}}, {1, {2, 6, 10, 14, 18, 22, 26, 30, 34, 4, 8, 12, 16, 20, 24, 28, 32, 36}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 5, 5, 2}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {0, 0, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_dynamic_output_shape_nhwc_relu1_quant8_weight_as_input; }; std::vector<MixedTypedExample>& get_examples_dynamic_output_shape_nhwc_relu1_quant8_2() { static std::vector<MixedTypedExample> examples_dynamic_output_shape_nhwc_relu1_quant8_2 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 2, 1}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {102, 104, 106, 108}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 5, 5, 2}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {75, 80, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_dynamic_output_shape_nhwc_relu1_quant8_2; }; std::vector<MixedTypedExample>& get_examples_dynamic_output_shape_nhwc_relu1_quant8_weight_as_input_2() { static std::vector<MixedTypedExample> examples_dynamic_output_shape_nhwc_relu1_quant8_weight_as_input_2 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 2, 1}}, {1, {2, 3, 3, 1}}, {2, {2}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {{2, {-6, -8}}}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {102, 104, 106, 108}}, {1, {130, 134, 138, 142, 146, 150, 154, 158, 162, 132, 136, 140, 144, 148, 152, 156, 160, 164}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 5, 5, 2}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {75, 80, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_dynamic_output_shape_nhwc_relu1_quant8_weight_as_input_2; }; std::vector<MixedTypedExample>& get_examples_dynamic_output_shape_nhwc_relu1_channelQuant8() { static std::vector<MixedTypedExample> examples_dynamic_output_shape_nhwc_relu1_channelQuant8 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 2, 1}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {104, 108, 112, 116}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 5, 5, 2}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {79, 80, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_dynamic_output_shape_nhwc_relu1_channelQuant8; }; std::vector<MixedTypedExample>& get_examples_dynamic_output_shape_nhwc_relu1_channelQuant8_weight_as_input() { static std::vector<MixedTypedExample> examples_dynamic_output_shape_nhwc_relu1_channelQuant8_weight_as_input = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 2, 1}}, {1, {2, 3, 3, 1}}, {2, {2}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {{2, {-24, -16}}}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {104, 108, 112, 116}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {{1, {4, 12, 20, 28, 36, 44, 52, 60, 68, 4, 8, 12, 16, 20, 24, 28, 32, 36}}}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 5, 5, 2}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {79, 80, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_dynamic_output_shape_nhwc_relu1_channelQuant8_weight_as_input; }; std::vector<MixedTypedExample>& get_examples_dynamic_output_shape_nhwc_relu1_channelQuant8_2() { static std::vector<MixedTypedExample> examples_dynamic_output_shape_nhwc_relu1_channelQuant8_2 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 2, 1}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {104, 108, 112, 116}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 5, 5, 2}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {75, 80, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_dynamic_output_shape_nhwc_relu1_channelQuant8_2; }; std::vector<MixedTypedExample>& get_examples_dynamic_output_shape_nhwc_relu1_channelQuant8_weight_as_input_2() { static std::vector<MixedTypedExample> examples_dynamic_output_shape_nhwc_relu1_channelQuant8_weight_as_input_2 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 2, 1}}, {1, {2, 3, 3, 1}}, {2, {2}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {{2, {-24, -16}}}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {104, 108, 112, 116}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {{1, {4, 12, 20, 28, 36, 44, 52, 60, 68, 4, 8, 12, 16, 20, 24, 28, 32, 36}}}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 5, 5, 2}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {75, 80, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_dynamic_output_shape_nhwc_relu1_channelQuant8_weight_as_input_2; }; std::vector<MixedTypedExample>& get_examples_dynamic_output_shape_nhwc_relu1_float16() { static std::vector<MixedTypedExample> examples_dynamic_output_shape_nhwc_relu1_float16 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 2, 1}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {{0, {1.0f, 2.0f, 3.0f, 4.0f}}}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 5, 5, 2}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {{0, {-0.5f, 0.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f}}}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_dynamic_output_shape_nhwc_relu1_float16; }; std::vector<MixedTypedExample>& get_examples_dynamic_output_shape_nhwc_relu1_float16_weight_as_input() { static std::vector<MixedTypedExample> examples_dynamic_output_shape_nhwc_relu1_float16_weight_as_input = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 2, 1}}, {1, {2, 3, 3, 1}}, {2, {2}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {{0, {1.0f, 2.0f, 3.0f, 4.0f}}, {1, {1.0f, 3.0f, 5.0f, 7.0f, 9.0f, 11.0f, 13.0f, 15.0f, 17.0f, 2.0f, 4.0f, 6.0f, 8.0f, 10.0f, 12.0f, 14.0f, 16.0f, 18.0f}}, {2, {-1.5f, -2.0f}}}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 5, 5, 2}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {{0, {-0.5f, 0.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f}}}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_dynamic_output_shape_nhwc_relu1_float16_weight_as_input; }; std::vector<MixedTypedExample>& get_examples_dynamic_output_shape_nhwc_relu6() { static std::vector<MixedTypedExample> examples_dynamic_output_shape_nhwc_relu6 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 2, 1}}}, // int -> FLOAT32 map .float32Operands = {{0, {1.0f, 2.0f, 3.0f, 4.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 5, 5, 2}}}, // int -> FLOAT32 map .float32Operands = {{0, {0.0f, 0.0f, 1.5f, 2.0f, 5.5f, 6.0f, 4.5f, 6.0f, 6.0f, 6.0f, 5.5f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_dynamic_output_shape_nhwc_relu6; }; std::vector<MixedTypedExample>& get_examples_dynamic_output_shape_nhwc_relu6_weight_as_input() { static std::vector<MixedTypedExample> examples_dynamic_output_shape_nhwc_relu6_weight_as_input = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 2, 1}}, {1, {2, 3, 3, 1}}, {2, {2}}}, // int -> FLOAT32 map .float32Operands = {{0, {1.0f, 2.0f, 3.0f, 4.0f}}, {1, {1.0f, 3.0f, 5.0f, 7.0f, 9.0f, 11.0f, 13.0f, 15.0f, 17.0f, 2.0f, 4.0f, 6.0f, 8.0f, 10.0f, 12.0f, 14.0f, 16.0f, 18.0f}}, {2, {-1.5f, -2.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 5, 5, 2}}}, // int -> FLOAT32 map .float32Operands = {{0, {0.0f, 0.0f, 1.5f, 2.0f, 5.5f, 6.0f, 4.5f, 6.0f, 6.0f, 6.0f, 5.5f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_dynamic_output_shape_nhwc_relu6_weight_as_input; }; std::vector<MixedTypedExample>& get_examples_dynamic_output_shape_nhwc_relu6_relaxed() { static std::vector<MixedTypedExample> examples_dynamic_output_shape_nhwc_relu6_relaxed = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 2, 1}}}, // int -> FLOAT32 map .float32Operands = {{0, {1.0f, 2.0f, 3.0f, 4.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 5, 5, 2}}}, // int -> FLOAT32 map .float32Operands = {{0, {0.0f, 0.0f, 1.5f, 2.0f, 5.5f, 6.0f, 4.5f, 6.0f, 6.0f, 6.0f, 5.5f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_dynamic_output_shape_nhwc_relu6_relaxed; }; std::vector<MixedTypedExample>& get_examples_dynamic_output_shape_nhwc_relu6_relaxed_weight_as_input() { static std::vector<MixedTypedExample> examples_dynamic_output_shape_nhwc_relu6_relaxed_weight_as_input = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 2, 1}}, {1, {2, 3, 3, 1}}, {2, {2}}}, // int -> FLOAT32 map .float32Operands = {{0, {1.0f, 2.0f, 3.0f, 4.0f}}, {1, {1.0f, 3.0f, 5.0f, 7.0f, 9.0f, 11.0f, 13.0f, 15.0f, 17.0f, 2.0f, 4.0f, 6.0f, 8.0f, 10.0f, 12.0f, 14.0f, 16.0f, 18.0f}}, {2, {-1.5f, -2.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 5, 5, 2}}}, // int -> FLOAT32 map .float32Operands = {{0, {0.0f, 0.0f, 1.5f, 2.0f, 5.5f, 6.0f, 4.5f, 6.0f, 6.0f, 6.0f, 5.5f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_dynamic_output_shape_nhwc_relu6_relaxed_weight_as_input; }; std::vector<MixedTypedExample>& get_examples_dynamic_output_shape_nhwc_relu6_quant8() { static std::vector<MixedTypedExample> examples_dynamic_output_shape_nhwc_relu6_quant8 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 2, 1}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {2, 4, 6, 8}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 5, 5, 2}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {0, 0, 3, 4, 11, 12, 9, 12, 12, 12, 11, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_dynamic_output_shape_nhwc_relu6_quant8; }; std::vector<MixedTypedExample>& get_examples_dynamic_output_shape_nhwc_relu6_quant8_weight_as_input() { static std::vector<MixedTypedExample> examples_dynamic_output_shape_nhwc_relu6_quant8_weight_as_input = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 2, 1}}, {1, {2, 3, 3, 1}}, {2, {2}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {{2, {-6, -8}}}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {2, 4, 6, 8}}, {1, {2, 6, 10, 14, 18, 22, 26, 30, 34, 4, 8, 12, 16, 20, 24, 28, 32, 36}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 5, 5, 2}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {0, 0, 3, 4, 11, 12, 9, 12, 12, 12, 11, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_dynamic_output_shape_nhwc_relu6_quant8_weight_as_input; }; std::vector<MixedTypedExample>& get_examples_dynamic_output_shape_nhwc_relu6_quant8_2() { static std::vector<MixedTypedExample> examples_dynamic_output_shape_nhwc_relu6_quant8_2 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 2, 1}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {102, 104, 106, 108}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 5, 5, 2}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {80, 80, 95, 100, 135, 140, 125, 140, 140, 140, 135, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_dynamic_output_shape_nhwc_relu6_quant8_2; }; std::vector<MixedTypedExample>& get_examples_dynamic_output_shape_nhwc_relu6_quant8_weight_as_input_2() { static std::vector<MixedTypedExample> examples_dynamic_output_shape_nhwc_relu6_quant8_weight_as_input_2 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 2, 1}}, {1, {2, 3, 3, 1}}, {2, {2}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {{2, {-6, -8}}}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {102, 104, 106, 108}}, {1, {130, 134, 138, 142, 146, 150, 154, 158, 162, 132, 136, 140, 144, 148, 152, 156, 160, 164}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 5, 5, 2}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {80, 80, 95, 100, 135, 140, 125, 140, 140, 140, 135, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_dynamic_output_shape_nhwc_relu6_quant8_weight_as_input_2; }; std::vector<MixedTypedExample>& get_examples_dynamic_output_shape_nhwc_relu6_channelQuant8() { static std::vector<MixedTypedExample> examples_dynamic_output_shape_nhwc_relu6_channelQuant8 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 2, 1}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {104, 108, 112, 116}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 5, 5, 2}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {80, 80, 83, 84, 91, 92, 89, 92, 92, 92, 91, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_dynamic_output_shape_nhwc_relu6_channelQuant8; }; std::vector<MixedTypedExample>& get_examples_dynamic_output_shape_nhwc_relu6_channelQuant8_weight_as_input() { static std::vector<MixedTypedExample> examples_dynamic_output_shape_nhwc_relu6_channelQuant8_weight_as_input = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 2, 1}}, {1, {2, 3, 3, 1}}, {2, {2}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {{2, {-24, -16}}}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {104, 108, 112, 116}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {{1, {4, 12, 20, 28, 36, 44, 52, 60, 68, 4, 8, 12, 16, 20, 24, 28, 32, 36}}}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 5, 5, 2}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {80, 80, 83, 84, 91, 92, 89, 92, 92, 92, 91, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_dynamic_output_shape_nhwc_relu6_channelQuant8_weight_as_input; }; std::vector<MixedTypedExample>& get_examples_dynamic_output_shape_nhwc_relu6_channelQuant8_2() { static std::vector<MixedTypedExample> examples_dynamic_output_shape_nhwc_relu6_channelQuant8_2 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 2, 1}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {104, 108, 112, 116}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 5, 5, 2}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {80, 80, 95, 100, 135, 140, 125, 140, 140, 140, 135, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_dynamic_output_shape_nhwc_relu6_channelQuant8_2; }; std::vector<MixedTypedExample>& get_examples_dynamic_output_shape_nhwc_relu6_channelQuant8_weight_as_input_2() { static std::vector<MixedTypedExample> examples_dynamic_output_shape_nhwc_relu6_channelQuant8_weight_as_input_2 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 2, 1}}, {1, {2, 3, 3, 1}}, {2, {2}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {{2, {-24, -16}}}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {104, 108, 112, 116}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {{1, {4, 12, 20, 28, 36, 44, 52, 60, 68, 4, 8, 12, 16, 20, 24, 28, 32, 36}}}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 5, 5, 2}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {80, 80, 95, 100, 135, 140, 125, 140, 140, 140, 135, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_dynamic_output_shape_nhwc_relu6_channelQuant8_weight_as_input_2; }; std::vector<MixedTypedExample>& get_examples_dynamic_output_shape_nhwc_relu6_float16() { static std::vector<MixedTypedExample> examples_dynamic_output_shape_nhwc_relu6_float16 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 2, 1}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {{0, {1.0f, 2.0f, 3.0f, 4.0f}}}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 5, 5, 2}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {{0, {0.0f, 0.0f, 1.5f, 2.0f, 5.5f, 6.0f, 4.5f, 6.0f, 6.0f, 6.0f, 5.5f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f}}}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_dynamic_output_shape_nhwc_relu6_float16; }; std::vector<MixedTypedExample>& get_examples_dynamic_output_shape_nhwc_relu6_float16_weight_as_input() { static std::vector<MixedTypedExample> examples_dynamic_output_shape_nhwc_relu6_float16_weight_as_input = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 2, 1}}, {1, {2, 3, 3, 1}}, {2, {2}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {{0, {1.0f, 2.0f, 3.0f, 4.0f}}, {1, {1.0f, 3.0f, 5.0f, 7.0f, 9.0f, 11.0f, 13.0f, 15.0f, 17.0f, 2.0f, 4.0f, 6.0f, 8.0f, 10.0f, 12.0f, 14.0f, 16.0f, 18.0f}}, {2, {-1.5f, -2.0f}}}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 5, 5, 2}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {{0, {0.0f, 0.0f, 1.5f, 2.0f, 5.5f, 6.0f, 4.5f, 6.0f, 6.0f, 6.0f, 5.5f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f}}}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_dynamic_output_shape_nhwc_relu6_float16_weight_as_input; }; std::vector<MixedTypedExample>& get_examples_dynamic_output_shape_nchw_none() { static std::vector<MixedTypedExample> examples_dynamic_output_shape_nchw_none = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 2, 2}}}, // int -> FLOAT32 map .float32Operands = {{0, {1.0f, 2.0f, 3.0f, 4.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 5, 5}}}, // int -> FLOAT32 map .float32Operands = {{0, {-0.5f, 1.5f, 5.5f, 4.5f, 8.5f, 5.5f, 7.5f, 23.5f, 16.5f, 20.5f, 14.5f, 22.5f, 60.5f, 40.5f, 52.5f, 19.5f, 25.5f, 59.5f, 34.5f, 42.5f, 37.5f, 43.5f, 101.5f, 58.5f, 66.5f, 0.0f, 2.0f, 8.0f, 6.0f, 10.0f, 6.0f, 8.0f, 26.0f, 18.0f, 22.0f, 18.0f, 26.0f, 70.0f, 46.0f, 58.0f, 22.0f, 28.0f, 66.0f, 38.0f, 46.0f, 40.0f, 46.0f, 108.0f, 62.0f, 70.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_dynamic_output_shape_nchw_none; }; std::vector<MixedTypedExample>& get_examples_dynamic_output_shape_nchw_none_weight_as_input() { static std::vector<MixedTypedExample> examples_dynamic_output_shape_nchw_none_weight_as_input = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 2, 2}}, {1, {2, 3, 3, 1}}, {2, {2}}}, // int -> FLOAT32 map .float32Operands = {{0, {1.0f, 2.0f, 3.0f, 4.0f}}, {1, {1.0f, 3.0f, 5.0f, 7.0f, 9.0f, 11.0f, 13.0f, 15.0f, 17.0f, 2.0f, 4.0f, 6.0f, 8.0f, 10.0f, 12.0f, 14.0f, 16.0f, 18.0f}}, {2, {-1.5f, -2.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 5, 5}}}, // int -> FLOAT32 map .float32Operands = {{0, {-0.5f, 1.5f, 5.5f, 4.5f, 8.5f, 5.5f, 7.5f, 23.5f, 16.5f, 20.5f, 14.5f, 22.5f, 60.5f, 40.5f, 52.5f, 19.5f, 25.5f, 59.5f, 34.5f, 42.5f, 37.5f, 43.5f, 101.5f, 58.5f, 66.5f, 0.0f, 2.0f, 8.0f, 6.0f, 10.0f, 6.0f, 8.0f, 26.0f, 18.0f, 22.0f, 18.0f, 26.0f, 70.0f, 46.0f, 58.0f, 22.0f, 28.0f, 66.0f, 38.0f, 46.0f, 40.0f, 46.0f, 108.0f, 62.0f, 70.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_dynamic_output_shape_nchw_none_weight_as_input; }; std::vector<MixedTypedExample>& get_examples_dynamic_output_shape_nchw_none_relaxed() { static std::vector<MixedTypedExample> examples_dynamic_output_shape_nchw_none_relaxed = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 2, 2}}}, // int -> FLOAT32 map .float32Operands = {{0, {1.0f, 2.0f, 3.0f, 4.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 5, 5}}}, // int -> FLOAT32 map .float32Operands = {{0, {-0.5f, 1.5f, 5.5f, 4.5f, 8.5f, 5.5f, 7.5f, 23.5f, 16.5f, 20.5f, 14.5f, 22.5f, 60.5f, 40.5f, 52.5f, 19.5f, 25.5f, 59.5f, 34.5f, 42.5f, 37.5f, 43.5f, 101.5f, 58.5f, 66.5f, 0.0f, 2.0f, 8.0f, 6.0f, 10.0f, 6.0f, 8.0f, 26.0f, 18.0f, 22.0f, 18.0f, 26.0f, 70.0f, 46.0f, 58.0f, 22.0f, 28.0f, 66.0f, 38.0f, 46.0f, 40.0f, 46.0f, 108.0f, 62.0f, 70.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_dynamic_output_shape_nchw_none_relaxed; }; std::vector<MixedTypedExample>& get_examples_dynamic_output_shape_nchw_none_relaxed_weight_as_input() { static std::vector<MixedTypedExample> examples_dynamic_output_shape_nchw_none_relaxed_weight_as_input = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 2, 2}}, {1, {2, 3, 3, 1}}, {2, {2}}}, // int -> FLOAT32 map .float32Operands = {{0, {1.0f, 2.0f, 3.0f, 4.0f}}, {1, {1.0f, 3.0f, 5.0f, 7.0f, 9.0f, 11.0f, 13.0f, 15.0f, 17.0f, 2.0f, 4.0f, 6.0f, 8.0f, 10.0f, 12.0f, 14.0f, 16.0f, 18.0f}}, {2, {-1.5f, -2.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 5, 5}}}, // int -> FLOAT32 map .float32Operands = {{0, {-0.5f, 1.5f, 5.5f, 4.5f, 8.5f, 5.5f, 7.5f, 23.5f, 16.5f, 20.5f, 14.5f, 22.5f, 60.5f, 40.5f, 52.5f, 19.5f, 25.5f, 59.5f, 34.5f, 42.5f, 37.5f, 43.5f, 101.5f, 58.5f, 66.5f, 0.0f, 2.0f, 8.0f, 6.0f, 10.0f, 6.0f, 8.0f, 26.0f, 18.0f, 22.0f, 18.0f, 26.0f, 70.0f, 46.0f, 58.0f, 22.0f, 28.0f, 66.0f, 38.0f, 46.0f, 40.0f, 46.0f, 108.0f, 62.0f, 70.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_dynamic_output_shape_nchw_none_relaxed_weight_as_input; }; std::vector<MixedTypedExample>& get_examples_dynamic_output_shape_nchw_none_quant8() { static std::vector<MixedTypedExample> examples_dynamic_output_shape_nchw_none_quant8 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 2, 2}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {2, 4, 6, 8}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 5, 5}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {0, 3, 11, 9, 17, 11, 15, 47, 33, 41, 29, 45, 121, 81, 105, 39, 51, 119, 69, 85, 75, 87, 203, 117, 133, 0, 4, 16, 12, 20, 12, 16, 52, 36, 44, 36, 52, 140, 92, 116, 44, 56, 132, 76, 92, 80, 92, 216, 124, 140}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_dynamic_output_shape_nchw_none_quant8; }; std::vector<MixedTypedExample>& get_examples_dynamic_output_shape_nchw_none_quant8_weight_as_input() { static std::vector<MixedTypedExample> examples_dynamic_output_shape_nchw_none_quant8_weight_as_input = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 2, 2}}, {1, {2, 3, 3, 1}}, {2, {2}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {{2, {-6, -8}}}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {2, 4, 6, 8}}, {1, {2, 6, 10, 14, 18, 22, 26, 30, 34, 4, 8, 12, 16, 20, 24, 28, 32, 36}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 5, 5}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {0, 3, 11, 9, 17, 11, 15, 47, 33, 41, 29, 45, 121, 81, 105, 39, 51, 119, 69, 85, 75, 87, 203, 117, 133, 0, 4, 16, 12, 20, 12, 16, 52, 36, 44, 36, 52, 140, 92, 116, 44, 56, 132, 76, 92, 80, 92, 216, 124, 140}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_dynamic_output_shape_nchw_none_quant8_weight_as_input; }; std::vector<MixedTypedExample>& get_examples_dynamic_output_shape_nchw_none_quant8_2() { static std::vector<MixedTypedExample> examples_dynamic_output_shape_nchw_none_quant8_2 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 2, 2}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {102, 104, 106, 108}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 5, 5}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {75, 95, 135, 125, 165, 135, 155, 255, 245, 255, 225, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 80, 100, 160, 140, 180, 140, 160, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_dynamic_output_shape_nchw_none_quant8_2; }; std::vector<MixedTypedExample>& get_examples_dynamic_output_shape_nchw_none_quant8_weight_as_input_2() { static std::vector<MixedTypedExample> examples_dynamic_output_shape_nchw_none_quant8_weight_as_input_2 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 2, 2}}, {1, {2, 3, 3, 1}}, {2, {2}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {{2, {-6, -8}}}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {102, 104, 106, 108}}, {1, {130, 134, 138, 142, 146, 150, 154, 158, 162, 132, 136, 140, 144, 148, 152, 156, 160, 164}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 5, 5}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {75, 95, 135, 125, 165, 135, 155, 255, 245, 255, 225, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 80, 100, 160, 140, 180, 140, 160, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_dynamic_output_shape_nchw_none_quant8_weight_as_input_2; }; std::vector<MixedTypedExample>& get_examples_dynamic_output_shape_nchw_none_channelQuant8() { static std::vector<MixedTypedExample> examples_dynamic_output_shape_nchw_none_channelQuant8 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 2, 2}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {104, 108, 112, 116}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 5, 5}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {79, 83, 91, 89, 97, 91, 95, 127, 113, 121, 109, 125, 201, 161, 185, 119, 131, 199, 149, 165, 155, 167, 255, 197, 213, 80, 84, 96, 92, 100, 92, 96, 132, 116, 124, 116, 132, 220, 172, 196, 124, 136, 212, 156, 172, 160, 172, 255, 204, 220}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_dynamic_output_shape_nchw_none_channelQuant8; }; std::vector<MixedTypedExample>& get_examples_dynamic_output_shape_nchw_none_channelQuant8_weight_as_input() { static std::vector<MixedTypedExample> examples_dynamic_output_shape_nchw_none_channelQuant8_weight_as_input = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 2, 2}}, {1, {2, 3, 3, 1}}, {2, {2}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {{2, {-24, -16}}}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {104, 108, 112, 116}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {{1, {4, 12, 20, 28, 36, 44, 52, 60, 68, 4, 8, 12, 16, 20, 24, 28, 32, 36}}}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 5, 5}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {79, 83, 91, 89, 97, 91, 95, 127, 113, 121, 109, 125, 201, 161, 185, 119, 131, 199, 149, 165, 155, 167, 255, 197, 213, 80, 84, 96, 92, 100, 92, 96, 132, 116, 124, 116, 132, 220, 172, 196, 124, 136, 212, 156, 172, 160, 172, 255, 204, 220}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_dynamic_output_shape_nchw_none_channelQuant8_weight_as_input; }; std::vector<MixedTypedExample>& get_examples_dynamic_output_shape_nchw_none_channelQuant8_2() { static std::vector<MixedTypedExample> examples_dynamic_output_shape_nchw_none_channelQuant8_2 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 2, 2}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {104, 108, 112, 116}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 5, 5}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {75, 95, 135, 125, 165, 135, 155, 255, 245, 255, 225, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 80, 100, 160, 140, 180, 140, 160, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_dynamic_output_shape_nchw_none_channelQuant8_2; }; std::vector<MixedTypedExample>& get_examples_dynamic_output_shape_nchw_none_channelQuant8_weight_as_input_2() { static std::vector<MixedTypedExample> examples_dynamic_output_shape_nchw_none_channelQuant8_weight_as_input_2 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 2, 2}}, {1, {2, 3, 3, 1}}, {2, {2}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {{2, {-24, -16}}}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {104, 108, 112, 116}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {{1, {4, 12, 20, 28, 36, 44, 52, 60, 68, 4, 8, 12, 16, 20, 24, 28, 32, 36}}}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 5, 5}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {75, 95, 135, 125, 165, 135, 155, 255, 245, 255, 225, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 80, 100, 160, 140, 180, 140, 160, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_dynamic_output_shape_nchw_none_channelQuant8_weight_as_input_2; }; std::vector<MixedTypedExample>& get_examples_dynamic_output_shape_nchw_none_float16() { static std::vector<MixedTypedExample> examples_dynamic_output_shape_nchw_none_float16 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 2, 2}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {{0, {1.0f, 2.0f, 3.0f, 4.0f}}}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 5, 5}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {{0, {-0.5f, 1.5f, 5.5f, 4.5f, 8.5f, 5.5f, 7.5f, 23.5f, 16.5f, 20.5f, 14.5f, 22.5f, 60.5f, 40.5f, 52.5f, 19.5f, 25.5f, 59.5f, 34.5f, 42.5f, 37.5f, 43.5f, 101.5f, 58.5f, 66.5f, 0.0f, 2.0f, 8.0f, 6.0f, 10.0f, 6.0f, 8.0f, 26.0f, 18.0f, 22.0f, 18.0f, 26.0f, 70.0f, 46.0f, 58.0f, 22.0f, 28.0f, 66.0f, 38.0f, 46.0f, 40.0f, 46.0f, 108.0f, 62.0f, 70.0f}}}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_dynamic_output_shape_nchw_none_float16; }; std::vector<MixedTypedExample>& get_examples_dynamic_output_shape_nchw_none_float16_weight_as_input() { static std::vector<MixedTypedExample> examples_dynamic_output_shape_nchw_none_float16_weight_as_input = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 2, 2}}, {1, {2, 3, 3, 1}}, {2, {2}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {{0, {1.0f, 2.0f, 3.0f, 4.0f}}, {1, {1.0f, 3.0f, 5.0f, 7.0f, 9.0f, 11.0f, 13.0f, 15.0f, 17.0f, 2.0f, 4.0f, 6.0f, 8.0f, 10.0f, 12.0f, 14.0f, 16.0f, 18.0f}}, {2, {-1.5f, -2.0f}}}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 5, 5}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {{0, {-0.5f, 1.5f, 5.5f, 4.5f, 8.5f, 5.5f, 7.5f, 23.5f, 16.5f, 20.5f, 14.5f, 22.5f, 60.5f, 40.5f, 52.5f, 19.5f, 25.5f, 59.5f, 34.5f, 42.5f, 37.5f, 43.5f, 101.5f, 58.5f, 66.5f, 0.0f, 2.0f, 8.0f, 6.0f, 10.0f, 6.0f, 8.0f, 26.0f, 18.0f, 22.0f, 18.0f, 26.0f, 70.0f, 46.0f, 58.0f, 22.0f, 28.0f, 66.0f, 38.0f, 46.0f, 40.0f, 46.0f, 108.0f, 62.0f, 70.0f}}}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_dynamic_output_shape_nchw_none_float16_weight_as_input; }; std::vector<MixedTypedExample>& get_examples_dynamic_output_shape_nchw_relu() { static std::vector<MixedTypedExample> examples_dynamic_output_shape_nchw_relu = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 2, 2}}}, // int -> FLOAT32 map .float32Operands = {{0, {1.0f, 2.0f, 3.0f, 4.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 5, 5}}}, // int -> FLOAT32 map .float32Operands = {{0, {0.0f, 1.5f, 5.5f, 4.5f, 8.5f, 5.5f, 7.5f, 23.5f, 16.5f, 20.5f, 14.5f, 22.5f, 60.5f, 40.5f, 52.5f, 19.5f, 25.5f, 59.5f, 34.5f, 42.5f, 37.5f, 43.5f, 101.5f, 58.5f, 66.5f, 0.0f, 2.0f, 8.0f, 6.0f, 10.0f, 6.0f, 8.0f, 26.0f, 18.0f, 22.0f, 18.0f, 26.0f, 70.0f, 46.0f, 58.0f, 22.0f, 28.0f, 66.0f, 38.0f, 46.0f, 40.0f, 46.0f, 108.0f, 62.0f, 70.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_dynamic_output_shape_nchw_relu; }; std::vector<MixedTypedExample>& get_examples_dynamic_output_shape_nchw_relu_weight_as_input() { static std::vector<MixedTypedExample> examples_dynamic_output_shape_nchw_relu_weight_as_input = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 2, 2}}, {1, {2, 3, 3, 1}}, {2, {2}}}, // int -> FLOAT32 map .float32Operands = {{0, {1.0f, 2.0f, 3.0f, 4.0f}}, {1, {1.0f, 3.0f, 5.0f, 7.0f, 9.0f, 11.0f, 13.0f, 15.0f, 17.0f, 2.0f, 4.0f, 6.0f, 8.0f, 10.0f, 12.0f, 14.0f, 16.0f, 18.0f}}, {2, {-1.5f, -2.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 5, 5}}}, // int -> FLOAT32 map .float32Operands = {{0, {0.0f, 1.5f, 5.5f, 4.5f, 8.5f, 5.5f, 7.5f, 23.5f, 16.5f, 20.5f, 14.5f, 22.5f, 60.5f, 40.5f, 52.5f, 19.5f, 25.5f, 59.5f, 34.5f, 42.5f, 37.5f, 43.5f, 101.5f, 58.5f, 66.5f, 0.0f, 2.0f, 8.0f, 6.0f, 10.0f, 6.0f, 8.0f, 26.0f, 18.0f, 22.0f, 18.0f, 26.0f, 70.0f, 46.0f, 58.0f, 22.0f, 28.0f, 66.0f, 38.0f, 46.0f, 40.0f, 46.0f, 108.0f, 62.0f, 70.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_dynamic_output_shape_nchw_relu_weight_as_input; }; std::vector<MixedTypedExample>& get_examples_dynamic_output_shape_nchw_relu_relaxed() { static std::vector<MixedTypedExample> examples_dynamic_output_shape_nchw_relu_relaxed = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 2, 2}}}, // int -> FLOAT32 map .float32Operands = {{0, {1.0f, 2.0f, 3.0f, 4.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 5, 5}}}, // int -> FLOAT32 map .float32Operands = {{0, {0.0f, 1.5f, 5.5f, 4.5f, 8.5f, 5.5f, 7.5f, 23.5f, 16.5f, 20.5f, 14.5f, 22.5f, 60.5f, 40.5f, 52.5f, 19.5f, 25.5f, 59.5f, 34.5f, 42.5f, 37.5f, 43.5f, 101.5f, 58.5f, 66.5f, 0.0f, 2.0f, 8.0f, 6.0f, 10.0f, 6.0f, 8.0f, 26.0f, 18.0f, 22.0f, 18.0f, 26.0f, 70.0f, 46.0f, 58.0f, 22.0f, 28.0f, 66.0f, 38.0f, 46.0f, 40.0f, 46.0f, 108.0f, 62.0f, 70.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_dynamic_output_shape_nchw_relu_relaxed; }; std::vector<MixedTypedExample>& get_examples_dynamic_output_shape_nchw_relu_relaxed_weight_as_input() { static std::vector<MixedTypedExample> examples_dynamic_output_shape_nchw_relu_relaxed_weight_as_input = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 2, 2}}, {1, {2, 3, 3, 1}}, {2, {2}}}, // int -> FLOAT32 map .float32Operands = {{0, {1.0f, 2.0f, 3.0f, 4.0f}}, {1, {1.0f, 3.0f, 5.0f, 7.0f, 9.0f, 11.0f, 13.0f, 15.0f, 17.0f, 2.0f, 4.0f, 6.0f, 8.0f, 10.0f, 12.0f, 14.0f, 16.0f, 18.0f}}, {2, {-1.5f, -2.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 5, 5}}}, // int -> FLOAT32 map .float32Operands = {{0, {0.0f, 1.5f, 5.5f, 4.5f, 8.5f, 5.5f, 7.5f, 23.5f, 16.5f, 20.5f, 14.5f, 22.5f, 60.5f, 40.5f, 52.5f, 19.5f, 25.5f, 59.5f, 34.5f, 42.5f, 37.5f, 43.5f, 101.5f, 58.5f, 66.5f, 0.0f, 2.0f, 8.0f, 6.0f, 10.0f, 6.0f, 8.0f, 26.0f, 18.0f, 22.0f, 18.0f, 26.0f, 70.0f, 46.0f, 58.0f, 22.0f, 28.0f, 66.0f, 38.0f, 46.0f, 40.0f, 46.0f, 108.0f, 62.0f, 70.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_dynamic_output_shape_nchw_relu_relaxed_weight_as_input; }; std::vector<MixedTypedExample>& get_examples_dynamic_output_shape_nchw_relu_quant8() { static std::vector<MixedTypedExample> examples_dynamic_output_shape_nchw_relu_quant8 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 2, 2}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {2, 4, 6, 8}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 5, 5}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {0, 3, 11, 9, 17, 11, 15, 47, 33, 41, 29, 45, 121, 81, 105, 39, 51, 119, 69, 85, 75, 87, 203, 117, 133, 0, 4, 16, 12, 20, 12, 16, 52, 36, 44, 36, 52, 140, 92, 116, 44, 56, 132, 76, 92, 80, 92, 216, 124, 140}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_dynamic_output_shape_nchw_relu_quant8; }; std::vector<MixedTypedExample>& get_examples_dynamic_output_shape_nchw_relu_quant8_weight_as_input() { static std::vector<MixedTypedExample> examples_dynamic_output_shape_nchw_relu_quant8_weight_as_input = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 2, 2}}, {1, {2, 3, 3, 1}}, {2, {2}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {{2, {-6, -8}}}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {2, 4, 6, 8}}, {1, {2, 6, 10, 14, 18, 22, 26, 30, 34, 4, 8, 12, 16, 20, 24, 28, 32, 36}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 5, 5}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {0, 3, 11, 9, 17, 11, 15, 47, 33, 41, 29, 45, 121, 81, 105, 39, 51, 119, 69, 85, 75, 87, 203, 117, 133, 0, 4, 16, 12, 20, 12, 16, 52, 36, 44, 36, 52, 140, 92, 116, 44, 56, 132, 76, 92, 80, 92, 216, 124, 140}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_dynamic_output_shape_nchw_relu_quant8_weight_as_input; }; std::vector<MixedTypedExample>& get_examples_dynamic_output_shape_nchw_relu_quant8_2() { static std::vector<MixedTypedExample> examples_dynamic_output_shape_nchw_relu_quant8_2 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 2, 2}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {102, 104, 106, 108}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 5, 5}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {80, 95, 135, 125, 165, 135, 155, 255, 245, 255, 225, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 80, 100, 160, 140, 180, 140, 160, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_dynamic_output_shape_nchw_relu_quant8_2; }; std::vector<MixedTypedExample>& get_examples_dynamic_output_shape_nchw_relu_quant8_weight_as_input_2() { static std::vector<MixedTypedExample> examples_dynamic_output_shape_nchw_relu_quant8_weight_as_input_2 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 2, 2}}, {1, {2, 3, 3, 1}}, {2, {2}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {{2, {-6, -8}}}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {102, 104, 106, 108}}, {1, {130, 134, 138, 142, 146, 150, 154, 158, 162, 132, 136, 140, 144, 148, 152, 156, 160, 164}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 5, 5}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {80, 95, 135, 125, 165, 135, 155, 255, 245, 255, 225, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 80, 100, 160, 140, 180, 140, 160, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_dynamic_output_shape_nchw_relu_quant8_weight_as_input_2; }; std::vector<MixedTypedExample>& get_examples_dynamic_output_shape_nchw_relu_channelQuant8() { static std::vector<MixedTypedExample> examples_dynamic_output_shape_nchw_relu_channelQuant8 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 2, 2}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {104, 108, 112, 116}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 5, 5}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {80, 83, 91, 89, 97, 91, 95, 127, 113, 121, 109, 125, 201, 161, 185, 119, 131, 199, 149, 165, 155, 167, 255, 197, 213, 80, 84, 96, 92, 100, 92, 96, 132, 116, 124, 116, 132, 220, 172, 196, 124, 136, 212, 156, 172, 160, 172, 255, 204, 220}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_dynamic_output_shape_nchw_relu_channelQuant8; }; std::vector<MixedTypedExample>& get_examples_dynamic_output_shape_nchw_relu_channelQuant8_weight_as_input() { static std::vector<MixedTypedExample> examples_dynamic_output_shape_nchw_relu_channelQuant8_weight_as_input = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 2, 2}}, {1, {2, 3, 3, 1}}, {2, {2}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {{2, {-24, -16}}}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {104, 108, 112, 116}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {{1, {4, 12, 20, 28, 36, 44, 52, 60, 68, 4, 8, 12, 16, 20, 24, 28, 32, 36}}}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 5, 5}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {80, 83, 91, 89, 97, 91, 95, 127, 113, 121, 109, 125, 201, 161, 185, 119, 131, 199, 149, 165, 155, 167, 255, 197, 213, 80, 84, 96, 92, 100, 92, 96, 132, 116, 124, 116, 132, 220, 172, 196, 124, 136, 212, 156, 172, 160, 172, 255, 204, 220}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_dynamic_output_shape_nchw_relu_channelQuant8_weight_as_input; }; std::vector<MixedTypedExample>& get_examples_dynamic_output_shape_nchw_relu_channelQuant8_2() { static std::vector<MixedTypedExample> examples_dynamic_output_shape_nchw_relu_channelQuant8_2 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 2, 2}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {104, 108, 112, 116}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 5, 5}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {80, 95, 135, 125, 165, 135, 155, 255, 245, 255, 225, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 80, 100, 160, 140, 180, 140, 160, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_dynamic_output_shape_nchw_relu_channelQuant8_2; }; std::vector<MixedTypedExample>& get_examples_dynamic_output_shape_nchw_relu_channelQuant8_weight_as_input_2() { static std::vector<MixedTypedExample> examples_dynamic_output_shape_nchw_relu_channelQuant8_weight_as_input_2 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 2, 2}}, {1, {2, 3, 3, 1}}, {2, {2}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {{2, {-24, -16}}}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {104, 108, 112, 116}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {{1, {4, 12, 20, 28, 36, 44, 52, 60, 68, 4, 8, 12, 16, 20, 24, 28, 32, 36}}}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 5, 5}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {80, 95, 135, 125, 165, 135, 155, 255, 245, 255, 225, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 80, 100, 160, 140, 180, 140, 160, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255, 255}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_dynamic_output_shape_nchw_relu_channelQuant8_weight_as_input_2; }; std::vector<MixedTypedExample>& get_examples_dynamic_output_shape_nchw_relu_float16() { static std::vector<MixedTypedExample> examples_dynamic_output_shape_nchw_relu_float16 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 2, 2}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {{0, {1.0f, 2.0f, 3.0f, 4.0f}}}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 5, 5}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {{0, {0.0f, 1.5f, 5.5f, 4.5f, 8.5f, 5.5f, 7.5f, 23.5f, 16.5f, 20.5f, 14.5f, 22.5f, 60.5f, 40.5f, 52.5f, 19.5f, 25.5f, 59.5f, 34.5f, 42.5f, 37.5f, 43.5f, 101.5f, 58.5f, 66.5f, 0.0f, 2.0f, 8.0f, 6.0f, 10.0f, 6.0f, 8.0f, 26.0f, 18.0f, 22.0f, 18.0f, 26.0f, 70.0f, 46.0f, 58.0f, 22.0f, 28.0f, 66.0f, 38.0f, 46.0f, 40.0f, 46.0f, 108.0f, 62.0f, 70.0f}}}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_dynamic_output_shape_nchw_relu_float16; }; std::vector<MixedTypedExample>& get_examples_dynamic_output_shape_nchw_relu_float16_weight_as_input() { static std::vector<MixedTypedExample> examples_dynamic_output_shape_nchw_relu_float16_weight_as_input = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 2, 2}}, {1, {2, 3, 3, 1}}, {2, {2}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {{0, {1.0f, 2.0f, 3.0f, 4.0f}}, {1, {1.0f, 3.0f, 5.0f, 7.0f, 9.0f, 11.0f, 13.0f, 15.0f, 17.0f, 2.0f, 4.0f, 6.0f, 8.0f, 10.0f, 12.0f, 14.0f, 16.0f, 18.0f}}, {2, {-1.5f, -2.0f}}}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 5, 5}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {{0, {0.0f, 1.5f, 5.5f, 4.5f, 8.5f, 5.5f, 7.5f, 23.5f, 16.5f, 20.5f, 14.5f, 22.5f, 60.5f, 40.5f, 52.5f, 19.5f, 25.5f, 59.5f, 34.5f, 42.5f, 37.5f, 43.5f, 101.5f, 58.5f, 66.5f, 0.0f, 2.0f, 8.0f, 6.0f, 10.0f, 6.0f, 8.0f, 26.0f, 18.0f, 22.0f, 18.0f, 26.0f, 70.0f, 46.0f, 58.0f, 22.0f, 28.0f, 66.0f, 38.0f, 46.0f, 40.0f, 46.0f, 108.0f, 62.0f, 70.0f}}}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_dynamic_output_shape_nchw_relu_float16_weight_as_input; }; std::vector<MixedTypedExample>& get_examples_dynamic_output_shape_nchw_relu1() { static std::vector<MixedTypedExample> examples_dynamic_output_shape_nchw_relu1 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 2, 2}}}, // int -> FLOAT32 map .float32Operands = {{0, {1.0f, 2.0f, 3.0f, 4.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 5, 5}}}, // int -> FLOAT32 map .float32Operands = {{0, {-0.5f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 0.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_dynamic_output_shape_nchw_relu1; }; std::vector<MixedTypedExample>& get_examples_dynamic_output_shape_nchw_relu1_weight_as_input() { static std::vector<MixedTypedExample> examples_dynamic_output_shape_nchw_relu1_weight_as_input = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 2, 2}}, {1, {2, 3, 3, 1}}, {2, {2}}}, // int -> FLOAT32 map .float32Operands = {{0, {1.0f, 2.0f, 3.0f, 4.0f}}, {1, {1.0f, 3.0f, 5.0f, 7.0f, 9.0f, 11.0f, 13.0f, 15.0f, 17.0f, 2.0f, 4.0f, 6.0f, 8.0f, 10.0f, 12.0f, 14.0f, 16.0f, 18.0f}}, {2, {-1.5f, -2.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 5, 5}}}, // int -> FLOAT32 map .float32Operands = {{0, {-0.5f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 0.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_dynamic_output_shape_nchw_relu1_weight_as_input; }; std::vector<MixedTypedExample>& get_examples_dynamic_output_shape_nchw_relu1_relaxed() { static std::vector<MixedTypedExample> examples_dynamic_output_shape_nchw_relu1_relaxed = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 2, 2}}}, // int -> FLOAT32 map .float32Operands = {{0, {1.0f, 2.0f, 3.0f, 4.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 5, 5}}}, // int -> FLOAT32 map .float32Operands = {{0, {-0.5f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 0.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_dynamic_output_shape_nchw_relu1_relaxed; }; std::vector<MixedTypedExample>& get_examples_dynamic_output_shape_nchw_relu1_relaxed_weight_as_input() { static std::vector<MixedTypedExample> examples_dynamic_output_shape_nchw_relu1_relaxed_weight_as_input = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 2, 2}}, {1, {2, 3, 3, 1}}, {2, {2}}}, // int -> FLOAT32 map .float32Operands = {{0, {1.0f, 2.0f, 3.0f, 4.0f}}, {1, {1.0f, 3.0f, 5.0f, 7.0f, 9.0f, 11.0f, 13.0f, 15.0f, 17.0f, 2.0f, 4.0f, 6.0f, 8.0f, 10.0f, 12.0f, 14.0f, 16.0f, 18.0f}}, {2, {-1.5f, -2.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 5, 5}}}, // int -> FLOAT32 map .float32Operands = {{0, {-0.5f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 0.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_dynamic_output_shape_nchw_relu1_relaxed_weight_as_input; }; std::vector<MixedTypedExample>& get_examples_dynamic_output_shape_nchw_relu1_quant8() { static std::vector<MixedTypedExample> examples_dynamic_output_shape_nchw_relu1_quant8 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 2, 2}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {2, 4, 6, 8}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 5, 5}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {0, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 0, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_dynamic_output_shape_nchw_relu1_quant8; }; std::vector<MixedTypedExample>& get_examples_dynamic_output_shape_nchw_relu1_quant8_weight_as_input() { static std::vector<MixedTypedExample> examples_dynamic_output_shape_nchw_relu1_quant8_weight_as_input = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 2, 2}}, {1, {2, 3, 3, 1}}, {2, {2}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {{2, {-6, -8}}}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {2, 4, 6, 8}}, {1, {2, 6, 10, 14, 18, 22, 26, 30, 34, 4, 8, 12, 16, 20, 24, 28, 32, 36}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 5, 5}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {0, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 0, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_dynamic_output_shape_nchw_relu1_quant8_weight_as_input; }; std::vector<MixedTypedExample>& get_examples_dynamic_output_shape_nchw_relu1_quant8_2() { static std::vector<MixedTypedExample> examples_dynamic_output_shape_nchw_relu1_quant8_2 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 2, 2}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {102, 104, 106, 108}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 5, 5}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {75, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 80, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_dynamic_output_shape_nchw_relu1_quant8_2; }; std::vector<MixedTypedExample>& get_examples_dynamic_output_shape_nchw_relu1_quant8_weight_as_input_2() { static std::vector<MixedTypedExample> examples_dynamic_output_shape_nchw_relu1_quant8_weight_as_input_2 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 2, 2}}, {1, {2, 3, 3, 1}}, {2, {2}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {{2, {-6, -8}}}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {102, 104, 106, 108}}, {1, {130, 134, 138, 142, 146, 150, 154, 158, 162, 132, 136, 140, 144, 148, 152, 156, 160, 164}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 5, 5}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {75, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 80, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_dynamic_output_shape_nchw_relu1_quant8_weight_as_input_2; }; std::vector<MixedTypedExample>& get_examples_dynamic_output_shape_nchw_relu1_channelQuant8() { static std::vector<MixedTypedExample> examples_dynamic_output_shape_nchw_relu1_channelQuant8 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 2, 2}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {104, 108, 112, 116}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 5, 5}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {79, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 80, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_dynamic_output_shape_nchw_relu1_channelQuant8; }; std::vector<MixedTypedExample>& get_examples_dynamic_output_shape_nchw_relu1_channelQuant8_weight_as_input() { static std::vector<MixedTypedExample> examples_dynamic_output_shape_nchw_relu1_channelQuant8_weight_as_input = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 2, 2}}, {1, {2, 3, 3, 1}}, {2, {2}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {{2, {-24, -16}}}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {104, 108, 112, 116}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {{1, {4, 12, 20, 28, 36, 44, 52, 60, 68, 4, 8, 12, 16, 20, 24, 28, 32, 36}}}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 5, 5}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {79, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 80, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82, 82}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_dynamic_output_shape_nchw_relu1_channelQuant8_weight_as_input; }; std::vector<MixedTypedExample>& get_examples_dynamic_output_shape_nchw_relu1_channelQuant8_2() { static std::vector<MixedTypedExample> examples_dynamic_output_shape_nchw_relu1_channelQuant8_2 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 2, 2}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {104, 108, 112, 116}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 5, 5}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {75, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 80, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_dynamic_output_shape_nchw_relu1_channelQuant8_2; }; std::vector<MixedTypedExample>& get_examples_dynamic_output_shape_nchw_relu1_channelQuant8_weight_as_input_2() { static std::vector<MixedTypedExample> examples_dynamic_output_shape_nchw_relu1_channelQuant8_weight_as_input_2 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 2, 2}}, {1, {2, 3, 3, 1}}, {2, {2}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {{2, {-24, -16}}}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {104, 108, 112, 116}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {{1, {4, 12, 20, 28, 36, 44, 52, 60, 68, 4, 8, 12, 16, 20, 24, 28, 32, 36}}}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 5, 5}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {75, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 80, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90, 90}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_dynamic_output_shape_nchw_relu1_channelQuant8_weight_as_input_2; }; std::vector<MixedTypedExample>& get_examples_dynamic_output_shape_nchw_relu1_float16() { static std::vector<MixedTypedExample> examples_dynamic_output_shape_nchw_relu1_float16 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 2, 2}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {{0, {1.0f, 2.0f, 3.0f, 4.0f}}}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 5, 5}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {{0, {-0.5f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 0.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f}}}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_dynamic_output_shape_nchw_relu1_float16; }; std::vector<MixedTypedExample>& get_examples_dynamic_output_shape_nchw_relu1_float16_weight_as_input() { static std::vector<MixedTypedExample> examples_dynamic_output_shape_nchw_relu1_float16_weight_as_input = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 2, 2}}, {1, {2, 3, 3, 1}}, {2, {2}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {{0, {1.0f, 2.0f, 3.0f, 4.0f}}, {1, {1.0f, 3.0f, 5.0f, 7.0f, 9.0f, 11.0f, 13.0f, 15.0f, 17.0f, 2.0f, 4.0f, 6.0f, 8.0f, 10.0f, 12.0f, 14.0f, 16.0f, 18.0f}}, {2, {-1.5f, -2.0f}}}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 5, 5}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {{0, {-0.5f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 0.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f, 1.0f}}}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_dynamic_output_shape_nchw_relu1_float16_weight_as_input; }; std::vector<MixedTypedExample>& get_examples_dynamic_output_shape_nchw_relu6() { static std::vector<MixedTypedExample> examples_dynamic_output_shape_nchw_relu6 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 2, 2}}}, // int -> FLOAT32 map .float32Operands = {{0, {1.0f, 2.0f, 3.0f, 4.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 5, 5}}}, // int -> FLOAT32 map .float32Operands = {{0, {0.0f, 1.5f, 5.5f, 4.5f, 6.0f, 5.5f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 0.0f, 2.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_dynamic_output_shape_nchw_relu6; }; std::vector<MixedTypedExample>& get_examples_dynamic_output_shape_nchw_relu6_weight_as_input() { static std::vector<MixedTypedExample> examples_dynamic_output_shape_nchw_relu6_weight_as_input = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 2, 2}}, {1, {2, 3, 3, 1}}, {2, {2}}}, // int -> FLOAT32 map .float32Operands = {{0, {1.0f, 2.0f, 3.0f, 4.0f}}, {1, {1.0f, 3.0f, 5.0f, 7.0f, 9.0f, 11.0f, 13.0f, 15.0f, 17.0f, 2.0f, 4.0f, 6.0f, 8.0f, 10.0f, 12.0f, 14.0f, 16.0f, 18.0f}}, {2, {-1.5f, -2.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 5, 5}}}, // int -> FLOAT32 map .float32Operands = {{0, {0.0f, 1.5f, 5.5f, 4.5f, 6.0f, 5.5f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 0.0f, 2.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_dynamic_output_shape_nchw_relu6_weight_as_input; }; std::vector<MixedTypedExample>& get_examples_dynamic_output_shape_nchw_relu6_relaxed() { static std::vector<MixedTypedExample> examples_dynamic_output_shape_nchw_relu6_relaxed = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 2, 2}}}, // int -> FLOAT32 map .float32Operands = {{0, {1.0f, 2.0f, 3.0f, 4.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 5, 5}}}, // int -> FLOAT32 map .float32Operands = {{0, {0.0f, 1.5f, 5.5f, 4.5f, 6.0f, 5.5f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 0.0f, 2.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_dynamic_output_shape_nchw_relu6_relaxed; }; std::vector<MixedTypedExample>& get_examples_dynamic_output_shape_nchw_relu6_relaxed_weight_as_input() { static std::vector<MixedTypedExample> examples_dynamic_output_shape_nchw_relu6_relaxed_weight_as_input = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 2, 2}}, {1, {2, 3, 3, 1}}, {2, {2}}}, // int -> FLOAT32 map .float32Operands = {{0, {1.0f, 2.0f, 3.0f, 4.0f}}, {1, {1.0f, 3.0f, 5.0f, 7.0f, 9.0f, 11.0f, 13.0f, 15.0f, 17.0f, 2.0f, 4.0f, 6.0f, 8.0f, 10.0f, 12.0f, 14.0f, 16.0f, 18.0f}}, {2, {-1.5f, -2.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 5, 5}}}, // int -> FLOAT32 map .float32Operands = {{0, {0.0f, 1.5f, 5.5f, 4.5f, 6.0f, 5.5f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 0.0f, 2.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_dynamic_output_shape_nchw_relu6_relaxed_weight_as_input; }; std::vector<MixedTypedExample>& get_examples_dynamic_output_shape_nchw_relu6_quant8() { static std::vector<MixedTypedExample> examples_dynamic_output_shape_nchw_relu6_quant8 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 2, 2}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {2, 4, 6, 8}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 5, 5}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {0, 3, 11, 9, 12, 11, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 0, 4, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_dynamic_output_shape_nchw_relu6_quant8; }; std::vector<MixedTypedExample>& get_examples_dynamic_output_shape_nchw_relu6_quant8_weight_as_input() { static std::vector<MixedTypedExample> examples_dynamic_output_shape_nchw_relu6_quant8_weight_as_input = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 2, 2}}, {1, {2, 3, 3, 1}}, {2, {2}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {{2, {-6, -8}}}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {2, 4, 6, 8}}, {1, {2, 6, 10, 14, 18, 22, 26, 30, 34, 4, 8, 12, 16, 20, 24, 28, 32, 36}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 5, 5}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {0, 3, 11, 9, 12, 11, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 0, 4, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12, 12}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_dynamic_output_shape_nchw_relu6_quant8_weight_as_input; }; std::vector<MixedTypedExample>& get_examples_dynamic_output_shape_nchw_relu6_quant8_2() { static std::vector<MixedTypedExample> examples_dynamic_output_shape_nchw_relu6_quant8_2 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 2, 2}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {102, 104, 106, 108}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 5, 5}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {80, 95, 135, 125, 140, 135, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 80, 100, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_dynamic_output_shape_nchw_relu6_quant8_2; }; std::vector<MixedTypedExample>& get_examples_dynamic_output_shape_nchw_relu6_quant8_weight_as_input_2() { static std::vector<MixedTypedExample> examples_dynamic_output_shape_nchw_relu6_quant8_weight_as_input_2 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 2, 2}}, {1, {2, 3, 3, 1}}, {2, {2}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {{2, {-6, -8}}}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {102, 104, 106, 108}}, {1, {130, 134, 138, 142, 146, 150, 154, 158, 162, 132, 136, 140, 144, 148, 152, 156, 160, 164}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 5, 5}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {80, 95, 135, 125, 140, 135, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 80, 100, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_dynamic_output_shape_nchw_relu6_quant8_weight_as_input_2; }; std::vector<MixedTypedExample>& get_examples_dynamic_output_shape_nchw_relu6_channelQuant8() { static std::vector<MixedTypedExample> examples_dynamic_output_shape_nchw_relu6_channelQuant8 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 2, 2}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {104, 108, 112, 116}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 5, 5}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {80, 83, 91, 89, 92, 91, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 80, 84, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_dynamic_output_shape_nchw_relu6_channelQuant8; }; std::vector<MixedTypedExample>& get_examples_dynamic_output_shape_nchw_relu6_channelQuant8_weight_as_input() { static std::vector<MixedTypedExample> examples_dynamic_output_shape_nchw_relu6_channelQuant8_weight_as_input = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 2, 2}}, {1, {2, 3, 3, 1}}, {2, {2}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {{2, {-24, -16}}}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {104, 108, 112, 116}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {{1, {4, 12, 20, 28, 36, 44, 52, 60, 68, 4, 8, 12, 16, 20, 24, 28, 32, 36}}}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 5, 5}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {80, 83, 91, 89, 92, 91, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 80, 84, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92, 92}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_dynamic_output_shape_nchw_relu6_channelQuant8_weight_as_input; }; std::vector<MixedTypedExample>& get_examples_dynamic_output_shape_nchw_relu6_channelQuant8_2() { static std::vector<MixedTypedExample> examples_dynamic_output_shape_nchw_relu6_channelQuant8_2 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 2, 2}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {104, 108, 112, 116}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 5, 5}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {80, 95, 135, 125, 140, 135, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 80, 100, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_dynamic_output_shape_nchw_relu6_channelQuant8_2; }; std::vector<MixedTypedExample>& get_examples_dynamic_output_shape_nchw_relu6_channelQuant8_weight_as_input_2() { static std::vector<MixedTypedExample> examples_dynamic_output_shape_nchw_relu6_channelQuant8_weight_as_input_2 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 2, 2}}, {1, {2, 3, 3, 1}}, {2, {2}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {{2, {-24, -16}}}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {104, 108, 112, 116}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {{1, {4, 12, 20, 28, 36, 44, 52, 60, 68, 4, 8, 12, 16, 20, 24, 28, 32, 36}}}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 5, 5}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {80, 95, 135, 125, 140, 135, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 80, 100, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140, 140}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_dynamic_output_shape_nchw_relu6_channelQuant8_weight_as_input_2; }; std::vector<MixedTypedExample>& get_examples_dynamic_output_shape_nchw_relu6_float16() { static std::vector<MixedTypedExample> examples_dynamic_output_shape_nchw_relu6_float16 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 2, 2}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {{0, {1.0f, 2.0f, 3.0f, 4.0f}}}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 5, 5}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {{0, {0.0f, 1.5f, 5.5f, 4.5f, 6.0f, 5.5f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 0.0f, 2.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f}}}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_dynamic_output_shape_nchw_relu6_float16; }; std::vector<MixedTypedExample>& get_examples_dynamic_output_shape_nchw_relu6_float16_weight_as_input() { static std::vector<MixedTypedExample> examples_dynamic_output_shape_nchw_relu6_float16_weight_as_input = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 2, 2}}, {1, {2, 3, 3, 1}}, {2, {2}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {{0, {1.0f, 2.0f, 3.0f, 4.0f}}, {1, {1.0f, 3.0f, 5.0f, 7.0f, 9.0f, 11.0f, 13.0f, 15.0f, 17.0f, 2.0f, 4.0f, 6.0f, 8.0f, 10.0f, 12.0f, 14.0f, 16.0f, 18.0f}}, {2, {-1.5f, -2.0f}}}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 5, 5}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {{0, {0.0f, 1.5f, 5.5f, 4.5f, 6.0f, 5.5f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 0.0f, 2.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f, 6.0f}}}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_dynamic_output_shape_nchw_relu6_float16_weight_as_input; }; std::vector<MixedTypedExample>& get_examples_nhwc() { static std::vector<MixedTypedExample> examples_nhwc = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 2, 1}}}, // int -> FLOAT32 map .float32Operands = {{0, {300.0f, 500.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 3, 4, 1}}}, // int -> FLOAT32 map .float32Operands = {{0, {500.0f, 800.0f, 3500.0f, 1500.0f, 1400.0f, 500.0f, 3500.0f, 3000.0f, 0.0f, 200.0f, 500.0f, 0.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_nhwc; }; std::vector<MixedTypedExample>& get_examples_nhwc_weight_as_input() { static std::vector<MixedTypedExample> examples_nhwc_weight_as_input = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 2, 1}}, {1, {1, 3, 3, 1}}, {2, {1}}}, // int -> FLOAT32 map .float32Operands = {{0, {300.0f, 500.0f}}, {1, {9.0f, 5.0f, 6.0f, 9.0f, 8.0f, 5.0f, 3.0f, 1.0f, 4.0f}}, {2, {-1000.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 3, 4, 1}}}, // int -> FLOAT32 map .float32Operands = {{0, {500.0f, 800.0f, 3500.0f, 1500.0f, 1400.0f, 500.0f, 3500.0f, 3000.0f, 0.0f, 200.0f, 500.0f, 0.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_nhwc_weight_as_input; }; std::vector<MixedTypedExample>& get_examples_nhwc_relaxed() { static std::vector<MixedTypedExample> examples_nhwc_relaxed = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 2, 1}}}, // int -> FLOAT32 map .float32Operands = {{0, {300.0f, 500.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 3, 4, 1}}}, // int -> FLOAT32 map .float32Operands = {{0, {500.0f, 800.0f, 3500.0f, 1500.0f, 1400.0f, 500.0f, 3500.0f, 3000.0f, 0.0f, 200.0f, 500.0f, 0.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_nhwc_relaxed; }; std::vector<MixedTypedExample>& get_examples_nhwc_relaxed_weight_as_input() { static std::vector<MixedTypedExample> examples_nhwc_relaxed_weight_as_input = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 2, 1}}, {1, {1, 3, 3, 1}}, {2, {1}}}, // int -> FLOAT32 map .float32Operands = {{0, {300.0f, 500.0f}}, {1, {9.0f, 5.0f, 6.0f, 9.0f, 8.0f, 5.0f, 3.0f, 1.0f, 4.0f}}, {2, {-1000.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 3, 4, 1}}}, // int -> FLOAT32 map .float32Operands = {{0, {500.0f, 800.0f, 3500.0f, 1500.0f, 1400.0f, 500.0f, 3500.0f, 3000.0f, 0.0f, 200.0f, 500.0f, 0.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_nhwc_relaxed_weight_as_input; }; std::vector<MixedTypedExample>& get_examples_nhwc_quant8() { static std::vector<MixedTypedExample> examples_nhwc_quant8 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 2, 1}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {150, 250}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 3, 4, 1}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {75, 90, 225, 125, 120, 75, 225, 200, 50, 60, 75, 50}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_nhwc_quant8; }; std::vector<MixedTypedExample>& get_examples_nhwc_quant8_weight_as_input() { static std::vector<MixedTypedExample> examples_nhwc_quant8_weight_as_input = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 2, 1}}, {1, {1, 3, 3, 1}}, {2, {1}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {{2, {-2000}}}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {150, 250}}, {1, {164, 148, 152, 164, 160, 148, 140, 132, 144}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 3, 4, 1}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {75, 90, 225, 125, 120, 75, 225, 200, 50, 60, 75, 50}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_nhwc_quant8_weight_as_input; }; std::vector<MixedTypedExample>& get_examples_nhwc_channelQuant8() { static std::vector<MixedTypedExample> examples_nhwc_channelQuant8 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 2, 1}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {150, 250}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 3, 4, 1}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {75, 90, 225, 125, 120, 75, 225, 200, 50, 60, 75, 50}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_nhwc_channelQuant8; }; std::vector<MixedTypedExample>& get_examples_nhwc_channelQuant8_weight_as_input() { static std::vector<MixedTypedExample> examples_nhwc_channelQuant8_weight_as_input = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 2, 1}}, {1, {1, 3, 3, 1}}, {2, {1}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {{2, {-2000}}}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {150, 250}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {{1, {36, 20, 24, 36, 32, 20, 12, 4, 16}}}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 3, 4, 1}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {75, 90, 225, 125, 120, 75, 225, 200, 50, 60, 75, 50}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_nhwc_channelQuant8_weight_as_input; }; std::vector<MixedTypedExample>& get_examples_nhwc_float16() { static std::vector<MixedTypedExample> examples_nhwc_float16 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 2, 1}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {{0, {300.0f, 500.0f}}}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 3, 4, 1}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {{0, {500.0f, 800.0f, 3500.0f, 1500.0f, 1400.0f, 500.0f, 3500.0f, 3000.0f, 0.0f, 200.0f, 500.0f, 0.0f}}}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_nhwc_float16; }; std::vector<MixedTypedExample>& get_examples_nhwc_float16_weight_as_input() { static std::vector<MixedTypedExample> examples_nhwc_float16_weight_as_input = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 2, 1}}, {1, {1, 3, 3, 1}}, {2, {1}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {{0, {300.0f, 500.0f}}, {1, {9.0f, 5.0f, 6.0f, 9.0f, 8.0f, 5.0f, 3.0f, 1.0f, 4.0f}}, {2, {-1000.0f}}}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 3, 4, 1}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {{0, {500.0f, 800.0f, 3500.0f, 1500.0f, 1400.0f, 500.0f, 3500.0f, 3000.0f, 0.0f, 200.0f, 500.0f, 0.0f}}}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_nhwc_float16_weight_as_input; }; std::vector<MixedTypedExample>& get_examples_nchw() { static std::vector<MixedTypedExample> examples_nchw = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 1, 2}}}, // int -> FLOAT32 map .float32Operands = {{0, {300.0f, 500.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 3, 4}}}, // int -> FLOAT32 map .float32Operands = {{0, {500.0f, 800.0f, 3500.0f, 1500.0f, 1400.0f, 500.0f, 3500.0f, 3000.0f, 0.0f, 200.0f, 500.0f, 0.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_nchw; }; std::vector<MixedTypedExample>& get_examples_nchw_weight_as_input() { static std::vector<MixedTypedExample> examples_nchw_weight_as_input = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 1, 2}}, {1, {1, 3, 3, 1}}, {2, {1}}}, // int -> FLOAT32 map .float32Operands = {{0, {300.0f, 500.0f}}, {1, {9.0f, 5.0f, 6.0f, 9.0f, 8.0f, 5.0f, 3.0f, 1.0f, 4.0f}}, {2, {-1000.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 3, 4}}}, // int -> FLOAT32 map .float32Operands = {{0, {500.0f, 800.0f, 3500.0f, 1500.0f, 1400.0f, 500.0f, 3500.0f, 3000.0f, 0.0f, 200.0f, 500.0f, 0.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_nchw_weight_as_input; }; std::vector<MixedTypedExample>& get_examples_nchw_relaxed() { static std::vector<MixedTypedExample> examples_nchw_relaxed = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 1, 2}}}, // int -> FLOAT32 map .float32Operands = {{0, {300.0f, 500.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 3, 4}}}, // int -> FLOAT32 map .float32Operands = {{0, {500.0f, 800.0f, 3500.0f, 1500.0f, 1400.0f, 500.0f, 3500.0f, 3000.0f, 0.0f, 200.0f, 500.0f, 0.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_nchw_relaxed; }; std::vector<MixedTypedExample>& get_examples_nchw_relaxed_weight_as_input() { static std::vector<MixedTypedExample> examples_nchw_relaxed_weight_as_input = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 1, 2}}, {1, {1, 3, 3, 1}}, {2, {1}}}, // int -> FLOAT32 map .float32Operands = {{0, {300.0f, 500.0f}}, {1, {9.0f, 5.0f, 6.0f, 9.0f, 8.0f, 5.0f, 3.0f, 1.0f, 4.0f}}, {2, {-1000.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 3, 4}}}, // int -> FLOAT32 map .float32Operands = {{0, {500.0f, 800.0f, 3500.0f, 1500.0f, 1400.0f, 500.0f, 3500.0f, 3000.0f, 0.0f, 200.0f, 500.0f, 0.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_nchw_relaxed_weight_as_input; }; std::vector<MixedTypedExample>& get_examples_nchw_quant8() { static std::vector<MixedTypedExample> examples_nchw_quant8 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 1, 2}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {150, 250}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 3, 4}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {75, 90, 225, 125, 120, 75, 225, 200, 50, 60, 75, 50}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_nchw_quant8; }; std::vector<MixedTypedExample>& get_examples_nchw_quant8_weight_as_input() { static std::vector<MixedTypedExample> examples_nchw_quant8_weight_as_input = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 1, 2}}, {1, {1, 3, 3, 1}}, {2, {1}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {{2, {-2000}}}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {150, 250}}, {1, {164, 148, 152, 164, 160, 148, 140, 132, 144}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 3, 4}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {75, 90, 225, 125, 120, 75, 225, 200, 50, 60, 75, 50}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_nchw_quant8_weight_as_input; }; std::vector<MixedTypedExample>& get_examples_nchw_channelQuant8() { static std::vector<MixedTypedExample> examples_nchw_channelQuant8 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 1, 2}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {150, 250}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 3, 4}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {75, 90, 225, 125, 120, 75, 225, 200, 50, 60, 75, 50}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_nchw_channelQuant8; }; std::vector<MixedTypedExample>& get_examples_nchw_channelQuant8_weight_as_input() { static std::vector<MixedTypedExample> examples_nchw_channelQuant8_weight_as_input = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 1, 2}}, {1, {1, 3, 3, 1}}, {2, {1}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {{2, {-2000}}}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {150, 250}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {{1, {36, 20, 24, 36, 32, 20, 12, 4, 16}}}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 3, 4}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {75, 90, 225, 125, 120, 75, 225, 200, 50, 60, 75, 50}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_nchw_channelQuant8_weight_as_input; }; std::vector<MixedTypedExample>& get_examples_nchw_float16() { static std::vector<MixedTypedExample> examples_nchw_float16 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 1, 2}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {{0, {300.0f, 500.0f}}}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 3, 4}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {{0, {500.0f, 800.0f, 3500.0f, 1500.0f, 1400.0f, 500.0f, 3500.0f, 3000.0f, 0.0f, 200.0f, 500.0f, 0.0f}}}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_nchw_float16; }; std::vector<MixedTypedExample>& get_examples_nchw_float16_weight_as_input() { static std::vector<MixedTypedExample> examples_nchw_float16_weight_as_input = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 1, 2}}, {1, {1, 3, 3, 1}}, {2, {1}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {{0, {300.0f, 500.0f}}, {1, {9.0f, 5.0f, 6.0f, 9.0f, 8.0f, 5.0f, 3.0f, 1.0f, 4.0f}}, {2, {-1000.0f}}}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 3, 4}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {{0, {500.0f, 800.0f, 3500.0f, 1500.0f, 1400.0f, 500.0f, 3500.0f, 3000.0f, 0.0f, 200.0f, 500.0f, 0.0f}}}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_nchw_float16_weight_as_input; }; std::vector<MixedTypedExample>& get_examples_dynamic_output_shape_nhwc() { static std::vector<MixedTypedExample> examples_dynamic_output_shape_nhwc = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 2, 1}}}, // int -> FLOAT32 map .float32Operands = {{0, {300.0f, 500.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 3, 4, 1}}}, // int -> FLOAT32 map .float32Operands = {{0, {500.0f, 800.0f, 3500.0f, 1500.0f, 1400.0f, 500.0f, 3500.0f, 3000.0f, 0.0f, 200.0f, 500.0f, 0.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_dynamic_output_shape_nhwc; }; std::vector<MixedTypedExample>& get_examples_dynamic_output_shape_nhwc_weight_as_input() { static std::vector<MixedTypedExample> examples_dynamic_output_shape_nhwc_weight_as_input = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 2, 1}}, {1, {1, 3, 3, 1}}, {2, {1}}}, // int -> FLOAT32 map .float32Operands = {{0, {300.0f, 500.0f}}, {1, {9.0f, 5.0f, 6.0f, 9.0f, 8.0f, 5.0f, 3.0f, 1.0f, 4.0f}}, {2, {-1000.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 3, 4, 1}}}, // int -> FLOAT32 map .float32Operands = {{0, {500.0f, 800.0f, 3500.0f, 1500.0f, 1400.0f, 500.0f, 3500.0f, 3000.0f, 0.0f, 200.0f, 500.0f, 0.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_dynamic_output_shape_nhwc_weight_as_input; }; std::vector<MixedTypedExample>& get_examples_dynamic_output_shape_nhwc_relaxed() { static std::vector<MixedTypedExample> examples_dynamic_output_shape_nhwc_relaxed = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 2, 1}}}, // int -> FLOAT32 map .float32Operands = {{0, {300.0f, 500.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 3, 4, 1}}}, // int -> FLOAT32 map .float32Operands = {{0, {500.0f, 800.0f, 3500.0f, 1500.0f, 1400.0f, 500.0f, 3500.0f, 3000.0f, 0.0f, 200.0f, 500.0f, 0.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_dynamic_output_shape_nhwc_relaxed; }; std::vector<MixedTypedExample>& get_examples_dynamic_output_shape_nhwc_relaxed_weight_as_input() { static std::vector<MixedTypedExample> examples_dynamic_output_shape_nhwc_relaxed_weight_as_input = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 2, 1}}, {1, {1, 3, 3, 1}}, {2, {1}}}, // int -> FLOAT32 map .float32Operands = {{0, {300.0f, 500.0f}}, {1, {9.0f, 5.0f, 6.0f, 9.0f, 8.0f, 5.0f, 3.0f, 1.0f, 4.0f}}, {2, {-1000.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 3, 4, 1}}}, // int -> FLOAT32 map .float32Operands = {{0, {500.0f, 800.0f, 3500.0f, 1500.0f, 1400.0f, 500.0f, 3500.0f, 3000.0f, 0.0f, 200.0f, 500.0f, 0.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_dynamic_output_shape_nhwc_relaxed_weight_as_input; }; std::vector<MixedTypedExample>& get_examples_dynamic_output_shape_nhwc_quant8() { static std::vector<MixedTypedExample> examples_dynamic_output_shape_nhwc_quant8 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 2, 1}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {150, 250}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 3, 4, 1}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {75, 90, 225, 125, 120, 75, 225, 200, 50, 60, 75, 50}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_dynamic_output_shape_nhwc_quant8; }; std::vector<MixedTypedExample>& get_examples_dynamic_output_shape_nhwc_quant8_weight_as_input() { static std::vector<MixedTypedExample> examples_dynamic_output_shape_nhwc_quant8_weight_as_input = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 2, 1}}, {1, {1, 3, 3, 1}}, {2, {1}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {{2, {-2000}}}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {150, 250}}, {1, {164, 148, 152, 164, 160, 148, 140, 132, 144}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 3, 4, 1}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {75, 90, 225, 125, 120, 75, 225, 200, 50, 60, 75, 50}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_dynamic_output_shape_nhwc_quant8_weight_as_input; }; std::vector<MixedTypedExample>& get_examples_dynamic_output_shape_nhwc_channelQuant8() { static std::vector<MixedTypedExample> examples_dynamic_output_shape_nhwc_channelQuant8 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 2, 1}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {150, 250}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 3, 4, 1}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {75, 90, 225, 125, 120, 75, 225, 200, 50, 60, 75, 50}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_dynamic_output_shape_nhwc_channelQuant8; }; std::vector<MixedTypedExample>& get_examples_dynamic_output_shape_nhwc_channelQuant8_weight_as_input() { static std::vector<MixedTypedExample> examples_dynamic_output_shape_nhwc_channelQuant8_weight_as_input = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 2, 1}}, {1, {1, 3, 3, 1}}, {2, {1}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {{2, {-2000}}}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {150, 250}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {{1, {36, 20, 24, 36, 32, 20, 12, 4, 16}}}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 3, 4, 1}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {75, 90, 225, 125, 120, 75, 225, 200, 50, 60, 75, 50}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_dynamic_output_shape_nhwc_channelQuant8_weight_as_input; }; std::vector<MixedTypedExample>& get_examples_dynamic_output_shape_nhwc_float16() { static std::vector<MixedTypedExample> examples_dynamic_output_shape_nhwc_float16 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 2, 1}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {{0, {300.0f, 500.0f}}}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 3, 4, 1}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {{0, {500.0f, 800.0f, 3500.0f, 1500.0f, 1400.0f, 500.0f, 3500.0f, 3000.0f, 0.0f, 200.0f, 500.0f, 0.0f}}}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_dynamic_output_shape_nhwc_float16; }; std::vector<MixedTypedExample>& get_examples_dynamic_output_shape_nhwc_float16_weight_as_input() { static std::vector<MixedTypedExample> examples_dynamic_output_shape_nhwc_float16_weight_as_input = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 2, 1}}, {1, {1, 3, 3, 1}}, {2, {1}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {{0, {300.0f, 500.0f}}, {1, {9.0f, 5.0f, 6.0f, 9.0f, 8.0f, 5.0f, 3.0f, 1.0f, 4.0f}}, {2, {-1000.0f}}}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 3, 4, 1}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {{0, {500.0f, 800.0f, 3500.0f, 1500.0f, 1400.0f, 500.0f, 3500.0f, 3000.0f, 0.0f, 200.0f, 500.0f, 0.0f}}}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_dynamic_output_shape_nhwc_float16_weight_as_input; }; std::vector<MixedTypedExample>& get_examples_dynamic_output_shape_nchw() { static std::vector<MixedTypedExample> examples_dynamic_output_shape_nchw = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 1, 2}}}, // int -> FLOAT32 map .float32Operands = {{0, {300.0f, 500.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 3, 4}}}, // int -> FLOAT32 map .float32Operands = {{0, {500.0f, 800.0f, 3500.0f, 1500.0f, 1400.0f, 500.0f, 3500.0f, 3000.0f, 0.0f, 200.0f, 500.0f, 0.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_dynamic_output_shape_nchw; }; std::vector<MixedTypedExample>& get_examples_dynamic_output_shape_nchw_weight_as_input() { static std::vector<MixedTypedExample> examples_dynamic_output_shape_nchw_weight_as_input = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 1, 2}}, {1, {1, 3, 3, 1}}, {2, {1}}}, // int -> FLOAT32 map .float32Operands = {{0, {300.0f, 500.0f}}, {1, {9.0f, 5.0f, 6.0f, 9.0f, 8.0f, 5.0f, 3.0f, 1.0f, 4.0f}}, {2, {-1000.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 3, 4}}}, // int -> FLOAT32 map .float32Operands = {{0, {500.0f, 800.0f, 3500.0f, 1500.0f, 1400.0f, 500.0f, 3500.0f, 3000.0f, 0.0f, 200.0f, 500.0f, 0.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_dynamic_output_shape_nchw_weight_as_input; }; std::vector<MixedTypedExample>& get_examples_dynamic_output_shape_nchw_relaxed() { static std::vector<MixedTypedExample> examples_dynamic_output_shape_nchw_relaxed = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 1, 2}}}, // int -> FLOAT32 map .float32Operands = {{0, {300.0f, 500.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 3, 4}}}, // int -> FLOAT32 map .float32Operands = {{0, {500.0f, 800.0f, 3500.0f, 1500.0f, 1400.0f, 500.0f, 3500.0f, 3000.0f, 0.0f, 200.0f, 500.0f, 0.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_dynamic_output_shape_nchw_relaxed; }; std::vector<MixedTypedExample>& get_examples_dynamic_output_shape_nchw_relaxed_weight_as_input() { static std::vector<MixedTypedExample> examples_dynamic_output_shape_nchw_relaxed_weight_as_input = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 1, 2}}, {1, {1, 3, 3, 1}}, {2, {1}}}, // int -> FLOAT32 map .float32Operands = {{0, {300.0f, 500.0f}}, {1, {9.0f, 5.0f, 6.0f, 9.0f, 8.0f, 5.0f, 3.0f, 1.0f, 4.0f}}, {2, {-1000.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 3, 4}}}, // int -> FLOAT32 map .float32Operands = {{0, {500.0f, 800.0f, 3500.0f, 1500.0f, 1400.0f, 500.0f, 3500.0f, 3000.0f, 0.0f, 200.0f, 500.0f, 0.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_dynamic_output_shape_nchw_relaxed_weight_as_input; }; std::vector<MixedTypedExample>& get_examples_dynamic_output_shape_nchw_quant8() { static std::vector<MixedTypedExample> examples_dynamic_output_shape_nchw_quant8 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 1, 2}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {150, 250}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 3, 4}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {75, 90, 225, 125, 120, 75, 225, 200, 50, 60, 75, 50}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_dynamic_output_shape_nchw_quant8; }; std::vector<MixedTypedExample>& get_examples_dynamic_output_shape_nchw_quant8_weight_as_input() { static std::vector<MixedTypedExample> examples_dynamic_output_shape_nchw_quant8_weight_as_input = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 1, 2}}, {1, {1, 3, 3, 1}}, {2, {1}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {{2, {-2000}}}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {150, 250}}, {1, {164, 148, 152, 164, 160, 148, 140, 132, 144}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 3, 4}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {75, 90, 225, 125, 120, 75, 225, 200, 50, 60, 75, 50}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_dynamic_output_shape_nchw_quant8_weight_as_input; }; std::vector<MixedTypedExample>& get_examples_dynamic_output_shape_nchw_channelQuant8() { static std::vector<MixedTypedExample> examples_dynamic_output_shape_nchw_channelQuant8 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 1, 2}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {150, 250}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 3, 4}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {75, 90, 225, 125, 120, 75, 225, 200, 50, 60, 75, 50}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_dynamic_output_shape_nchw_channelQuant8; }; std::vector<MixedTypedExample>& get_examples_dynamic_output_shape_nchw_channelQuant8_weight_as_input() { static std::vector<MixedTypedExample> examples_dynamic_output_shape_nchw_channelQuant8_weight_as_input = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 1, 2}}, {1, {1, 3, 3, 1}}, {2, {1}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {{2, {-2000}}}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {150, 250}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {{1, {36, 20, 24, 36, 32, 20, 12, 4, 16}}}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 3, 4}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {75, 90, 225, 125, 120, 75, 225, 200, 50, 60, 75, 50}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_dynamic_output_shape_nchw_channelQuant8_weight_as_input; }; std::vector<MixedTypedExample>& get_examples_dynamic_output_shape_nchw_float16() { static std::vector<MixedTypedExample> examples_dynamic_output_shape_nchw_float16 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 1, 2}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {{0, {300.0f, 500.0f}}}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 3, 4}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {{0, {500.0f, 800.0f, 3500.0f, 1500.0f, 1400.0f, 500.0f, 3500.0f, 3000.0f, 0.0f, 200.0f, 500.0f, 0.0f}}}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_dynamic_output_shape_nchw_float16; }; std::vector<MixedTypedExample>& get_examples_dynamic_output_shape_nchw_float16_weight_as_input() { static std::vector<MixedTypedExample> examples_dynamic_output_shape_nchw_float16_weight_as_input = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 1, 2}}, {1, {1, 3, 3, 1}}, {2, {1}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {{0, {300.0f, 500.0f}}, {1, {9.0f, 5.0f, 6.0f, 9.0f, 8.0f, 5.0f, 3.0f, 1.0f, 4.0f}}, {2, {-1000.0f}}}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 3, 4}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {{0, {500.0f, 800.0f, 3500.0f, 1500.0f, 1400.0f, 500.0f, 3500.0f, 3000.0f, 0.0f, 200.0f, 500.0f, 0.0f}}}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_dynamic_output_shape_nchw_float16_weight_as_input; }; std::vector<MixedTypedExample>& get_examples_nhwc_2() { static std::vector<MixedTypedExample> examples_nhwc_2 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 4, 4, 2}}}, // int -> FLOAT32 map .float32Operands = {{0, {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, 24.0f, 25.0f, 26.0f, 27.0f, 28.0f, 29.0f, 30.0f, 31.0f, 32.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 4, 4, 1}}}, // int -> FLOAT32 map .float32Operands = {{0, {184.0f, 412.0f, 568.0f, 528.0f, 678.0f, 1347.0f, 1689.0f, 1434.0f, 1494.0f, 2715.0f, 3057.0f, 2442.0f, 1968.0f, 3352.0f, 3652.0f, 2760.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_nhwc_2; }; std::vector<MixedTypedExample>& get_examples_nhwc_weight_as_input_2() { static std::vector<MixedTypedExample> examples_nhwc_weight_as_input_2 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 4, 4, 2}}, {1, {1, 3, 3, 2}}, {2, {1}}}, // int -> FLOAT32 map .float32Operands = {{0, {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, 24.0f, 25.0f, 26.0f, 27.0f, 28.0f, 29.0f, 30.0f, 31.0f, 32.0f}}, {1, {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}}, {2, {0.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 4, 4, 1}}}, // int -> FLOAT32 map .float32Operands = {{0, {184.0f, 412.0f, 568.0f, 528.0f, 678.0f, 1347.0f, 1689.0f, 1434.0f, 1494.0f, 2715.0f, 3057.0f, 2442.0f, 1968.0f, 3352.0f, 3652.0f, 2760.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_nhwc_weight_as_input_2; }; std::vector<MixedTypedExample>& get_examples_nhwc_relaxed_2() { static std::vector<MixedTypedExample> examples_nhwc_relaxed_2 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 4, 4, 2}}}, // int -> FLOAT32 map .float32Operands = {{0, {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, 24.0f, 25.0f, 26.0f, 27.0f, 28.0f, 29.0f, 30.0f, 31.0f, 32.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 4, 4, 1}}}, // int -> FLOAT32 map .float32Operands = {{0, {184.0f, 412.0f, 568.0f, 528.0f, 678.0f, 1347.0f, 1689.0f, 1434.0f, 1494.0f, 2715.0f, 3057.0f, 2442.0f, 1968.0f, 3352.0f, 3652.0f, 2760.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_nhwc_relaxed_2; }; std::vector<MixedTypedExample>& get_examples_nhwc_relaxed_weight_as_input_2() { static std::vector<MixedTypedExample> examples_nhwc_relaxed_weight_as_input_2 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 4, 4, 2}}, {1, {1, 3, 3, 2}}, {2, {1}}}, // int -> FLOAT32 map .float32Operands = {{0, {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, 24.0f, 25.0f, 26.0f, 27.0f, 28.0f, 29.0f, 30.0f, 31.0f, 32.0f}}, {1, {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}}, {2, {0.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 4, 4, 1}}}, // int -> FLOAT32 map .float32Operands = {{0, {184.0f, 412.0f, 568.0f, 528.0f, 678.0f, 1347.0f, 1689.0f, 1434.0f, 1494.0f, 2715.0f, 3057.0f, 2442.0f, 1968.0f, 3352.0f, 3652.0f, 2760.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_nhwc_relaxed_weight_as_input_2; }; std::vector<MixedTypedExample>& get_examples_nhwc_quant8_2() { static std::vector<MixedTypedExample> examples_nhwc_quant8_2 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 4, 4, 2}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {102, 104, 106, 108, 110, 112, 114, 116, 118, 120, 122, 124, 126, 128, 130, 132, 134, 136, 138, 140, 142, 144, 146, 148, 150, 152, 154, 156, 158, 160, 162, 164}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 4, 4, 1}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {12, 26, 36, 33, 42, 84, 106, 90, 93, 170, 191, 153, 123, 210, 228, 172}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_nhwc_quant8_2; }; std::vector<MixedTypedExample>& get_examples_nhwc_quant8_weight_as_input_2() { static std::vector<MixedTypedExample> examples_nhwc_quant8_weight_as_input_2 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 4, 4, 2}}, {1, {1, 3, 3, 2}}, {2, {1}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {{2, {0}}}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {102, 104, 106, 108, 110, 112, 114, 116, 118, 120, 122, 124, 126, 128, 130, 132, 134, 136, 138, 140, 142, 144, 146, 148, 150, 152, 154, 156, 158, 160, 162, 164}}, {1, {130, 132, 134, 136, 138, 140, 142, 144, 146, 148, 150, 152, 154, 156, 158, 160, 162, 164}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 4, 4, 1}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {12, 26, 36, 33, 42, 84, 106, 90, 93, 170, 191, 153, 123, 210, 228, 172}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_nhwc_quant8_weight_as_input_2; }; std::vector<MixedTypedExample>& get_examples_nhwc_float16_2() { static std::vector<MixedTypedExample> examples_nhwc_float16_2 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 4, 4, 2}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {{0, {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, 24.0f, 25.0f, 26.0f, 27.0f, 28.0f, 29.0f, 30.0f, 31.0f, 32.0f}}}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 4, 4, 1}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {{0, {184.0f, 412.0f, 568.0f, 528.0f, 678.0f, 1347.0f, 1689.0f, 1434.0f, 1494.0f, 2715.0f, 3057.0f, 2442.0f, 1968.0f, 3352.0f, 3652.0f, 2760.0f}}}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_nhwc_float16_2; }; std::vector<MixedTypedExample>& get_examples_nhwc_float16_weight_as_input_2() { static std::vector<MixedTypedExample> examples_nhwc_float16_weight_as_input_2 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 4, 4, 2}}, {1, {1, 3, 3, 2}}, {2, {1}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {{0, {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, 24.0f, 25.0f, 26.0f, 27.0f, 28.0f, 29.0f, 30.0f, 31.0f, 32.0f}}, {1, {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}}, {2, {0.0f}}}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 4, 4, 1}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {{0, {184.0f, 412.0f, 568.0f, 528.0f, 678.0f, 1347.0f, 1689.0f, 1434.0f, 1494.0f, 2715.0f, 3057.0f, 2442.0f, 1968.0f, 3352.0f, 3652.0f, 2760.0f}}}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_nhwc_float16_weight_as_input_2; }; std::vector<MixedTypedExample>& get_examples_nchw_2() { static std::vector<MixedTypedExample> examples_nchw_2 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 4, 4}}}, // int -> FLOAT32 map .float32Operands = {{0, {1.0f, 3.0f, 5.0f, 7.0f, 9.0f, 11.0f, 13.0f, 15.0f, 17.0f, 19.0f, 21.0f, 23.0f, 25.0f, 27.0f, 29.0f, 31.0f, 2.0f, 4.0f, 6.0f, 8.0f, 10.0f, 12.0f, 14.0f, 16.0f, 18.0f, 20.0f, 22.0f, 24.0f, 26.0f, 28.0f, 30.0f, 32.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 4, 4}}}, // int -> FLOAT32 map .float32Operands = {{0, {184.0f, 412.0f, 568.0f, 528.0f, 678.0f, 1347.0f, 1689.0f, 1434.0f, 1494.0f, 2715.0f, 3057.0f, 2442.0f, 1968.0f, 3352.0f, 3652.0f, 2760.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_nchw_2; }; std::vector<MixedTypedExample>& get_examples_nchw_weight_as_input_2() { static std::vector<MixedTypedExample> examples_nchw_weight_as_input_2 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 4, 4}}, {1, {1, 3, 3, 2}}, {2, {1}}}, // int -> FLOAT32 map .float32Operands = {{0, {1.0f, 3.0f, 5.0f, 7.0f, 9.0f, 11.0f, 13.0f, 15.0f, 17.0f, 19.0f, 21.0f, 23.0f, 25.0f, 27.0f, 29.0f, 31.0f, 2.0f, 4.0f, 6.0f, 8.0f, 10.0f, 12.0f, 14.0f, 16.0f, 18.0f, 20.0f, 22.0f, 24.0f, 26.0f, 28.0f, 30.0f, 32.0f}}, {1, {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}}, {2, {0.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 4, 4}}}, // int -> FLOAT32 map .float32Operands = {{0, {184.0f, 412.0f, 568.0f, 528.0f, 678.0f, 1347.0f, 1689.0f, 1434.0f, 1494.0f, 2715.0f, 3057.0f, 2442.0f, 1968.0f, 3352.0f, 3652.0f, 2760.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_nchw_weight_as_input_2; }; std::vector<MixedTypedExample>& get_examples_nchw_relaxed_2() { static std::vector<MixedTypedExample> examples_nchw_relaxed_2 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 4, 4}}}, // int -> FLOAT32 map .float32Operands = {{0, {1.0f, 3.0f, 5.0f, 7.0f, 9.0f, 11.0f, 13.0f, 15.0f, 17.0f, 19.0f, 21.0f, 23.0f, 25.0f, 27.0f, 29.0f, 31.0f, 2.0f, 4.0f, 6.0f, 8.0f, 10.0f, 12.0f, 14.0f, 16.0f, 18.0f, 20.0f, 22.0f, 24.0f, 26.0f, 28.0f, 30.0f, 32.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 4, 4}}}, // int -> FLOAT32 map .float32Operands = {{0, {184.0f, 412.0f, 568.0f, 528.0f, 678.0f, 1347.0f, 1689.0f, 1434.0f, 1494.0f, 2715.0f, 3057.0f, 2442.0f, 1968.0f, 3352.0f, 3652.0f, 2760.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_nchw_relaxed_2; }; std::vector<MixedTypedExample>& get_examples_nchw_relaxed_weight_as_input_2() { static std::vector<MixedTypedExample> examples_nchw_relaxed_weight_as_input_2 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 4, 4}}, {1, {1, 3, 3, 2}}, {2, {1}}}, // int -> FLOAT32 map .float32Operands = {{0, {1.0f, 3.0f, 5.0f, 7.0f, 9.0f, 11.0f, 13.0f, 15.0f, 17.0f, 19.0f, 21.0f, 23.0f, 25.0f, 27.0f, 29.0f, 31.0f, 2.0f, 4.0f, 6.0f, 8.0f, 10.0f, 12.0f, 14.0f, 16.0f, 18.0f, 20.0f, 22.0f, 24.0f, 26.0f, 28.0f, 30.0f, 32.0f}}, {1, {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}}, {2, {0.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 4, 4}}}, // int -> FLOAT32 map .float32Operands = {{0, {184.0f, 412.0f, 568.0f, 528.0f, 678.0f, 1347.0f, 1689.0f, 1434.0f, 1494.0f, 2715.0f, 3057.0f, 2442.0f, 1968.0f, 3352.0f, 3652.0f, 2760.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_nchw_relaxed_weight_as_input_2; }; std::vector<MixedTypedExample>& get_examples_nchw_quant8_2() { static std::vector<MixedTypedExample> examples_nchw_quant8_2 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 4, 4}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {102, 106, 110, 114, 118, 122, 126, 130, 134, 138, 142, 146, 150, 154, 158, 162, 104, 108, 112, 116, 120, 124, 128, 132, 136, 140, 144, 148, 152, 156, 160, 164}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 4, 4}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {12, 26, 36, 33, 42, 84, 106, 90, 93, 170, 191, 153, 123, 210, 228, 172}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_nchw_quant8_2; }; std::vector<MixedTypedExample>& get_examples_nchw_quant8_weight_as_input_2() { static std::vector<MixedTypedExample> examples_nchw_quant8_weight_as_input_2 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 4, 4}}, {1, {1, 3, 3, 2}}, {2, {1}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {{2, {0}}}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {102, 106, 110, 114, 118, 122, 126, 130, 134, 138, 142, 146, 150, 154, 158, 162, 104, 108, 112, 116, 120, 124, 128, 132, 136, 140, 144, 148, 152, 156, 160, 164}}, {1, {130, 132, 134, 136, 138, 140, 142, 144, 146, 148, 150, 152, 154, 156, 158, 160, 162, 164}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 4, 4}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {12, 26, 36, 33, 42, 84, 106, 90, 93, 170, 191, 153, 123, 210, 228, 172}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_nchw_quant8_weight_as_input_2; }; std::vector<MixedTypedExample>& get_examples_nchw_float16_2() { static std::vector<MixedTypedExample> examples_nchw_float16_2 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 4, 4}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {{0, {1.0f, 3.0f, 5.0f, 7.0f, 9.0f, 11.0f, 13.0f, 15.0f, 17.0f, 19.0f, 21.0f, 23.0f, 25.0f, 27.0f, 29.0f, 31.0f, 2.0f, 4.0f, 6.0f, 8.0f, 10.0f, 12.0f, 14.0f, 16.0f, 18.0f, 20.0f, 22.0f, 24.0f, 26.0f, 28.0f, 30.0f, 32.0f}}}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 4, 4}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {{0, {184.0f, 412.0f, 568.0f, 528.0f, 678.0f, 1347.0f, 1689.0f, 1434.0f, 1494.0f, 2715.0f, 3057.0f, 2442.0f, 1968.0f, 3352.0f, 3652.0f, 2760.0f}}}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_nchw_float16_2; }; std::vector<MixedTypedExample>& get_examples_nchw_float16_weight_as_input_2() { static std::vector<MixedTypedExample> examples_nchw_float16_weight_as_input_2 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 4, 4}}, {1, {1, 3, 3, 2}}, {2, {1}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {{0, {1.0f, 3.0f, 5.0f, 7.0f, 9.0f, 11.0f, 13.0f, 15.0f, 17.0f, 19.0f, 21.0f, 23.0f, 25.0f, 27.0f, 29.0f, 31.0f, 2.0f, 4.0f, 6.0f, 8.0f, 10.0f, 12.0f, 14.0f, 16.0f, 18.0f, 20.0f, 22.0f, 24.0f, 26.0f, 28.0f, 30.0f, 32.0f}}, {1, {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}}, {2, {0.0f}}}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 4, 4}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {{0, {184.0f, 412.0f, 568.0f, 528.0f, 678.0f, 1347.0f, 1689.0f, 1434.0f, 1494.0f, 2715.0f, 3057.0f, 2442.0f, 1968.0f, 3352.0f, 3652.0f, 2760.0f}}}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_nchw_float16_weight_as_input_2; }; std::vector<MixedTypedExample>& get_examples_dynamic_output_shape_nhwc_2() { static std::vector<MixedTypedExample> examples_dynamic_output_shape_nhwc_2 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 4, 4, 2}}}, // int -> FLOAT32 map .float32Operands = {{0, {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, 24.0f, 25.0f, 26.0f, 27.0f, 28.0f, 29.0f, 30.0f, 31.0f, 32.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 4, 4, 1}}}, // int -> FLOAT32 map .float32Operands = {{0, {184.0f, 412.0f, 568.0f, 528.0f, 678.0f, 1347.0f, 1689.0f, 1434.0f, 1494.0f, 2715.0f, 3057.0f, 2442.0f, 1968.0f, 3352.0f, 3652.0f, 2760.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_dynamic_output_shape_nhwc_2; }; std::vector<MixedTypedExample>& get_examples_dynamic_output_shape_nhwc_weight_as_input_2() { static std::vector<MixedTypedExample> examples_dynamic_output_shape_nhwc_weight_as_input_2 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 4, 4, 2}}, {1, {1, 3, 3, 2}}, {2, {1}}}, // int -> FLOAT32 map .float32Operands = {{0, {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, 24.0f, 25.0f, 26.0f, 27.0f, 28.0f, 29.0f, 30.0f, 31.0f, 32.0f}}, {1, {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}}, {2, {0.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 4, 4, 1}}}, // int -> FLOAT32 map .float32Operands = {{0, {184.0f, 412.0f, 568.0f, 528.0f, 678.0f, 1347.0f, 1689.0f, 1434.0f, 1494.0f, 2715.0f, 3057.0f, 2442.0f, 1968.0f, 3352.0f, 3652.0f, 2760.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_dynamic_output_shape_nhwc_weight_as_input_2; }; std::vector<MixedTypedExample>& get_examples_dynamic_output_shape_nhwc_relaxed_2() { static std::vector<MixedTypedExample> examples_dynamic_output_shape_nhwc_relaxed_2 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 4, 4, 2}}}, // int -> FLOAT32 map .float32Operands = {{0, {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, 24.0f, 25.0f, 26.0f, 27.0f, 28.0f, 29.0f, 30.0f, 31.0f, 32.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 4, 4, 1}}}, // int -> FLOAT32 map .float32Operands = {{0, {184.0f, 412.0f, 568.0f, 528.0f, 678.0f, 1347.0f, 1689.0f, 1434.0f, 1494.0f, 2715.0f, 3057.0f, 2442.0f, 1968.0f, 3352.0f, 3652.0f, 2760.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_dynamic_output_shape_nhwc_relaxed_2; }; std::vector<MixedTypedExample>& get_examples_dynamic_output_shape_nhwc_relaxed_weight_as_input_2() { static std::vector<MixedTypedExample> examples_dynamic_output_shape_nhwc_relaxed_weight_as_input_2 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 4, 4, 2}}, {1, {1, 3, 3, 2}}, {2, {1}}}, // int -> FLOAT32 map .float32Operands = {{0, {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, 24.0f, 25.0f, 26.0f, 27.0f, 28.0f, 29.0f, 30.0f, 31.0f, 32.0f}}, {1, {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}}, {2, {0.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 4, 4, 1}}}, // int -> FLOAT32 map .float32Operands = {{0, {184.0f, 412.0f, 568.0f, 528.0f, 678.0f, 1347.0f, 1689.0f, 1434.0f, 1494.0f, 2715.0f, 3057.0f, 2442.0f, 1968.0f, 3352.0f, 3652.0f, 2760.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_dynamic_output_shape_nhwc_relaxed_weight_as_input_2; }; std::vector<MixedTypedExample>& get_examples_dynamic_output_shape_nhwc_quant8_2() { static std::vector<MixedTypedExample> examples_dynamic_output_shape_nhwc_quant8_2 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 4, 4, 2}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {102, 104, 106, 108, 110, 112, 114, 116, 118, 120, 122, 124, 126, 128, 130, 132, 134, 136, 138, 140, 142, 144, 146, 148, 150, 152, 154, 156, 158, 160, 162, 164}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 4, 4, 1}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {12, 26, 36, 33, 42, 84, 106, 90, 93, 170, 191, 153, 123, 210, 228, 172}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_dynamic_output_shape_nhwc_quant8_2; }; std::vector<MixedTypedExample>& get_examples_dynamic_output_shape_nhwc_quant8_weight_as_input_2() { static std::vector<MixedTypedExample> examples_dynamic_output_shape_nhwc_quant8_weight_as_input_2 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 4, 4, 2}}, {1, {1, 3, 3, 2}}, {2, {1}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {{2, {0}}}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {102, 104, 106, 108, 110, 112, 114, 116, 118, 120, 122, 124, 126, 128, 130, 132, 134, 136, 138, 140, 142, 144, 146, 148, 150, 152, 154, 156, 158, 160, 162, 164}}, {1, {130, 132, 134, 136, 138, 140, 142, 144, 146, 148, 150, 152, 154, 156, 158, 160, 162, 164}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 4, 4, 1}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {12, 26, 36, 33, 42, 84, 106, 90, 93, 170, 191, 153, 123, 210, 228, 172}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_dynamic_output_shape_nhwc_quant8_weight_as_input_2; }; std::vector<MixedTypedExample>& get_examples_dynamic_output_shape_nhwc_float16_2() { static std::vector<MixedTypedExample> examples_dynamic_output_shape_nhwc_float16_2 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 4, 4, 2}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {{0, {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, 24.0f, 25.0f, 26.0f, 27.0f, 28.0f, 29.0f, 30.0f, 31.0f, 32.0f}}}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 4, 4, 1}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {{0, {184.0f, 412.0f, 568.0f, 528.0f, 678.0f, 1347.0f, 1689.0f, 1434.0f, 1494.0f, 2715.0f, 3057.0f, 2442.0f, 1968.0f, 3352.0f, 3652.0f, 2760.0f}}}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_dynamic_output_shape_nhwc_float16_2; }; std::vector<MixedTypedExample>& get_examples_dynamic_output_shape_nhwc_float16_weight_as_input_2() { static std::vector<MixedTypedExample> examples_dynamic_output_shape_nhwc_float16_weight_as_input_2 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 4, 4, 2}}, {1, {1, 3, 3, 2}}, {2, {1}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {{0, {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, 24.0f, 25.0f, 26.0f, 27.0f, 28.0f, 29.0f, 30.0f, 31.0f, 32.0f}}, {1, {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}}, {2, {0.0f}}}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 4, 4, 1}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {{0, {184.0f, 412.0f, 568.0f, 528.0f, 678.0f, 1347.0f, 1689.0f, 1434.0f, 1494.0f, 2715.0f, 3057.0f, 2442.0f, 1968.0f, 3352.0f, 3652.0f, 2760.0f}}}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_dynamic_output_shape_nhwc_float16_weight_as_input_2; }; std::vector<MixedTypedExample>& get_examples_dynamic_output_shape_nchw_2() { static std::vector<MixedTypedExample> examples_dynamic_output_shape_nchw_2 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 4, 4}}}, // int -> FLOAT32 map .float32Operands = {{0, {1.0f, 3.0f, 5.0f, 7.0f, 9.0f, 11.0f, 13.0f, 15.0f, 17.0f, 19.0f, 21.0f, 23.0f, 25.0f, 27.0f, 29.0f, 31.0f, 2.0f, 4.0f, 6.0f, 8.0f, 10.0f, 12.0f, 14.0f, 16.0f, 18.0f, 20.0f, 22.0f, 24.0f, 26.0f, 28.0f, 30.0f, 32.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 4, 4}}}, // int -> FLOAT32 map .float32Operands = {{0, {184.0f, 412.0f, 568.0f, 528.0f, 678.0f, 1347.0f, 1689.0f, 1434.0f, 1494.0f, 2715.0f, 3057.0f, 2442.0f, 1968.0f, 3352.0f, 3652.0f, 2760.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_dynamic_output_shape_nchw_2; }; std::vector<MixedTypedExample>& get_examples_dynamic_output_shape_nchw_weight_as_input_2() { static std::vector<MixedTypedExample> examples_dynamic_output_shape_nchw_weight_as_input_2 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 4, 4}}, {1, {1, 3, 3, 2}}, {2, {1}}}, // int -> FLOAT32 map .float32Operands = {{0, {1.0f, 3.0f, 5.0f, 7.0f, 9.0f, 11.0f, 13.0f, 15.0f, 17.0f, 19.0f, 21.0f, 23.0f, 25.0f, 27.0f, 29.0f, 31.0f, 2.0f, 4.0f, 6.0f, 8.0f, 10.0f, 12.0f, 14.0f, 16.0f, 18.0f, 20.0f, 22.0f, 24.0f, 26.0f, 28.0f, 30.0f, 32.0f}}, {1, {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}}, {2, {0.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 4, 4}}}, // int -> FLOAT32 map .float32Operands = {{0, {184.0f, 412.0f, 568.0f, 528.0f, 678.0f, 1347.0f, 1689.0f, 1434.0f, 1494.0f, 2715.0f, 3057.0f, 2442.0f, 1968.0f, 3352.0f, 3652.0f, 2760.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_dynamic_output_shape_nchw_weight_as_input_2; }; std::vector<MixedTypedExample>& get_examples_dynamic_output_shape_nchw_relaxed_2() { static std::vector<MixedTypedExample> examples_dynamic_output_shape_nchw_relaxed_2 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 4, 4}}}, // int -> FLOAT32 map .float32Operands = {{0, {1.0f, 3.0f, 5.0f, 7.0f, 9.0f, 11.0f, 13.0f, 15.0f, 17.0f, 19.0f, 21.0f, 23.0f, 25.0f, 27.0f, 29.0f, 31.0f, 2.0f, 4.0f, 6.0f, 8.0f, 10.0f, 12.0f, 14.0f, 16.0f, 18.0f, 20.0f, 22.0f, 24.0f, 26.0f, 28.0f, 30.0f, 32.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 4, 4}}}, // int -> FLOAT32 map .float32Operands = {{0, {184.0f, 412.0f, 568.0f, 528.0f, 678.0f, 1347.0f, 1689.0f, 1434.0f, 1494.0f, 2715.0f, 3057.0f, 2442.0f, 1968.0f, 3352.0f, 3652.0f, 2760.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_dynamic_output_shape_nchw_relaxed_2; }; std::vector<MixedTypedExample>& get_examples_dynamic_output_shape_nchw_relaxed_weight_as_input_2() { static std::vector<MixedTypedExample> examples_dynamic_output_shape_nchw_relaxed_weight_as_input_2 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 4, 4}}, {1, {1, 3, 3, 2}}, {2, {1}}}, // int -> FLOAT32 map .float32Operands = {{0, {1.0f, 3.0f, 5.0f, 7.0f, 9.0f, 11.0f, 13.0f, 15.0f, 17.0f, 19.0f, 21.0f, 23.0f, 25.0f, 27.0f, 29.0f, 31.0f, 2.0f, 4.0f, 6.0f, 8.0f, 10.0f, 12.0f, 14.0f, 16.0f, 18.0f, 20.0f, 22.0f, 24.0f, 26.0f, 28.0f, 30.0f, 32.0f}}, {1, {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}}, {2, {0.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 4, 4}}}, // int -> FLOAT32 map .float32Operands = {{0, {184.0f, 412.0f, 568.0f, 528.0f, 678.0f, 1347.0f, 1689.0f, 1434.0f, 1494.0f, 2715.0f, 3057.0f, 2442.0f, 1968.0f, 3352.0f, 3652.0f, 2760.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_dynamic_output_shape_nchw_relaxed_weight_as_input_2; }; std::vector<MixedTypedExample>& get_examples_dynamic_output_shape_nchw_quant8_2() { static std::vector<MixedTypedExample> examples_dynamic_output_shape_nchw_quant8_2 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 4, 4}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {102, 106, 110, 114, 118, 122, 126, 130, 134, 138, 142, 146, 150, 154, 158, 162, 104, 108, 112, 116, 120, 124, 128, 132, 136, 140, 144, 148, 152, 156, 160, 164}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 4, 4}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {12, 26, 36, 33, 42, 84, 106, 90, 93, 170, 191, 153, 123, 210, 228, 172}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_dynamic_output_shape_nchw_quant8_2; }; std::vector<MixedTypedExample>& get_examples_dynamic_output_shape_nchw_quant8_weight_as_input_2() { static std::vector<MixedTypedExample> examples_dynamic_output_shape_nchw_quant8_weight_as_input_2 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 4, 4}}, {1, {1, 3, 3, 2}}, {2, {1}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {{2, {0}}}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {102, 106, 110, 114, 118, 122, 126, 130, 134, 138, 142, 146, 150, 154, 158, 162, 104, 108, 112, 116, 120, 124, 128, 132, 136, 140, 144, 148, 152, 156, 160, 164}}, {1, {130, 132, 134, 136, 138, 140, 142, 144, 146, 148, 150, 152, 154, 156, 158, 160, 162, 164}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 4, 4}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {12, 26, 36, 33, 42, 84, 106, 90, 93, 170, 191, 153, 123, 210, 228, 172}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_dynamic_output_shape_nchw_quant8_weight_as_input_2; }; std::vector<MixedTypedExample>& get_examples_dynamic_output_shape_nchw_float16_2() { static std::vector<MixedTypedExample> examples_dynamic_output_shape_nchw_float16_2 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 4, 4}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {{0, {1.0f, 3.0f, 5.0f, 7.0f, 9.0f, 11.0f, 13.0f, 15.0f, 17.0f, 19.0f, 21.0f, 23.0f, 25.0f, 27.0f, 29.0f, 31.0f, 2.0f, 4.0f, 6.0f, 8.0f, 10.0f, 12.0f, 14.0f, 16.0f, 18.0f, 20.0f, 22.0f, 24.0f, 26.0f, 28.0f, 30.0f, 32.0f}}}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 4, 4}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {{0, {184.0f, 412.0f, 568.0f, 528.0f, 678.0f, 1347.0f, 1689.0f, 1434.0f, 1494.0f, 2715.0f, 3057.0f, 2442.0f, 1968.0f, 3352.0f, 3652.0f, 2760.0f}}}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_dynamic_output_shape_nchw_float16_2; }; std::vector<MixedTypedExample>& get_examples_dynamic_output_shape_nchw_float16_weight_as_input_2() { static std::vector<MixedTypedExample> examples_dynamic_output_shape_nchw_float16_weight_as_input_2 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 4, 4}}, {1, {1, 3, 3, 2}}, {2, {1}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {{0, {1.0f, 3.0f, 5.0f, 7.0f, 9.0f, 11.0f, 13.0f, 15.0f, 17.0f, 19.0f, 21.0f, 23.0f, 25.0f, 27.0f, 29.0f, 31.0f, 2.0f, 4.0f, 6.0f, 8.0f, 10.0f, 12.0f, 14.0f, 16.0f, 18.0f, 20.0f, 22.0f, 24.0f, 26.0f, 28.0f, 30.0f, 32.0f}}, {1, {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}}, {2, {0.0f}}}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 4, 4}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {{0, {184.0f, 412.0f, 568.0f, 528.0f, 678.0f, 1347.0f, 1689.0f, 1434.0f, 1494.0f, 2715.0f, 3057.0f, 2442.0f, 1968.0f, 3352.0f, 3652.0f, 2760.0f}}}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_dynamic_output_shape_nchw_float16_weight_as_input_2; }; std::vector<MixedTypedExample>& get_examples_nhwc_3() { static std::vector<MixedTypedExample> examples_nhwc_3 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 4, 4, 2}}}, // int -> FLOAT32 map .float32Operands = {{0, {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, 24.0f, 25.0f, 26.0f, 27.0f, 28.0f, 29.0f, 30.0f, 31.0f, 32.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 6, 6, 1}}}, // int -> FLOAT32 map .float32Operands = {{0, {5.0f, 22.0f, 59.0f, 101.0f, 114.0f, 83.0f, 52.0f, 184.0f, 412.0f, 568.0f, 528.0f, 344.0f, 237.0f, 678.0f, 1347.0f, 1689.0f, 1434.0f, 879.0f, 597.0f, 1494.0f, 2715.0f, 3057.0f, 2442.0f, 1431.0f, 856.0f, 1968.0f, 3352.0f, 3652.0f, 2760.0f, 1548.0f, 689.0f, 1534.0f, 2543.0f, 2729.0f, 2010.0f, 1103.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_nhwc_3; }; std::vector<MixedTypedExample>& get_examples_nhwc_weight_as_input_3() { static std::vector<MixedTypedExample> examples_nhwc_weight_as_input_3 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 4, 4, 2}}, {1, {1, 3, 3, 2}}, {2, {1}}}, // int -> FLOAT32 map .float32Operands = {{0, {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, 24.0f, 25.0f, 26.0f, 27.0f, 28.0f, 29.0f, 30.0f, 31.0f, 32.0f}}, {1, {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}}, {2, {0.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 6, 6, 1}}}, // int -> FLOAT32 map .float32Operands = {{0, {5.0f, 22.0f, 59.0f, 101.0f, 114.0f, 83.0f, 52.0f, 184.0f, 412.0f, 568.0f, 528.0f, 344.0f, 237.0f, 678.0f, 1347.0f, 1689.0f, 1434.0f, 879.0f, 597.0f, 1494.0f, 2715.0f, 3057.0f, 2442.0f, 1431.0f, 856.0f, 1968.0f, 3352.0f, 3652.0f, 2760.0f, 1548.0f, 689.0f, 1534.0f, 2543.0f, 2729.0f, 2010.0f, 1103.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_nhwc_weight_as_input_3; }; std::vector<MixedTypedExample>& get_examples_nhwc_relaxed_3() { static std::vector<MixedTypedExample> examples_nhwc_relaxed_3 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 4, 4, 2}}}, // int -> FLOAT32 map .float32Operands = {{0, {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, 24.0f, 25.0f, 26.0f, 27.0f, 28.0f, 29.0f, 30.0f, 31.0f, 32.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 6, 6, 1}}}, // int -> FLOAT32 map .float32Operands = {{0, {5.0f, 22.0f, 59.0f, 101.0f, 114.0f, 83.0f, 52.0f, 184.0f, 412.0f, 568.0f, 528.0f, 344.0f, 237.0f, 678.0f, 1347.0f, 1689.0f, 1434.0f, 879.0f, 597.0f, 1494.0f, 2715.0f, 3057.0f, 2442.0f, 1431.0f, 856.0f, 1968.0f, 3352.0f, 3652.0f, 2760.0f, 1548.0f, 689.0f, 1534.0f, 2543.0f, 2729.0f, 2010.0f, 1103.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_nhwc_relaxed_3; }; std::vector<MixedTypedExample>& get_examples_nhwc_relaxed_weight_as_input_3() { static std::vector<MixedTypedExample> examples_nhwc_relaxed_weight_as_input_3 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 4, 4, 2}}, {1, {1, 3, 3, 2}}, {2, {1}}}, // int -> FLOAT32 map .float32Operands = {{0, {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, 24.0f, 25.0f, 26.0f, 27.0f, 28.0f, 29.0f, 30.0f, 31.0f, 32.0f}}, {1, {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}}, {2, {0.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 6, 6, 1}}}, // int -> FLOAT32 map .float32Operands = {{0, {5.0f, 22.0f, 59.0f, 101.0f, 114.0f, 83.0f, 52.0f, 184.0f, 412.0f, 568.0f, 528.0f, 344.0f, 237.0f, 678.0f, 1347.0f, 1689.0f, 1434.0f, 879.0f, 597.0f, 1494.0f, 2715.0f, 3057.0f, 2442.0f, 1431.0f, 856.0f, 1968.0f, 3352.0f, 3652.0f, 2760.0f, 1548.0f, 689.0f, 1534.0f, 2543.0f, 2729.0f, 2010.0f, 1103.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_nhwc_relaxed_weight_as_input_3; }; std::vector<MixedTypedExample>& get_examples_nhwc_quant8_3() { static std::vector<MixedTypedExample> examples_nhwc_quant8_3 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 4, 4, 2}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {14, 18, 22, 26, 30, 34, 38, 42, 46, 50, 54, 58, 62, 66, 70, 74, 78, 82, 86, 90, 94, 98, 102, 106, 110, 114, 118, 122, 126, 130, 134, 138}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 6, 6, 1}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {80, 81, 82, 83, 84, 83, 82, 86, 93, 98, 96, 91, 87, 101, 122, 133, 125, 107, 99, 127, 165, 176, 156, 125, 107, 142, 185, 194, 166, 128, 102, 128, 159, 165, 143, 114}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_nhwc_quant8_3; }; std::vector<MixedTypedExample>& get_examples_nhwc_quant8_weight_as_input_3() { static std::vector<MixedTypedExample> examples_nhwc_quant8_weight_as_input_3 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 4, 4, 2}}, {1, {1, 3, 3, 2}}, {2, {1}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {{2, {0}}}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {14, 18, 22, 26, 30, 34, 38, 42, 46, 50, 54, 58, 62, 66, 70, 74, 78, 82, 86, 90, 94, 98, 102, 106, 110, 114, 118, 122, 126, 130, 134, 138}}, {1, {130, 132, 134, 136, 138, 140, 142, 144, 146, 148, 150, 152, 154, 156, 158, 160, 162, 164}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 6, 6, 1}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {80, 81, 82, 83, 84, 83, 82, 86, 93, 98, 96, 91, 87, 101, 122, 133, 125, 107, 99, 127, 165, 176, 156, 125, 107, 142, 185, 194, 166, 128, 102, 128, 159, 165, 143, 114}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_nhwc_quant8_weight_as_input_3; }; std::vector<MixedTypedExample>& get_examples_nhwc_float16_3() { static std::vector<MixedTypedExample> examples_nhwc_float16_3 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 4, 4, 2}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {{0, {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, 24.0f, 25.0f, 26.0f, 27.0f, 28.0f, 29.0f, 30.0f, 31.0f, 32.0f}}}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 6, 6, 1}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {{0, {5.0f, 22.0f, 59.0f, 101.0f, 114.0f, 83.0f, 52.0f, 184.0f, 412.0f, 568.0f, 528.0f, 344.0f, 237.0f, 678.0f, 1347.0f, 1689.0f, 1434.0f, 879.0f, 597.0f, 1494.0f, 2715.0f, 3057.0f, 2442.0f, 1431.0f, 856.0f, 1968.0f, 3352.0f, 3652.0f, 2760.0f, 1548.0f, 689.0f, 1534.0f, 2543.0f, 2729.0f, 2010.0f, 1103.0f}}}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_nhwc_float16_3; }; std::vector<MixedTypedExample>& get_examples_nhwc_float16_weight_as_input_3() { static std::vector<MixedTypedExample> examples_nhwc_float16_weight_as_input_3 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 4, 4, 2}}, {1, {1, 3, 3, 2}}, {2, {1}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {{0, {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, 24.0f, 25.0f, 26.0f, 27.0f, 28.0f, 29.0f, 30.0f, 31.0f, 32.0f}}, {1, {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}}, {2, {0.0f}}}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 6, 6, 1}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {{0, {5.0f, 22.0f, 59.0f, 101.0f, 114.0f, 83.0f, 52.0f, 184.0f, 412.0f, 568.0f, 528.0f, 344.0f, 237.0f, 678.0f, 1347.0f, 1689.0f, 1434.0f, 879.0f, 597.0f, 1494.0f, 2715.0f, 3057.0f, 2442.0f, 1431.0f, 856.0f, 1968.0f, 3352.0f, 3652.0f, 2760.0f, 1548.0f, 689.0f, 1534.0f, 2543.0f, 2729.0f, 2010.0f, 1103.0f}}}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_nhwc_float16_weight_as_input_3; }; std::vector<MixedTypedExample>& get_examples_nchw_3() { static std::vector<MixedTypedExample> examples_nchw_3 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 4, 4}}}, // int -> FLOAT32 map .float32Operands = {{0, {1.0f, 3.0f, 5.0f, 7.0f, 9.0f, 11.0f, 13.0f, 15.0f, 17.0f, 19.0f, 21.0f, 23.0f, 25.0f, 27.0f, 29.0f, 31.0f, 2.0f, 4.0f, 6.0f, 8.0f, 10.0f, 12.0f, 14.0f, 16.0f, 18.0f, 20.0f, 22.0f, 24.0f, 26.0f, 28.0f, 30.0f, 32.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 6, 6}}}, // int -> FLOAT32 map .float32Operands = {{0, {5.0f, 22.0f, 59.0f, 101.0f, 114.0f, 83.0f, 52.0f, 184.0f, 412.0f, 568.0f, 528.0f, 344.0f, 237.0f, 678.0f, 1347.0f, 1689.0f, 1434.0f, 879.0f, 597.0f, 1494.0f, 2715.0f, 3057.0f, 2442.0f, 1431.0f, 856.0f, 1968.0f, 3352.0f, 3652.0f, 2760.0f, 1548.0f, 689.0f, 1534.0f, 2543.0f, 2729.0f, 2010.0f, 1103.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_nchw_3; }; std::vector<MixedTypedExample>& get_examples_nchw_weight_as_input_3() { static std::vector<MixedTypedExample> examples_nchw_weight_as_input_3 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 4, 4}}, {1, {1, 3, 3, 2}}, {2, {1}}}, // int -> FLOAT32 map .float32Operands = {{0, {1.0f, 3.0f, 5.0f, 7.0f, 9.0f, 11.0f, 13.0f, 15.0f, 17.0f, 19.0f, 21.0f, 23.0f, 25.0f, 27.0f, 29.0f, 31.0f, 2.0f, 4.0f, 6.0f, 8.0f, 10.0f, 12.0f, 14.0f, 16.0f, 18.0f, 20.0f, 22.0f, 24.0f, 26.0f, 28.0f, 30.0f, 32.0f}}, {1, {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}}, {2, {0.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 6, 6}}}, // int -> FLOAT32 map .float32Operands = {{0, {5.0f, 22.0f, 59.0f, 101.0f, 114.0f, 83.0f, 52.0f, 184.0f, 412.0f, 568.0f, 528.0f, 344.0f, 237.0f, 678.0f, 1347.0f, 1689.0f, 1434.0f, 879.0f, 597.0f, 1494.0f, 2715.0f, 3057.0f, 2442.0f, 1431.0f, 856.0f, 1968.0f, 3352.0f, 3652.0f, 2760.0f, 1548.0f, 689.0f, 1534.0f, 2543.0f, 2729.0f, 2010.0f, 1103.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_nchw_weight_as_input_3; }; std::vector<MixedTypedExample>& get_examples_nchw_relaxed_3() { static std::vector<MixedTypedExample> examples_nchw_relaxed_3 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 4, 4}}}, // int -> FLOAT32 map .float32Operands = {{0, {1.0f, 3.0f, 5.0f, 7.0f, 9.0f, 11.0f, 13.0f, 15.0f, 17.0f, 19.0f, 21.0f, 23.0f, 25.0f, 27.0f, 29.0f, 31.0f, 2.0f, 4.0f, 6.0f, 8.0f, 10.0f, 12.0f, 14.0f, 16.0f, 18.0f, 20.0f, 22.0f, 24.0f, 26.0f, 28.0f, 30.0f, 32.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 6, 6}}}, // int -> FLOAT32 map .float32Operands = {{0, {5.0f, 22.0f, 59.0f, 101.0f, 114.0f, 83.0f, 52.0f, 184.0f, 412.0f, 568.0f, 528.0f, 344.0f, 237.0f, 678.0f, 1347.0f, 1689.0f, 1434.0f, 879.0f, 597.0f, 1494.0f, 2715.0f, 3057.0f, 2442.0f, 1431.0f, 856.0f, 1968.0f, 3352.0f, 3652.0f, 2760.0f, 1548.0f, 689.0f, 1534.0f, 2543.0f, 2729.0f, 2010.0f, 1103.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_nchw_relaxed_3; }; std::vector<MixedTypedExample>& get_examples_nchw_relaxed_weight_as_input_3() { static std::vector<MixedTypedExample> examples_nchw_relaxed_weight_as_input_3 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 4, 4}}, {1, {1, 3, 3, 2}}, {2, {1}}}, // int -> FLOAT32 map .float32Operands = {{0, {1.0f, 3.0f, 5.0f, 7.0f, 9.0f, 11.0f, 13.0f, 15.0f, 17.0f, 19.0f, 21.0f, 23.0f, 25.0f, 27.0f, 29.0f, 31.0f, 2.0f, 4.0f, 6.0f, 8.0f, 10.0f, 12.0f, 14.0f, 16.0f, 18.0f, 20.0f, 22.0f, 24.0f, 26.0f, 28.0f, 30.0f, 32.0f}}, {1, {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}}, {2, {0.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 6, 6}}}, // int -> FLOAT32 map .float32Operands = {{0, {5.0f, 22.0f, 59.0f, 101.0f, 114.0f, 83.0f, 52.0f, 184.0f, 412.0f, 568.0f, 528.0f, 344.0f, 237.0f, 678.0f, 1347.0f, 1689.0f, 1434.0f, 879.0f, 597.0f, 1494.0f, 2715.0f, 3057.0f, 2442.0f, 1431.0f, 856.0f, 1968.0f, 3352.0f, 3652.0f, 2760.0f, 1548.0f, 689.0f, 1534.0f, 2543.0f, 2729.0f, 2010.0f, 1103.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_nchw_relaxed_weight_as_input_3; }; std::vector<MixedTypedExample>& get_examples_nchw_quant8_3() { static std::vector<MixedTypedExample> examples_nchw_quant8_3 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 4, 4}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {14, 22, 30, 38, 46, 54, 62, 70, 78, 86, 94, 102, 110, 118, 126, 134, 18, 26, 34, 42, 50, 58, 66, 74, 82, 90, 98, 106, 114, 122, 130, 138}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 6, 6}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {80, 81, 82, 83, 84, 83, 82, 86, 93, 98, 96, 91, 87, 101, 122, 133, 125, 107, 99, 127, 165, 176, 156, 125, 107, 142, 185, 194, 166, 128, 102, 128, 159, 165, 143, 114}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_nchw_quant8_3; }; std::vector<MixedTypedExample>& get_examples_nchw_quant8_weight_as_input_3() { static std::vector<MixedTypedExample> examples_nchw_quant8_weight_as_input_3 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 4, 4}}, {1, {1, 3, 3, 2}}, {2, {1}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {{2, {0}}}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {14, 22, 30, 38, 46, 54, 62, 70, 78, 86, 94, 102, 110, 118, 126, 134, 18, 26, 34, 42, 50, 58, 66, 74, 82, 90, 98, 106, 114, 122, 130, 138}}, {1, {130, 132, 134, 136, 138, 140, 142, 144, 146, 148, 150, 152, 154, 156, 158, 160, 162, 164}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 6, 6}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {80, 81, 82, 83, 84, 83, 82, 86, 93, 98, 96, 91, 87, 101, 122, 133, 125, 107, 99, 127, 165, 176, 156, 125, 107, 142, 185, 194, 166, 128, 102, 128, 159, 165, 143, 114}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_nchw_quant8_weight_as_input_3; }; std::vector<MixedTypedExample>& get_examples_nchw_float16_3() { static std::vector<MixedTypedExample> examples_nchw_float16_3 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 4, 4}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {{0, {1.0f, 3.0f, 5.0f, 7.0f, 9.0f, 11.0f, 13.0f, 15.0f, 17.0f, 19.0f, 21.0f, 23.0f, 25.0f, 27.0f, 29.0f, 31.0f, 2.0f, 4.0f, 6.0f, 8.0f, 10.0f, 12.0f, 14.0f, 16.0f, 18.0f, 20.0f, 22.0f, 24.0f, 26.0f, 28.0f, 30.0f, 32.0f}}}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 6, 6}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {{0, {5.0f, 22.0f, 59.0f, 101.0f, 114.0f, 83.0f, 52.0f, 184.0f, 412.0f, 568.0f, 528.0f, 344.0f, 237.0f, 678.0f, 1347.0f, 1689.0f, 1434.0f, 879.0f, 597.0f, 1494.0f, 2715.0f, 3057.0f, 2442.0f, 1431.0f, 856.0f, 1968.0f, 3352.0f, 3652.0f, 2760.0f, 1548.0f, 689.0f, 1534.0f, 2543.0f, 2729.0f, 2010.0f, 1103.0f}}}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_nchw_float16_3; }; std::vector<MixedTypedExample>& get_examples_nchw_float16_weight_as_input_3() { static std::vector<MixedTypedExample> examples_nchw_float16_weight_as_input_3 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 4, 4}}, {1, {1, 3, 3, 2}}, {2, {1}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {{0, {1.0f, 3.0f, 5.0f, 7.0f, 9.0f, 11.0f, 13.0f, 15.0f, 17.0f, 19.0f, 21.0f, 23.0f, 25.0f, 27.0f, 29.0f, 31.0f, 2.0f, 4.0f, 6.0f, 8.0f, 10.0f, 12.0f, 14.0f, 16.0f, 18.0f, 20.0f, 22.0f, 24.0f, 26.0f, 28.0f, 30.0f, 32.0f}}, {1, {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}}, {2, {0.0f}}}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 6, 6}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {{0, {5.0f, 22.0f, 59.0f, 101.0f, 114.0f, 83.0f, 52.0f, 184.0f, 412.0f, 568.0f, 528.0f, 344.0f, 237.0f, 678.0f, 1347.0f, 1689.0f, 1434.0f, 879.0f, 597.0f, 1494.0f, 2715.0f, 3057.0f, 2442.0f, 1431.0f, 856.0f, 1968.0f, 3352.0f, 3652.0f, 2760.0f, 1548.0f, 689.0f, 1534.0f, 2543.0f, 2729.0f, 2010.0f, 1103.0f}}}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_nchw_float16_weight_as_input_3; }; std::vector<MixedTypedExample>& get_examples_dynamic_output_shape_nhwc_3() { static std::vector<MixedTypedExample> examples_dynamic_output_shape_nhwc_3 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 4, 4, 2}}}, // int -> FLOAT32 map .float32Operands = {{0, {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, 24.0f, 25.0f, 26.0f, 27.0f, 28.0f, 29.0f, 30.0f, 31.0f, 32.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 6, 6, 1}}}, // int -> FLOAT32 map .float32Operands = {{0, {5.0f, 22.0f, 59.0f, 101.0f, 114.0f, 83.0f, 52.0f, 184.0f, 412.0f, 568.0f, 528.0f, 344.0f, 237.0f, 678.0f, 1347.0f, 1689.0f, 1434.0f, 879.0f, 597.0f, 1494.0f, 2715.0f, 3057.0f, 2442.0f, 1431.0f, 856.0f, 1968.0f, 3352.0f, 3652.0f, 2760.0f, 1548.0f, 689.0f, 1534.0f, 2543.0f, 2729.0f, 2010.0f, 1103.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_dynamic_output_shape_nhwc_3; }; std::vector<MixedTypedExample>& get_examples_dynamic_output_shape_nhwc_weight_as_input_3() { static std::vector<MixedTypedExample> examples_dynamic_output_shape_nhwc_weight_as_input_3 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 4, 4, 2}}, {1, {1, 3, 3, 2}}, {2, {1}}}, // int -> FLOAT32 map .float32Operands = {{0, {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, 24.0f, 25.0f, 26.0f, 27.0f, 28.0f, 29.0f, 30.0f, 31.0f, 32.0f}}, {1, {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}}, {2, {0.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 6, 6, 1}}}, // int -> FLOAT32 map .float32Operands = {{0, {5.0f, 22.0f, 59.0f, 101.0f, 114.0f, 83.0f, 52.0f, 184.0f, 412.0f, 568.0f, 528.0f, 344.0f, 237.0f, 678.0f, 1347.0f, 1689.0f, 1434.0f, 879.0f, 597.0f, 1494.0f, 2715.0f, 3057.0f, 2442.0f, 1431.0f, 856.0f, 1968.0f, 3352.0f, 3652.0f, 2760.0f, 1548.0f, 689.0f, 1534.0f, 2543.0f, 2729.0f, 2010.0f, 1103.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_dynamic_output_shape_nhwc_weight_as_input_3; }; std::vector<MixedTypedExample>& get_examples_dynamic_output_shape_nhwc_relaxed_3() { static std::vector<MixedTypedExample> examples_dynamic_output_shape_nhwc_relaxed_3 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 4, 4, 2}}}, // int -> FLOAT32 map .float32Operands = {{0, {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, 24.0f, 25.0f, 26.0f, 27.0f, 28.0f, 29.0f, 30.0f, 31.0f, 32.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 6, 6, 1}}}, // int -> FLOAT32 map .float32Operands = {{0, {5.0f, 22.0f, 59.0f, 101.0f, 114.0f, 83.0f, 52.0f, 184.0f, 412.0f, 568.0f, 528.0f, 344.0f, 237.0f, 678.0f, 1347.0f, 1689.0f, 1434.0f, 879.0f, 597.0f, 1494.0f, 2715.0f, 3057.0f, 2442.0f, 1431.0f, 856.0f, 1968.0f, 3352.0f, 3652.0f, 2760.0f, 1548.0f, 689.0f, 1534.0f, 2543.0f, 2729.0f, 2010.0f, 1103.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_dynamic_output_shape_nhwc_relaxed_3; }; std::vector<MixedTypedExample>& get_examples_dynamic_output_shape_nhwc_relaxed_weight_as_input_3() { static std::vector<MixedTypedExample> examples_dynamic_output_shape_nhwc_relaxed_weight_as_input_3 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 4, 4, 2}}, {1, {1, 3, 3, 2}}, {2, {1}}}, // int -> FLOAT32 map .float32Operands = {{0, {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, 24.0f, 25.0f, 26.0f, 27.0f, 28.0f, 29.0f, 30.0f, 31.0f, 32.0f}}, {1, {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}}, {2, {0.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 6, 6, 1}}}, // int -> FLOAT32 map .float32Operands = {{0, {5.0f, 22.0f, 59.0f, 101.0f, 114.0f, 83.0f, 52.0f, 184.0f, 412.0f, 568.0f, 528.0f, 344.0f, 237.0f, 678.0f, 1347.0f, 1689.0f, 1434.0f, 879.0f, 597.0f, 1494.0f, 2715.0f, 3057.0f, 2442.0f, 1431.0f, 856.0f, 1968.0f, 3352.0f, 3652.0f, 2760.0f, 1548.0f, 689.0f, 1534.0f, 2543.0f, 2729.0f, 2010.0f, 1103.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_dynamic_output_shape_nhwc_relaxed_weight_as_input_3; }; std::vector<MixedTypedExample>& get_examples_dynamic_output_shape_nhwc_quant8_3() { static std::vector<MixedTypedExample> examples_dynamic_output_shape_nhwc_quant8_3 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 4, 4, 2}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {14, 18, 22, 26, 30, 34, 38, 42, 46, 50, 54, 58, 62, 66, 70, 74, 78, 82, 86, 90, 94, 98, 102, 106, 110, 114, 118, 122, 126, 130, 134, 138}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 6, 6, 1}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {80, 81, 82, 83, 84, 83, 82, 86, 93, 98, 96, 91, 87, 101, 122, 133, 125, 107, 99, 127, 165, 176, 156, 125, 107, 142, 185, 194, 166, 128, 102, 128, 159, 165, 143, 114}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_dynamic_output_shape_nhwc_quant8_3; }; std::vector<MixedTypedExample>& get_examples_dynamic_output_shape_nhwc_quant8_weight_as_input_3() { static std::vector<MixedTypedExample> examples_dynamic_output_shape_nhwc_quant8_weight_as_input_3 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 4, 4, 2}}, {1, {1, 3, 3, 2}}, {2, {1}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {{2, {0}}}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {14, 18, 22, 26, 30, 34, 38, 42, 46, 50, 54, 58, 62, 66, 70, 74, 78, 82, 86, 90, 94, 98, 102, 106, 110, 114, 118, 122, 126, 130, 134, 138}}, {1, {130, 132, 134, 136, 138, 140, 142, 144, 146, 148, 150, 152, 154, 156, 158, 160, 162, 164}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 6, 6, 1}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {80, 81, 82, 83, 84, 83, 82, 86, 93, 98, 96, 91, 87, 101, 122, 133, 125, 107, 99, 127, 165, 176, 156, 125, 107, 142, 185, 194, 166, 128, 102, 128, 159, 165, 143, 114}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_dynamic_output_shape_nhwc_quant8_weight_as_input_3; }; std::vector<MixedTypedExample>& get_examples_dynamic_output_shape_nhwc_float16_3() { static std::vector<MixedTypedExample> examples_dynamic_output_shape_nhwc_float16_3 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 4, 4, 2}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {{0, {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, 24.0f, 25.0f, 26.0f, 27.0f, 28.0f, 29.0f, 30.0f, 31.0f, 32.0f}}}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 6, 6, 1}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {{0, {5.0f, 22.0f, 59.0f, 101.0f, 114.0f, 83.0f, 52.0f, 184.0f, 412.0f, 568.0f, 528.0f, 344.0f, 237.0f, 678.0f, 1347.0f, 1689.0f, 1434.0f, 879.0f, 597.0f, 1494.0f, 2715.0f, 3057.0f, 2442.0f, 1431.0f, 856.0f, 1968.0f, 3352.0f, 3652.0f, 2760.0f, 1548.0f, 689.0f, 1534.0f, 2543.0f, 2729.0f, 2010.0f, 1103.0f}}}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_dynamic_output_shape_nhwc_float16_3; }; std::vector<MixedTypedExample>& get_examples_dynamic_output_shape_nhwc_float16_weight_as_input_3() { static std::vector<MixedTypedExample> examples_dynamic_output_shape_nhwc_float16_weight_as_input_3 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 4, 4, 2}}, {1, {1, 3, 3, 2}}, {2, {1}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {{0, {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, 24.0f, 25.0f, 26.0f, 27.0f, 28.0f, 29.0f, 30.0f, 31.0f, 32.0f}}, {1, {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}}, {2, {0.0f}}}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 6, 6, 1}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {{0, {5.0f, 22.0f, 59.0f, 101.0f, 114.0f, 83.0f, 52.0f, 184.0f, 412.0f, 568.0f, 528.0f, 344.0f, 237.0f, 678.0f, 1347.0f, 1689.0f, 1434.0f, 879.0f, 597.0f, 1494.0f, 2715.0f, 3057.0f, 2442.0f, 1431.0f, 856.0f, 1968.0f, 3352.0f, 3652.0f, 2760.0f, 1548.0f, 689.0f, 1534.0f, 2543.0f, 2729.0f, 2010.0f, 1103.0f}}}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_dynamic_output_shape_nhwc_float16_weight_as_input_3; }; std::vector<MixedTypedExample>& get_examples_dynamic_output_shape_nchw_3() { static std::vector<MixedTypedExample> examples_dynamic_output_shape_nchw_3 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 4, 4}}}, // int -> FLOAT32 map .float32Operands = {{0, {1.0f, 3.0f, 5.0f, 7.0f, 9.0f, 11.0f, 13.0f, 15.0f, 17.0f, 19.0f, 21.0f, 23.0f, 25.0f, 27.0f, 29.0f, 31.0f, 2.0f, 4.0f, 6.0f, 8.0f, 10.0f, 12.0f, 14.0f, 16.0f, 18.0f, 20.0f, 22.0f, 24.0f, 26.0f, 28.0f, 30.0f, 32.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 6, 6}}}, // int -> FLOAT32 map .float32Operands = {{0, {5.0f, 22.0f, 59.0f, 101.0f, 114.0f, 83.0f, 52.0f, 184.0f, 412.0f, 568.0f, 528.0f, 344.0f, 237.0f, 678.0f, 1347.0f, 1689.0f, 1434.0f, 879.0f, 597.0f, 1494.0f, 2715.0f, 3057.0f, 2442.0f, 1431.0f, 856.0f, 1968.0f, 3352.0f, 3652.0f, 2760.0f, 1548.0f, 689.0f, 1534.0f, 2543.0f, 2729.0f, 2010.0f, 1103.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_dynamic_output_shape_nchw_3; }; std::vector<MixedTypedExample>& get_examples_dynamic_output_shape_nchw_weight_as_input_3() { static std::vector<MixedTypedExample> examples_dynamic_output_shape_nchw_weight_as_input_3 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 4, 4}}, {1, {1, 3, 3, 2}}, {2, {1}}}, // int -> FLOAT32 map .float32Operands = {{0, {1.0f, 3.0f, 5.0f, 7.0f, 9.0f, 11.0f, 13.0f, 15.0f, 17.0f, 19.0f, 21.0f, 23.0f, 25.0f, 27.0f, 29.0f, 31.0f, 2.0f, 4.0f, 6.0f, 8.0f, 10.0f, 12.0f, 14.0f, 16.0f, 18.0f, 20.0f, 22.0f, 24.0f, 26.0f, 28.0f, 30.0f, 32.0f}}, {1, {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}}, {2, {0.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 6, 6}}}, // int -> FLOAT32 map .float32Operands = {{0, {5.0f, 22.0f, 59.0f, 101.0f, 114.0f, 83.0f, 52.0f, 184.0f, 412.0f, 568.0f, 528.0f, 344.0f, 237.0f, 678.0f, 1347.0f, 1689.0f, 1434.0f, 879.0f, 597.0f, 1494.0f, 2715.0f, 3057.0f, 2442.0f, 1431.0f, 856.0f, 1968.0f, 3352.0f, 3652.0f, 2760.0f, 1548.0f, 689.0f, 1534.0f, 2543.0f, 2729.0f, 2010.0f, 1103.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_dynamic_output_shape_nchw_weight_as_input_3; }; std::vector<MixedTypedExample>& get_examples_dynamic_output_shape_nchw_relaxed_3() { static std::vector<MixedTypedExample> examples_dynamic_output_shape_nchw_relaxed_3 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 4, 4}}}, // int -> FLOAT32 map .float32Operands = {{0, {1.0f, 3.0f, 5.0f, 7.0f, 9.0f, 11.0f, 13.0f, 15.0f, 17.0f, 19.0f, 21.0f, 23.0f, 25.0f, 27.0f, 29.0f, 31.0f, 2.0f, 4.0f, 6.0f, 8.0f, 10.0f, 12.0f, 14.0f, 16.0f, 18.0f, 20.0f, 22.0f, 24.0f, 26.0f, 28.0f, 30.0f, 32.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 6, 6}}}, // int -> FLOAT32 map .float32Operands = {{0, {5.0f, 22.0f, 59.0f, 101.0f, 114.0f, 83.0f, 52.0f, 184.0f, 412.0f, 568.0f, 528.0f, 344.0f, 237.0f, 678.0f, 1347.0f, 1689.0f, 1434.0f, 879.0f, 597.0f, 1494.0f, 2715.0f, 3057.0f, 2442.0f, 1431.0f, 856.0f, 1968.0f, 3352.0f, 3652.0f, 2760.0f, 1548.0f, 689.0f, 1534.0f, 2543.0f, 2729.0f, 2010.0f, 1103.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_dynamic_output_shape_nchw_relaxed_3; }; std::vector<MixedTypedExample>& get_examples_dynamic_output_shape_nchw_relaxed_weight_as_input_3() { static std::vector<MixedTypedExample> examples_dynamic_output_shape_nchw_relaxed_weight_as_input_3 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 4, 4}}, {1, {1, 3, 3, 2}}, {2, {1}}}, // int -> FLOAT32 map .float32Operands = {{0, {1.0f, 3.0f, 5.0f, 7.0f, 9.0f, 11.0f, 13.0f, 15.0f, 17.0f, 19.0f, 21.0f, 23.0f, 25.0f, 27.0f, 29.0f, 31.0f, 2.0f, 4.0f, 6.0f, 8.0f, 10.0f, 12.0f, 14.0f, 16.0f, 18.0f, 20.0f, 22.0f, 24.0f, 26.0f, 28.0f, 30.0f, 32.0f}}, {1, {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}}, {2, {0.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 6, 6}}}, // int -> FLOAT32 map .float32Operands = {{0, {5.0f, 22.0f, 59.0f, 101.0f, 114.0f, 83.0f, 52.0f, 184.0f, 412.0f, 568.0f, 528.0f, 344.0f, 237.0f, 678.0f, 1347.0f, 1689.0f, 1434.0f, 879.0f, 597.0f, 1494.0f, 2715.0f, 3057.0f, 2442.0f, 1431.0f, 856.0f, 1968.0f, 3352.0f, 3652.0f, 2760.0f, 1548.0f, 689.0f, 1534.0f, 2543.0f, 2729.0f, 2010.0f, 1103.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_dynamic_output_shape_nchw_relaxed_weight_as_input_3; }; std::vector<MixedTypedExample>& get_examples_dynamic_output_shape_nchw_quant8_3() { static std::vector<MixedTypedExample> examples_dynamic_output_shape_nchw_quant8_3 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 4, 4}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {14, 22, 30, 38, 46, 54, 62, 70, 78, 86, 94, 102, 110, 118, 126, 134, 18, 26, 34, 42, 50, 58, 66, 74, 82, 90, 98, 106, 114, 122, 130, 138}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 6, 6}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {80, 81, 82, 83, 84, 83, 82, 86, 93, 98, 96, 91, 87, 101, 122, 133, 125, 107, 99, 127, 165, 176, 156, 125, 107, 142, 185, 194, 166, 128, 102, 128, 159, 165, 143, 114}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_dynamic_output_shape_nchw_quant8_3; }; std::vector<MixedTypedExample>& get_examples_dynamic_output_shape_nchw_quant8_weight_as_input_3() { static std::vector<MixedTypedExample> examples_dynamic_output_shape_nchw_quant8_weight_as_input_3 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 4, 4}}, {1, {1, 3, 3, 2}}, {2, {1}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {{2, {0}}}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {14, 22, 30, 38, 46, 54, 62, 70, 78, 86, 94, 102, 110, 118, 126, 134, 18, 26, 34, 42, 50, 58, 66, 74, 82, 90, 98, 106, 114, 122, 130, 138}}, {1, {130, 132, 134, 136, 138, 140, 142, 144, 146, 148, 150, 152, 154, 156, 158, 160, 162, 164}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 6, 6}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {80, 81, 82, 83, 84, 83, 82, 86, 93, 98, 96, 91, 87, 101, 122, 133, 125, 107, 99, 127, 165, 176, 156, 125, 107, 142, 185, 194, 166, 128, 102, 128, 159, 165, 143, 114}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_dynamic_output_shape_nchw_quant8_weight_as_input_3; }; std::vector<MixedTypedExample>& get_examples_dynamic_output_shape_nchw_float16_3() { static std::vector<MixedTypedExample> examples_dynamic_output_shape_nchw_float16_3 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 4, 4}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {{0, {1.0f, 3.0f, 5.0f, 7.0f, 9.0f, 11.0f, 13.0f, 15.0f, 17.0f, 19.0f, 21.0f, 23.0f, 25.0f, 27.0f, 29.0f, 31.0f, 2.0f, 4.0f, 6.0f, 8.0f, 10.0f, 12.0f, 14.0f, 16.0f, 18.0f, 20.0f, 22.0f, 24.0f, 26.0f, 28.0f, 30.0f, 32.0f}}}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 6, 6}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {{0, {5.0f, 22.0f, 59.0f, 101.0f, 114.0f, 83.0f, 52.0f, 184.0f, 412.0f, 568.0f, 528.0f, 344.0f, 237.0f, 678.0f, 1347.0f, 1689.0f, 1434.0f, 879.0f, 597.0f, 1494.0f, 2715.0f, 3057.0f, 2442.0f, 1431.0f, 856.0f, 1968.0f, 3352.0f, 3652.0f, 2760.0f, 1548.0f, 689.0f, 1534.0f, 2543.0f, 2729.0f, 2010.0f, 1103.0f}}}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_dynamic_output_shape_nchw_float16_3; }; std::vector<MixedTypedExample>& get_examples_dynamic_output_shape_nchw_float16_weight_as_input_3() { static std::vector<MixedTypedExample> examples_dynamic_output_shape_nchw_float16_weight_as_input_3 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 4, 4}}, {1, {1, 3, 3, 2}}, {2, {1}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {{0, {1.0f, 3.0f, 5.0f, 7.0f, 9.0f, 11.0f, 13.0f, 15.0f, 17.0f, 19.0f, 21.0f, 23.0f, 25.0f, 27.0f, 29.0f, 31.0f, 2.0f, 4.0f, 6.0f, 8.0f, 10.0f, 12.0f, 14.0f, 16.0f, 18.0f, 20.0f, 22.0f, 24.0f, 26.0f, 28.0f, 30.0f, 32.0f}}, {1, {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}}, {2, {0.0f}}}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 6, 6}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {{0, {5.0f, 22.0f, 59.0f, 101.0f, 114.0f, 83.0f, 52.0f, 184.0f, 412.0f, 568.0f, 528.0f, 344.0f, 237.0f, 678.0f, 1347.0f, 1689.0f, 1434.0f, 879.0f, 597.0f, 1494.0f, 2715.0f, 3057.0f, 2442.0f, 1431.0f, 856.0f, 1968.0f, 3352.0f, 3652.0f, 2760.0f, 1548.0f, 689.0f, 1534.0f, 2543.0f, 2729.0f, 2010.0f, 1103.0f}}}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_dynamic_output_shape_nchw_float16_weight_as_input_3; }; std::vector<MixedTypedExample>& get_examples_nhwc_4() { static std::vector<MixedTypedExample> examples_nhwc_4 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 4, 4, 2}}}, // int -> FLOAT32 map .float32Operands = {{0, {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, 24.0f, 25.0f, 26.0f, 27.0f, 28.0f, 29.0f, 30.0f, 31.0f, 32.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 3, 3, 1}}}, // int -> FLOAT32 map .float32Operands = {{0, {678.0f, 1347.0f, 1689.0f, 1494.0f, 2715.0f, 3057.0f, 1968.0f, 3352.0f, 3652.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_nhwc_4; }; std::vector<MixedTypedExample>& get_examples_nhwc_weight_as_input_4() { static std::vector<MixedTypedExample> examples_nhwc_weight_as_input_4 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 4, 4, 2}}, {1, {1, 3, 3, 2}}, {2, {1}}}, // int -> FLOAT32 map .float32Operands = {{0, {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, 24.0f, 25.0f, 26.0f, 27.0f, 28.0f, 29.0f, 30.0f, 31.0f, 32.0f}}, {1, {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}}, {2, {0.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 3, 3, 1}}}, // int -> FLOAT32 map .float32Operands = {{0, {678.0f, 1347.0f, 1689.0f, 1494.0f, 2715.0f, 3057.0f, 1968.0f, 3352.0f, 3652.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_nhwc_weight_as_input_4; }; std::vector<MixedTypedExample>& get_examples_nhwc_relaxed_4() { static std::vector<MixedTypedExample> examples_nhwc_relaxed_4 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 4, 4, 2}}}, // int -> FLOAT32 map .float32Operands = {{0, {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, 24.0f, 25.0f, 26.0f, 27.0f, 28.0f, 29.0f, 30.0f, 31.0f, 32.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 3, 3, 1}}}, // int -> FLOAT32 map .float32Operands = {{0, {678.0f, 1347.0f, 1689.0f, 1494.0f, 2715.0f, 3057.0f, 1968.0f, 3352.0f, 3652.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_nhwc_relaxed_4; }; std::vector<MixedTypedExample>& get_examples_nhwc_relaxed_weight_as_input_4() { static std::vector<MixedTypedExample> examples_nhwc_relaxed_weight_as_input_4 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 4, 4, 2}}, {1, {1, 3, 3, 2}}, {2, {1}}}, // int -> FLOAT32 map .float32Operands = {{0, {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, 24.0f, 25.0f, 26.0f, 27.0f, 28.0f, 29.0f, 30.0f, 31.0f, 32.0f}}, {1, {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}}, {2, {0.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 3, 3, 1}}}, // int -> FLOAT32 map .float32Operands = {{0, {678.0f, 1347.0f, 1689.0f, 1494.0f, 2715.0f, 3057.0f, 1968.0f, 3352.0f, 3652.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_nhwc_relaxed_weight_as_input_4; }; std::vector<MixedTypedExample>& get_examples_nhwc_quant8_4() { static std::vector<MixedTypedExample> examples_nhwc_quant8_4 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 4, 4, 2}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {102, 104, 106, 108, 110, 112, 114, 116, 118, 120, 122, 124, 126, 128, 130, 132, 134, 136, 138, 140, 142, 144, 146, 148, 150, 152, 154, 156, 158, 160, 162, 164}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 3, 3, 1}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {84, 117, 134, 125, 186, 203, 148, 218, 233}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_nhwc_quant8_4; }; std::vector<MixedTypedExample>& get_examples_nhwc_quant8_weight_as_input_4() { static std::vector<MixedTypedExample> examples_nhwc_quant8_weight_as_input_4 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 4, 4, 2}}, {1, {1, 3, 3, 2}}, {2, {1}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {{2, {0}}}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {102, 104, 106, 108, 110, 112, 114, 116, 118, 120, 122, 124, 126, 128, 130, 132, 134, 136, 138, 140, 142, 144, 146, 148, 150, 152, 154, 156, 158, 160, 162, 164}}, {1, {132, 136, 140, 144, 148, 152, 156, 160, 164, 168, 172, 176, 180, 184, 188, 192, 196, 200}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 3, 3, 1}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {84, 117, 134, 125, 186, 203, 148, 218, 233}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_nhwc_quant8_weight_as_input_4; }; std::vector<MixedTypedExample>& get_examples_nhwc_float16_4() { static std::vector<MixedTypedExample> examples_nhwc_float16_4 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 4, 4, 2}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {{0, {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, 24.0f, 25.0f, 26.0f, 27.0f, 28.0f, 29.0f, 30.0f, 31.0f, 32.0f}}}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 3, 3, 1}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {{0, {678.0f, 1347.0f, 1689.0f, 1494.0f, 2715.0f, 3057.0f, 1968.0f, 3352.0f, 3652.0f}}}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_nhwc_float16_4; }; std::vector<MixedTypedExample>& get_examples_nhwc_float16_weight_as_input_4() { static std::vector<MixedTypedExample> examples_nhwc_float16_weight_as_input_4 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 4, 4, 2}}, {1, {1, 3, 3, 2}}, {2, {1}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {{0, {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, 24.0f, 25.0f, 26.0f, 27.0f, 28.0f, 29.0f, 30.0f, 31.0f, 32.0f}}, {1, {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}}, {2, {0.0f}}}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 3, 3, 1}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {{0, {678.0f, 1347.0f, 1689.0f, 1494.0f, 2715.0f, 3057.0f, 1968.0f, 3352.0f, 3652.0f}}}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_nhwc_float16_weight_as_input_4; }; std::vector<MixedTypedExample>& get_examples_nchw_4() { static std::vector<MixedTypedExample> examples_nchw_4 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 4, 4}}}, // int -> FLOAT32 map .float32Operands = {{0, {1.0f, 3.0f, 5.0f, 7.0f, 9.0f, 11.0f, 13.0f, 15.0f, 17.0f, 19.0f, 21.0f, 23.0f, 25.0f, 27.0f, 29.0f, 31.0f, 2.0f, 4.0f, 6.0f, 8.0f, 10.0f, 12.0f, 14.0f, 16.0f, 18.0f, 20.0f, 22.0f, 24.0f, 26.0f, 28.0f, 30.0f, 32.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 3, 3}}}, // int -> FLOAT32 map .float32Operands = {{0, {678.0f, 1347.0f, 1689.0f, 1494.0f, 2715.0f, 3057.0f, 1968.0f, 3352.0f, 3652.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_nchw_4; }; std::vector<MixedTypedExample>& get_examples_nchw_weight_as_input_4() { static std::vector<MixedTypedExample> examples_nchw_weight_as_input_4 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 4, 4}}, {1, {1, 3, 3, 2}}, {2, {1}}}, // int -> FLOAT32 map .float32Operands = {{0, {1.0f, 3.0f, 5.0f, 7.0f, 9.0f, 11.0f, 13.0f, 15.0f, 17.0f, 19.0f, 21.0f, 23.0f, 25.0f, 27.0f, 29.0f, 31.0f, 2.0f, 4.0f, 6.0f, 8.0f, 10.0f, 12.0f, 14.0f, 16.0f, 18.0f, 20.0f, 22.0f, 24.0f, 26.0f, 28.0f, 30.0f, 32.0f}}, {1, {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}}, {2, {0.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 3, 3}}}, // int -> FLOAT32 map .float32Operands = {{0, {678.0f, 1347.0f, 1689.0f, 1494.0f, 2715.0f, 3057.0f, 1968.0f, 3352.0f, 3652.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_nchw_weight_as_input_4; }; std::vector<MixedTypedExample>& get_examples_nchw_relaxed_4() { static std::vector<MixedTypedExample> examples_nchw_relaxed_4 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 4, 4}}}, // int -> FLOAT32 map .float32Operands = {{0, {1.0f, 3.0f, 5.0f, 7.0f, 9.0f, 11.0f, 13.0f, 15.0f, 17.0f, 19.0f, 21.0f, 23.0f, 25.0f, 27.0f, 29.0f, 31.0f, 2.0f, 4.0f, 6.0f, 8.0f, 10.0f, 12.0f, 14.0f, 16.0f, 18.0f, 20.0f, 22.0f, 24.0f, 26.0f, 28.0f, 30.0f, 32.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 3, 3}}}, // int -> FLOAT32 map .float32Operands = {{0, {678.0f, 1347.0f, 1689.0f, 1494.0f, 2715.0f, 3057.0f, 1968.0f, 3352.0f, 3652.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_nchw_relaxed_4; }; std::vector<MixedTypedExample>& get_examples_nchw_relaxed_weight_as_input_4() { static std::vector<MixedTypedExample> examples_nchw_relaxed_weight_as_input_4 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 4, 4}}, {1, {1, 3, 3, 2}}, {2, {1}}}, // int -> FLOAT32 map .float32Operands = {{0, {1.0f, 3.0f, 5.0f, 7.0f, 9.0f, 11.0f, 13.0f, 15.0f, 17.0f, 19.0f, 21.0f, 23.0f, 25.0f, 27.0f, 29.0f, 31.0f, 2.0f, 4.0f, 6.0f, 8.0f, 10.0f, 12.0f, 14.0f, 16.0f, 18.0f, 20.0f, 22.0f, 24.0f, 26.0f, 28.0f, 30.0f, 32.0f}}, {1, {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}}, {2, {0.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 3, 3}}}, // int -> FLOAT32 map .float32Operands = {{0, {678.0f, 1347.0f, 1689.0f, 1494.0f, 2715.0f, 3057.0f, 1968.0f, 3352.0f, 3652.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_nchw_relaxed_weight_as_input_4; }; std::vector<MixedTypedExample>& get_examples_nchw_quant8_4() { static std::vector<MixedTypedExample> examples_nchw_quant8_4 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 4, 4}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {102, 106, 110, 114, 118, 122, 126, 130, 134, 138, 142, 146, 150, 154, 158, 162, 104, 108, 112, 116, 120, 124, 128, 132, 136, 140, 144, 148, 152, 156, 160, 164}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 3, 3}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {84, 117, 134, 125, 186, 203, 148, 218, 233}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_nchw_quant8_4; }; std::vector<MixedTypedExample>& get_examples_nchw_quant8_weight_as_input_4() { static std::vector<MixedTypedExample> examples_nchw_quant8_weight_as_input_4 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 4, 4}}, {1, {1, 3, 3, 2}}, {2, {1}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {{2, {0}}}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {102, 106, 110, 114, 118, 122, 126, 130, 134, 138, 142, 146, 150, 154, 158, 162, 104, 108, 112, 116, 120, 124, 128, 132, 136, 140, 144, 148, 152, 156, 160, 164}}, {1, {132, 136, 140, 144, 148, 152, 156, 160, 164, 168, 172, 176, 180, 184, 188, 192, 196, 200}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 3, 3}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {84, 117, 134, 125, 186, 203, 148, 218, 233}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_nchw_quant8_weight_as_input_4; }; std::vector<MixedTypedExample>& get_examples_nchw_float16_4() { static std::vector<MixedTypedExample> examples_nchw_float16_4 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 4, 4}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {{0, {1.0f, 3.0f, 5.0f, 7.0f, 9.0f, 11.0f, 13.0f, 15.0f, 17.0f, 19.0f, 21.0f, 23.0f, 25.0f, 27.0f, 29.0f, 31.0f, 2.0f, 4.0f, 6.0f, 8.0f, 10.0f, 12.0f, 14.0f, 16.0f, 18.0f, 20.0f, 22.0f, 24.0f, 26.0f, 28.0f, 30.0f, 32.0f}}}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 3, 3}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {{0, {678.0f, 1347.0f, 1689.0f, 1494.0f, 2715.0f, 3057.0f, 1968.0f, 3352.0f, 3652.0f}}}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_nchw_float16_4; }; std::vector<MixedTypedExample>& get_examples_nchw_float16_weight_as_input_4() { static std::vector<MixedTypedExample> examples_nchw_float16_weight_as_input_4 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 4, 4}}, {1, {1, 3, 3, 2}}, {2, {1}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {{0, {1.0f, 3.0f, 5.0f, 7.0f, 9.0f, 11.0f, 13.0f, 15.0f, 17.0f, 19.0f, 21.0f, 23.0f, 25.0f, 27.0f, 29.0f, 31.0f, 2.0f, 4.0f, 6.0f, 8.0f, 10.0f, 12.0f, 14.0f, 16.0f, 18.0f, 20.0f, 22.0f, 24.0f, 26.0f, 28.0f, 30.0f, 32.0f}}, {1, {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}}, {2, {0.0f}}}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 3, 3}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {{0, {678.0f, 1347.0f, 1689.0f, 1494.0f, 2715.0f, 3057.0f, 1968.0f, 3352.0f, 3652.0f}}}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_nchw_float16_weight_as_input_4; }; std::vector<MixedTypedExample>& get_examples_dynamic_output_shape_nhwc_4() { static std::vector<MixedTypedExample> examples_dynamic_output_shape_nhwc_4 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 4, 4, 2}}}, // int -> FLOAT32 map .float32Operands = {{0, {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, 24.0f, 25.0f, 26.0f, 27.0f, 28.0f, 29.0f, 30.0f, 31.0f, 32.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 3, 3, 1}}}, // int -> FLOAT32 map .float32Operands = {{0, {678.0f, 1347.0f, 1689.0f, 1494.0f, 2715.0f, 3057.0f, 1968.0f, 3352.0f, 3652.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_dynamic_output_shape_nhwc_4; }; std::vector<MixedTypedExample>& get_examples_dynamic_output_shape_nhwc_weight_as_input_4() { static std::vector<MixedTypedExample> examples_dynamic_output_shape_nhwc_weight_as_input_4 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 4, 4, 2}}, {1, {1, 3, 3, 2}}, {2, {1}}}, // int -> FLOAT32 map .float32Operands = {{0, {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, 24.0f, 25.0f, 26.0f, 27.0f, 28.0f, 29.0f, 30.0f, 31.0f, 32.0f}}, {1, {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}}, {2, {0.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 3, 3, 1}}}, // int -> FLOAT32 map .float32Operands = {{0, {678.0f, 1347.0f, 1689.0f, 1494.0f, 2715.0f, 3057.0f, 1968.0f, 3352.0f, 3652.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_dynamic_output_shape_nhwc_weight_as_input_4; }; std::vector<MixedTypedExample>& get_examples_dynamic_output_shape_nhwc_relaxed_4() { static std::vector<MixedTypedExample> examples_dynamic_output_shape_nhwc_relaxed_4 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 4, 4, 2}}}, // int -> FLOAT32 map .float32Operands = {{0, {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, 24.0f, 25.0f, 26.0f, 27.0f, 28.0f, 29.0f, 30.0f, 31.0f, 32.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 3, 3, 1}}}, // int -> FLOAT32 map .float32Operands = {{0, {678.0f, 1347.0f, 1689.0f, 1494.0f, 2715.0f, 3057.0f, 1968.0f, 3352.0f, 3652.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_dynamic_output_shape_nhwc_relaxed_4; }; std::vector<MixedTypedExample>& get_examples_dynamic_output_shape_nhwc_relaxed_weight_as_input_4() { static std::vector<MixedTypedExample> examples_dynamic_output_shape_nhwc_relaxed_weight_as_input_4 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 4, 4, 2}}, {1, {1, 3, 3, 2}}, {2, {1}}}, // int -> FLOAT32 map .float32Operands = {{0, {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, 24.0f, 25.0f, 26.0f, 27.0f, 28.0f, 29.0f, 30.0f, 31.0f, 32.0f}}, {1, {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}}, {2, {0.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 3, 3, 1}}}, // int -> FLOAT32 map .float32Operands = {{0, {678.0f, 1347.0f, 1689.0f, 1494.0f, 2715.0f, 3057.0f, 1968.0f, 3352.0f, 3652.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_dynamic_output_shape_nhwc_relaxed_weight_as_input_4; }; std::vector<MixedTypedExample>& get_examples_dynamic_output_shape_nhwc_quant8_4() { static std::vector<MixedTypedExample> examples_dynamic_output_shape_nhwc_quant8_4 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 4, 4, 2}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {102, 104, 106, 108, 110, 112, 114, 116, 118, 120, 122, 124, 126, 128, 130, 132, 134, 136, 138, 140, 142, 144, 146, 148, 150, 152, 154, 156, 158, 160, 162, 164}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 3, 3, 1}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {84, 117, 134, 125, 186, 203, 148, 218, 233}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_dynamic_output_shape_nhwc_quant8_4; }; std::vector<MixedTypedExample>& get_examples_dynamic_output_shape_nhwc_quant8_weight_as_input_4() { static std::vector<MixedTypedExample> examples_dynamic_output_shape_nhwc_quant8_weight_as_input_4 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 4, 4, 2}}, {1, {1, 3, 3, 2}}, {2, {1}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {{2, {0}}}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {102, 104, 106, 108, 110, 112, 114, 116, 118, 120, 122, 124, 126, 128, 130, 132, 134, 136, 138, 140, 142, 144, 146, 148, 150, 152, 154, 156, 158, 160, 162, 164}}, {1, {132, 136, 140, 144, 148, 152, 156, 160, 164, 168, 172, 176, 180, 184, 188, 192, 196, 200}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 3, 3, 1}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {84, 117, 134, 125, 186, 203, 148, 218, 233}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_dynamic_output_shape_nhwc_quant8_weight_as_input_4; }; std::vector<MixedTypedExample>& get_examples_dynamic_output_shape_nhwc_float16_4() { static std::vector<MixedTypedExample> examples_dynamic_output_shape_nhwc_float16_4 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 4, 4, 2}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {{0, {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, 24.0f, 25.0f, 26.0f, 27.0f, 28.0f, 29.0f, 30.0f, 31.0f, 32.0f}}}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 3, 3, 1}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {{0, {678.0f, 1347.0f, 1689.0f, 1494.0f, 2715.0f, 3057.0f, 1968.0f, 3352.0f, 3652.0f}}}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_dynamic_output_shape_nhwc_float16_4; }; std::vector<MixedTypedExample>& get_examples_dynamic_output_shape_nhwc_float16_weight_as_input_4() { static std::vector<MixedTypedExample> examples_dynamic_output_shape_nhwc_float16_weight_as_input_4 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 4, 4, 2}}, {1, {1, 3, 3, 2}}, {2, {1}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {{0, {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, 24.0f, 25.0f, 26.0f, 27.0f, 28.0f, 29.0f, 30.0f, 31.0f, 32.0f}}, {1, {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}}, {2, {0.0f}}}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 3, 3, 1}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {{0, {678.0f, 1347.0f, 1689.0f, 1494.0f, 2715.0f, 3057.0f, 1968.0f, 3352.0f, 3652.0f}}}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_dynamic_output_shape_nhwc_float16_weight_as_input_4; }; std::vector<MixedTypedExample>& get_examples_dynamic_output_shape_nchw_4() { static std::vector<MixedTypedExample> examples_dynamic_output_shape_nchw_4 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 4, 4}}}, // int -> FLOAT32 map .float32Operands = {{0, {1.0f, 3.0f, 5.0f, 7.0f, 9.0f, 11.0f, 13.0f, 15.0f, 17.0f, 19.0f, 21.0f, 23.0f, 25.0f, 27.0f, 29.0f, 31.0f, 2.0f, 4.0f, 6.0f, 8.0f, 10.0f, 12.0f, 14.0f, 16.0f, 18.0f, 20.0f, 22.0f, 24.0f, 26.0f, 28.0f, 30.0f, 32.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 3, 3}}}, // int -> FLOAT32 map .float32Operands = {{0, {678.0f, 1347.0f, 1689.0f, 1494.0f, 2715.0f, 3057.0f, 1968.0f, 3352.0f, 3652.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_dynamic_output_shape_nchw_4; }; std::vector<MixedTypedExample>& get_examples_dynamic_output_shape_nchw_weight_as_input_4() { static std::vector<MixedTypedExample> examples_dynamic_output_shape_nchw_weight_as_input_4 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 4, 4}}, {1, {1, 3, 3, 2}}, {2, {1}}}, // int -> FLOAT32 map .float32Operands = {{0, {1.0f, 3.0f, 5.0f, 7.0f, 9.0f, 11.0f, 13.0f, 15.0f, 17.0f, 19.0f, 21.0f, 23.0f, 25.0f, 27.0f, 29.0f, 31.0f, 2.0f, 4.0f, 6.0f, 8.0f, 10.0f, 12.0f, 14.0f, 16.0f, 18.0f, 20.0f, 22.0f, 24.0f, 26.0f, 28.0f, 30.0f, 32.0f}}, {1, {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}}, {2, {0.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 3, 3}}}, // int -> FLOAT32 map .float32Operands = {{0, {678.0f, 1347.0f, 1689.0f, 1494.0f, 2715.0f, 3057.0f, 1968.0f, 3352.0f, 3652.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_dynamic_output_shape_nchw_weight_as_input_4; }; std::vector<MixedTypedExample>& get_examples_dynamic_output_shape_nchw_relaxed_4() { static std::vector<MixedTypedExample> examples_dynamic_output_shape_nchw_relaxed_4 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 4, 4}}}, // int -> FLOAT32 map .float32Operands = {{0, {1.0f, 3.0f, 5.0f, 7.0f, 9.0f, 11.0f, 13.0f, 15.0f, 17.0f, 19.0f, 21.0f, 23.0f, 25.0f, 27.0f, 29.0f, 31.0f, 2.0f, 4.0f, 6.0f, 8.0f, 10.0f, 12.0f, 14.0f, 16.0f, 18.0f, 20.0f, 22.0f, 24.0f, 26.0f, 28.0f, 30.0f, 32.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 3, 3}}}, // int -> FLOAT32 map .float32Operands = {{0, {678.0f, 1347.0f, 1689.0f, 1494.0f, 2715.0f, 3057.0f, 1968.0f, 3352.0f, 3652.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_dynamic_output_shape_nchw_relaxed_4; }; std::vector<MixedTypedExample>& get_examples_dynamic_output_shape_nchw_relaxed_weight_as_input_4() { static std::vector<MixedTypedExample> examples_dynamic_output_shape_nchw_relaxed_weight_as_input_4 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 4, 4}}, {1, {1, 3, 3, 2}}, {2, {1}}}, // int -> FLOAT32 map .float32Operands = {{0, {1.0f, 3.0f, 5.0f, 7.0f, 9.0f, 11.0f, 13.0f, 15.0f, 17.0f, 19.0f, 21.0f, 23.0f, 25.0f, 27.0f, 29.0f, 31.0f, 2.0f, 4.0f, 6.0f, 8.0f, 10.0f, 12.0f, 14.0f, 16.0f, 18.0f, 20.0f, 22.0f, 24.0f, 26.0f, 28.0f, 30.0f, 32.0f}}, {1, {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}}, {2, {0.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 3, 3}}}, // int -> FLOAT32 map .float32Operands = {{0, {678.0f, 1347.0f, 1689.0f, 1494.0f, 2715.0f, 3057.0f, 1968.0f, 3352.0f, 3652.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_dynamic_output_shape_nchw_relaxed_weight_as_input_4; }; std::vector<MixedTypedExample>& get_examples_dynamic_output_shape_nchw_quant8_4() { static std::vector<MixedTypedExample> examples_dynamic_output_shape_nchw_quant8_4 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 4, 4}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {102, 106, 110, 114, 118, 122, 126, 130, 134, 138, 142, 146, 150, 154, 158, 162, 104, 108, 112, 116, 120, 124, 128, 132, 136, 140, 144, 148, 152, 156, 160, 164}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 3, 3}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {84, 117, 134, 125, 186, 203, 148, 218, 233}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_dynamic_output_shape_nchw_quant8_4; }; std::vector<MixedTypedExample>& get_examples_dynamic_output_shape_nchw_quant8_weight_as_input_4() { static std::vector<MixedTypedExample> examples_dynamic_output_shape_nchw_quant8_weight_as_input_4 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 4, 4}}, {1, {1, 3, 3, 2}}, {2, {1}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {{2, {0}}}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {102, 106, 110, 114, 118, 122, 126, 130, 134, 138, 142, 146, 150, 154, 158, 162, 104, 108, 112, 116, 120, 124, 128, 132, 136, 140, 144, 148, 152, 156, 160, 164}}, {1, {132, 136, 140, 144, 148, 152, 156, 160, 164, 168, 172, 176, 180, 184, 188, 192, 196, 200}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 3, 3}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {84, 117, 134, 125, 186, 203, 148, 218, 233}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_dynamic_output_shape_nchw_quant8_weight_as_input_4; }; std::vector<MixedTypedExample>& get_examples_dynamic_output_shape_nchw_float16_4() { static std::vector<MixedTypedExample> examples_dynamic_output_shape_nchw_float16_4 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 4, 4}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {{0, {1.0f, 3.0f, 5.0f, 7.0f, 9.0f, 11.0f, 13.0f, 15.0f, 17.0f, 19.0f, 21.0f, 23.0f, 25.0f, 27.0f, 29.0f, 31.0f, 2.0f, 4.0f, 6.0f, 8.0f, 10.0f, 12.0f, 14.0f, 16.0f, 18.0f, 20.0f, 22.0f, 24.0f, 26.0f, 28.0f, 30.0f, 32.0f}}}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 3, 3}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {{0, {678.0f, 1347.0f, 1689.0f, 1494.0f, 2715.0f, 3057.0f, 1968.0f, 3352.0f, 3652.0f}}}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_dynamic_output_shape_nchw_float16_4; }; std::vector<MixedTypedExample>& get_examples_dynamic_output_shape_nchw_float16_weight_as_input_4() { static std::vector<MixedTypedExample> examples_dynamic_output_shape_nchw_float16_weight_as_input_4 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 4, 4}}, {1, {1, 3, 3, 2}}, {2, {1}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {{0, {1.0f, 3.0f, 5.0f, 7.0f, 9.0f, 11.0f, 13.0f, 15.0f, 17.0f, 19.0f, 21.0f, 23.0f, 25.0f, 27.0f, 29.0f, 31.0f, 2.0f, 4.0f, 6.0f, 8.0f, 10.0f, 12.0f, 14.0f, 16.0f, 18.0f, 20.0f, 22.0f, 24.0f, 26.0f, 28.0f, 30.0f, 32.0f}}, {1, {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}}, {2, {0.0f}}}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 3, 3}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {{0, {678.0f, 1347.0f, 1689.0f, 1494.0f, 2715.0f, 3057.0f, 1968.0f, 3352.0f, 3652.0f}}}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_dynamic_output_shape_nchw_float16_weight_as_input_4; }; std::vector<MixedTypedExample>& get_examples_zero_sized_nhwc() { static std::vector<MixedTypedExample> examples_zero_sized_nhwc = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 1, 1}}}, // int -> FLOAT32 map .float32Operands = {{0, {1.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {0}}, {1, {0}}, {2, {0, 5, 5, 2}}}, // int -> FLOAT32 map .float32Operands = {{0, {0.0f}}, {2, {0.0f}}}, // int -> INT32 map .int32Operands = {{1, {0}}}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_zero_sized_nhwc; }; std::vector<MixedTypedExample>& get_examples_zero_sized_nhwc_relaxed() { static std::vector<MixedTypedExample> examples_zero_sized_nhwc_relaxed = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 1, 1}}}, // int -> FLOAT32 map .float32Operands = {{0, {1.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {0}}, {1, {0}}, {2, {0, 5, 5, 2}}}, // int -> FLOAT32 map .float32Operands = {{0, {0.0f}}, {2, {0.0f}}}, // int -> INT32 map .int32Operands = {{1, {0}}}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_zero_sized_nhwc_relaxed; }; std::vector<MixedTypedExample>& get_examples_zero_sized_nhwc_quant8() { static std::vector<MixedTypedExample> examples_zero_sized_nhwc_quant8 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 1, 1}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {138}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {0}}, {1, {0}}, {2, {0, 5, 5, 2}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {{1, {0}}}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {0}}, {2, {0}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_zero_sized_nhwc_quant8; }; std::vector<MixedTypedExample>& get_examples_zero_sized_nhwc_float16() { static std::vector<MixedTypedExample> examples_zero_sized_nhwc_float16 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 1, 1}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {{0, {1.0f}}}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {0}}, {1, {0}}, {2, {0, 5, 5, 2}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {{1, {0}}}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {{0, {0.0f}}, {2, {0.0f}}}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_zero_sized_nhwc_float16; }; std::vector<MixedTypedExample>& get_examples_zero_sized_nchw() { static std::vector<MixedTypedExample> examples_zero_sized_nchw = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 1, 1}}}, // int -> FLOAT32 map .float32Operands = {{0, {1.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {0}}, {1, {0}}, {2, {0, 2, 5, 5}}}, // int -> FLOAT32 map .float32Operands = {{0, {0.0f}}, {2, {0.0f}}}, // int -> INT32 map .int32Operands = {{1, {0}}}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_zero_sized_nchw; }; std::vector<MixedTypedExample>& get_examples_zero_sized_nchw_relaxed() { static std::vector<MixedTypedExample> examples_zero_sized_nchw_relaxed = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 1, 1}}}, // int -> FLOAT32 map .float32Operands = {{0, {1.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {0}}, {1, {0}}, {2, {0, 2, 5, 5}}}, // int -> FLOAT32 map .float32Operands = {{0, {0.0f}}, {2, {0.0f}}}, // int -> INT32 map .int32Operands = {{1, {0}}}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_zero_sized_nchw_relaxed; }; std::vector<MixedTypedExample>& get_examples_zero_sized_nchw_quant8() { static std::vector<MixedTypedExample> examples_zero_sized_nchw_quant8 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 1, 1}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {138}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {0}}, {1, {0}}, {2, {0, 2, 5, 5}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {{1, {0}}}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {0}}, {2, {0}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_zero_sized_nchw_quant8; }; std::vector<MixedTypedExample>& get_examples_zero_sized_nchw_float16() { static std::vector<MixedTypedExample> examples_zero_sized_nchw_float16 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 1, 1}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {{0, {1.0f}}}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {0}}, {1, {0}}, {2, {0, 2, 5, 5}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {{1, {0}}}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {{0, {0.0f}}, {2, {0.0f}}}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_zero_sized_nchw_float16; }; std::vector<MixedTypedExample>& get_examples_zero_sized_dynamic_output_shape_nhwc() { static std::vector<MixedTypedExample> examples_zero_sized_dynamic_output_shape_nhwc = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 1, 1}}}, // int -> FLOAT32 map .float32Operands = {{0, {1.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {0}}, {1, {0}}, {2, {0, 5, 5, 2}}}, // int -> FLOAT32 map .float32Operands = {{0, {0.0f}}, {2, {0.0f}}}, // int -> INT32 map .int32Operands = {{1, {0}}}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_zero_sized_dynamic_output_shape_nhwc; }; std::vector<MixedTypedExample>& get_examples_zero_sized_dynamic_output_shape_nhwc_relaxed() { static std::vector<MixedTypedExample> examples_zero_sized_dynamic_output_shape_nhwc_relaxed = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 1, 1}}}, // int -> FLOAT32 map .float32Operands = {{0, {1.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {0}}, {1, {0}}, {2, {0, 5, 5, 2}}}, // int -> FLOAT32 map .float32Operands = {{0, {0.0f}}, {2, {0.0f}}}, // int -> INT32 map .int32Operands = {{1, {0}}}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_zero_sized_dynamic_output_shape_nhwc_relaxed; }; std::vector<MixedTypedExample>& get_examples_zero_sized_dynamic_output_shape_nhwc_quant8() { static std::vector<MixedTypedExample> examples_zero_sized_dynamic_output_shape_nhwc_quant8 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 1, 1}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {138}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {0}}, {1, {0}}, {2, {0, 5, 5, 2}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {{1, {0}}}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {0}}, {2, {0}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_zero_sized_dynamic_output_shape_nhwc_quant8; }; std::vector<MixedTypedExample>& get_examples_zero_sized_dynamic_output_shape_nhwc_float16() { static std::vector<MixedTypedExample> examples_zero_sized_dynamic_output_shape_nhwc_float16 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 1, 1}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {{0, {1.0f}}}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {0}}, {1, {0}}, {2, {0, 5, 5, 2}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {{1, {0}}}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {{0, {0.0f}}, {2, {0.0f}}}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_zero_sized_dynamic_output_shape_nhwc_float16; }; std::vector<MixedTypedExample>& get_examples_zero_sized_dynamic_output_shape_nchw() { static std::vector<MixedTypedExample> examples_zero_sized_dynamic_output_shape_nchw = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 1, 1}}}, // int -> FLOAT32 map .float32Operands = {{0, {1.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {0}}, {1, {0}}, {2, {0, 2, 5, 5}}}, // int -> FLOAT32 map .float32Operands = {{0, {0.0f}}, {2, {0.0f}}}, // int -> INT32 map .int32Operands = {{1, {0}}}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_zero_sized_dynamic_output_shape_nchw; }; std::vector<MixedTypedExample>& get_examples_zero_sized_dynamic_output_shape_nchw_relaxed() { static std::vector<MixedTypedExample> examples_zero_sized_dynamic_output_shape_nchw_relaxed = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 1, 1}}}, // int -> FLOAT32 map .float32Operands = {{0, {1.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {0}}, {1, {0}}, {2, {0, 2, 5, 5}}}, // int -> FLOAT32 map .float32Operands = {{0, {0.0f}}, {2, {0.0f}}}, // int -> INT32 map .int32Operands = {{1, {0}}}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_zero_sized_dynamic_output_shape_nchw_relaxed; }; std::vector<MixedTypedExample>& get_examples_zero_sized_dynamic_output_shape_nchw_quant8() { static std::vector<MixedTypedExample> examples_zero_sized_dynamic_output_shape_nchw_quant8 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 1, 1}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {138}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {0}}, {1, {0}}, {2, {0, 2, 5, 5}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {{1, {0}}}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {0}}, {2, {0}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_zero_sized_dynamic_output_shape_nchw_quant8; }; std::vector<MixedTypedExample>& get_examples_zero_sized_dynamic_output_shape_nchw_float16() { static std::vector<MixedTypedExample> examples_zero_sized_dynamic_output_shape_nchw_float16 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 1, 1}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {{0, {1.0f}}}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {0}}, {1, {0}}, {2, {0, 2, 5, 5}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {{1, {0}}}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {{0, {0.0f}}, {2, {0.0f}}}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_zero_sized_dynamic_output_shape_nchw_float16; }; std::vector<MixedTypedExample>& get_examples_zero_sized_nhwc_2() { static std::vector<MixedTypedExample> examples_zero_sized_nhwc_2 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 1, 1}}}, // int -> FLOAT32 map .float32Operands = {{0, {1.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {0}}, {1, {0}}, {2, {0, 3, 3, 1}}}, // int -> FLOAT32 map .float32Operands = {{0, {0.0f}}, {2, {0.0f}}}, // int -> INT32 map .int32Operands = {{1, {0}}}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_zero_sized_nhwc_2; }; std::vector<MixedTypedExample>& get_examples_zero_sized_nhwc_relaxed_2() { static std::vector<MixedTypedExample> examples_zero_sized_nhwc_relaxed_2 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 1, 1}}}, // int -> FLOAT32 map .float32Operands = {{0, {1.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {0}}, {1, {0}}, {2, {0, 3, 3, 1}}}, // int -> FLOAT32 map .float32Operands = {{0, {0.0f}}, {2, {0.0f}}}, // int -> INT32 map .int32Operands = {{1, {0}}}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_zero_sized_nhwc_relaxed_2; }; std::vector<MixedTypedExample>& get_examples_zero_sized_nhwc_quant8_2() { static std::vector<MixedTypedExample> examples_zero_sized_nhwc_quant8_2 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 1, 1}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {138}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {0}}, {1, {0}}, {2, {0, 3, 3, 1}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {{1, {0}}}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {0}}, {2, {0}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_zero_sized_nhwc_quant8_2; }; std::vector<MixedTypedExample>& get_examples_zero_sized_nhwc_float16_2() { static std::vector<MixedTypedExample> examples_zero_sized_nhwc_float16_2 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 1, 1}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {{0, {1.0f}}}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {0}}, {1, {0}}, {2, {0, 3, 3, 1}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {{1, {0}}}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {{0, {0.0f}}, {2, {0.0f}}}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_zero_sized_nhwc_float16_2; }; std::vector<MixedTypedExample>& get_examples_zero_sized_nchw_2() { static std::vector<MixedTypedExample> examples_zero_sized_nchw_2 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 1, 1}}}, // int -> FLOAT32 map .float32Operands = {{0, {1.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {0}}, {1, {0}}, {2, {0, 1, 3, 3}}}, // int -> FLOAT32 map .float32Operands = {{0, {0.0f}}, {2, {0.0f}}}, // int -> INT32 map .int32Operands = {{1, {0}}}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_zero_sized_nchw_2; }; std::vector<MixedTypedExample>& get_examples_zero_sized_nchw_relaxed_2() { static std::vector<MixedTypedExample> examples_zero_sized_nchw_relaxed_2 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 1, 1}}}, // int -> FLOAT32 map .float32Operands = {{0, {1.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {0}}, {1, {0}}, {2, {0, 1, 3, 3}}}, // int -> FLOAT32 map .float32Operands = {{0, {0.0f}}, {2, {0.0f}}}, // int -> INT32 map .int32Operands = {{1, {0}}}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_zero_sized_nchw_relaxed_2; }; std::vector<MixedTypedExample>& get_examples_zero_sized_nchw_quant8_2() { static std::vector<MixedTypedExample> examples_zero_sized_nchw_quant8_2 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 1, 1}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {138}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {0}}, {1, {0}}, {2, {0, 1, 3, 3}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {{1, {0}}}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {0}}, {2, {0}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_zero_sized_nchw_quant8_2; }; std::vector<MixedTypedExample>& get_examples_zero_sized_nchw_float16_2() { static std::vector<MixedTypedExample> examples_zero_sized_nchw_float16_2 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 1, 1}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {{0, {1.0f}}}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {0}}, {1, {0}}, {2, {0, 1, 3, 3}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {{1, {0}}}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {{0, {0.0f}}, {2, {0.0f}}}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_zero_sized_nchw_float16_2; }; std::vector<MixedTypedExample>& get_examples_zero_sized_dynamic_output_shape_nhwc_2() { static std::vector<MixedTypedExample> examples_zero_sized_dynamic_output_shape_nhwc_2 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 1, 1}}}, // int -> FLOAT32 map .float32Operands = {{0, {1.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {0}}, {1, {0}}, {2, {0, 3, 3, 1}}}, // int -> FLOAT32 map .float32Operands = {{0, {0.0f}}, {2, {0.0f}}}, // int -> INT32 map .int32Operands = {{1, {0}}}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_zero_sized_dynamic_output_shape_nhwc_2; }; std::vector<MixedTypedExample>& get_examples_zero_sized_dynamic_output_shape_nhwc_relaxed_2() { static std::vector<MixedTypedExample> examples_zero_sized_dynamic_output_shape_nhwc_relaxed_2 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 1, 1}}}, // int -> FLOAT32 map .float32Operands = {{0, {1.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {0}}, {1, {0}}, {2, {0, 3, 3, 1}}}, // int -> FLOAT32 map .float32Operands = {{0, {0.0f}}, {2, {0.0f}}}, // int -> INT32 map .int32Operands = {{1, {0}}}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_zero_sized_dynamic_output_shape_nhwc_relaxed_2; }; std::vector<MixedTypedExample>& get_examples_zero_sized_dynamic_output_shape_nhwc_quant8_2() { static std::vector<MixedTypedExample> examples_zero_sized_dynamic_output_shape_nhwc_quant8_2 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 1, 1}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {138}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {0}}, {1, {0}}, {2, {0, 3, 3, 1}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {{1, {0}}}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {0}}, {2, {0}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_zero_sized_dynamic_output_shape_nhwc_quant8_2; }; std::vector<MixedTypedExample>& get_examples_zero_sized_dynamic_output_shape_nhwc_float16_2() { static std::vector<MixedTypedExample> examples_zero_sized_dynamic_output_shape_nhwc_float16_2 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 1, 1}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {{0, {1.0f}}}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {0}}, {1, {0}}, {2, {0, 3, 3, 1}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {{1, {0}}}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {{0, {0.0f}}, {2, {0.0f}}}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_zero_sized_dynamic_output_shape_nhwc_float16_2; }; std::vector<MixedTypedExample>& get_examples_zero_sized_dynamic_output_shape_nchw_2() { static std::vector<MixedTypedExample> examples_zero_sized_dynamic_output_shape_nchw_2 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 1, 1}}}, // int -> FLOAT32 map .float32Operands = {{0, {1.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {0}}, {1, {0}}, {2, {0, 1, 3, 3}}}, // int -> FLOAT32 map .float32Operands = {{0, {0.0f}}, {2, {0.0f}}}, // int -> INT32 map .int32Operands = {{1, {0}}}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_zero_sized_dynamic_output_shape_nchw_2; }; std::vector<MixedTypedExample>& get_examples_zero_sized_dynamic_output_shape_nchw_relaxed_2() { static std::vector<MixedTypedExample> examples_zero_sized_dynamic_output_shape_nchw_relaxed_2 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 1, 1}}}, // int -> FLOAT32 map .float32Operands = {{0, {1.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {0}}, {1, {0}}, {2, {0, 1, 3, 3}}}, // int -> FLOAT32 map .float32Operands = {{0, {0.0f}}, {2, {0.0f}}}, // int -> INT32 map .int32Operands = {{1, {0}}}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_zero_sized_dynamic_output_shape_nchw_relaxed_2; }; std::vector<MixedTypedExample>& get_examples_zero_sized_dynamic_output_shape_nchw_quant8_2() { static std::vector<MixedTypedExample> examples_zero_sized_dynamic_output_shape_nchw_quant8_2 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 1, 1}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {138}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {0}}, {1, {0}}, {2, {0, 1, 3, 3}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {{1, {0}}}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {0}}, {2, {0}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_zero_sized_dynamic_output_shape_nchw_quant8_2; }; std::vector<MixedTypedExample>& get_examples_zero_sized_dynamic_output_shape_nchw_float16_2() { static std::vector<MixedTypedExample> examples_zero_sized_dynamic_output_shape_nchw_float16_2 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 1, 1}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {{0, {1.0f}}}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {0}}, {1, {0}}, {2, {0, 1, 3, 3}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {{1, {0}}}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {{0, {0.0f}}, {2, {0.0f}}}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_zero_sized_dynamic_output_shape_nchw_float16_2; }; std::vector<MixedTypedExample>& get_examples_nhwc_5() { static std::vector<MixedTypedExample> examples_nhwc_5 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 2, 1}}}, // int -> FLOAT32 map .float32Operands = {{0, {1.0f, 2.0f, 3.0f, 4.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 4, 4, 1}}}, // int -> FLOAT32 map .float32Operands = {{0, {2.0f, 0.0f, 4.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 6.0f, 0.0f, 8.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_nhwc_5; }; std::vector<MixedTypedExample>& get_examples_nhwc_weight_as_input_5() { static std::vector<MixedTypedExample> examples_nhwc_weight_as_input_5 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 2, 1}}, {1, {1, 1, 1, 1}}, {2, {1}}}, // int -> FLOAT32 map .float32Operands = {{0, {1.0f, 2.0f, 3.0f, 4.0f}}, {1, {2.0f}}, {2, {0.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 4, 4, 1}}}, // int -> FLOAT32 map .float32Operands = {{0, {2.0f, 0.0f, 4.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 6.0f, 0.0f, 8.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_nhwc_weight_as_input_5; }; std::vector<MixedTypedExample>& get_examples_nhwc_relaxed_5() { static std::vector<MixedTypedExample> examples_nhwc_relaxed_5 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 2, 1}}}, // int -> FLOAT32 map .float32Operands = {{0, {1.0f, 2.0f, 3.0f, 4.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 4, 4, 1}}}, // int -> FLOAT32 map .float32Operands = {{0, {2.0f, 0.0f, 4.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 6.0f, 0.0f, 8.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_nhwc_relaxed_5; }; std::vector<MixedTypedExample>& get_examples_nhwc_relaxed_weight_as_input_5() { static std::vector<MixedTypedExample> examples_nhwc_relaxed_weight_as_input_5 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 2, 1}}, {1, {1, 1, 1, 1}}, {2, {1}}}, // int -> FLOAT32 map .float32Operands = {{0, {1.0f, 2.0f, 3.0f, 4.0f}}, {1, {2.0f}}, {2, {0.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 4, 4, 1}}}, // int -> FLOAT32 map .float32Operands = {{0, {2.0f, 0.0f, 4.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 6.0f, 0.0f, 8.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_nhwc_relaxed_weight_as_input_5; }; std::vector<MixedTypedExample>& get_examples_nhwc_quant8_5() { static std::vector<MixedTypedExample> examples_nhwc_quant8_5 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 2, 1}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {102, 104, 106, 108}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 4, 4, 1}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_nhwc_quant8_5; }; std::vector<MixedTypedExample>& get_examples_nhwc_quant8_weight_as_input_5() { static std::vector<MixedTypedExample> examples_nhwc_quant8_weight_as_input_5 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 2, 1}}, {1, {1, 1, 1, 1}}, {2, {1}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {{2, {0}}}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {102, 104, 106, 108}}, {1, {132}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 4, 4, 1}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_nhwc_quant8_weight_as_input_5; }; std::vector<MixedTypedExample>& get_examples_nhwc_float16_5() { static std::vector<MixedTypedExample> examples_nhwc_float16_5 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 2, 1}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {{0, {1.0f, 2.0f, 3.0f, 4.0f}}}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 4, 4, 1}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {{0, {2.0f, 0.0f, 4.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 6.0f, 0.0f, 8.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f}}}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_nhwc_float16_5; }; std::vector<MixedTypedExample>& get_examples_nhwc_float16_weight_as_input_5() { static std::vector<MixedTypedExample> examples_nhwc_float16_weight_as_input_5 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 2, 1}}, {1, {1, 1, 1, 1}}, {2, {1}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {{0, {1.0f, 2.0f, 3.0f, 4.0f}}, {1, {2.0f}}, {2, {0.0f}}}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 4, 4, 1}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {{0, {2.0f, 0.0f, 4.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 6.0f, 0.0f, 8.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f}}}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_nhwc_float16_weight_as_input_5; }; std::vector<MixedTypedExample>& get_examples_nchw_5() { static std::vector<MixedTypedExample> examples_nchw_5 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 2, 2}}}, // int -> FLOAT32 map .float32Operands = {{0, {1.0f, 2.0f, 3.0f, 4.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 4, 4}}}, // int -> FLOAT32 map .float32Operands = {{0, {2.0f, 0.0f, 4.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 6.0f, 0.0f, 8.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_nchw_5; }; std::vector<MixedTypedExample>& get_examples_nchw_weight_as_input_5() { static std::vector<MixedTypedExample> examples_nchw_weight_as_input_5 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 2, 2}}, {1, {1, 1, 1, 1}}, {2, {1}}}, // int -> FLOAT32 map .float32Operands = {{0, {1.0f, 2.0f, 3.0f, 4.0f}}, {1, {2.0f}}, {2, {0.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 4, 4}}}, // int -> FLOAT32 map .float32Operands = {{0, {2.0f, 0.0f, 4.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 6.0f, 0.0f, 8.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_nchw_weight_as_input_5; }; std::vector<MixedTypedExample>& get_examples_nchw_relaxed_5() { static std::vector<MixedTypedExample> examples_nchw_relaxed_5 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 2, 2}}}, // int -> FLOAT32 map .float32Operands = {{0, {1.0f, 2.0f, 3.0f, 4.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 4, 4}}}, // int -> FLOAT32 map .float32Operands = {{0, {2.0f, 0.0f, 4.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 6.0f, 0.0f, 8.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_nchw_relaxed_5; }; std::vector<MixedTypedExample>& get_examples_nchw_relaxed_weight_as_input_5() { static std::vector<MixedTypedExample> examples_nchw_relaxed_weight_as_input_5 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 2, 2}}, {1, {1, 1, 1, 1}}, {2, {1}}}, // int -> FLOAT32 map .float32Operands = {{0, {1.0f, 2.0f, 3.0f, 4.0f}}, {1, {2.0f}}, {2, {0.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 4, 4}}}, // int -> FLOAT32 map .float32Operands = {{0, {2.0f, 0.0f, 4.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 6.0f, 0.0f, 8.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_nchw_relaxed_weight_as_input_5; }; std::vector<MixedTypedExample>& get_examples_nchw_quant8_5() { static std::vector<MixedTypedExample> examples_nchw_quant8_5 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 2, 2}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {102, 104, 106, 108}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 4, 4}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_nchw_quant8_5; }; std::vector<MixedTypedExample>& get_examples_nchw_quant8_weight_as_input_5() { static std::vector<MixedTypedExample> examples_nchw_quant8_weight_as_input_5 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 2, 2}}, {1, {1, 1, 1, 1}}, {2, {1}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {{2, {0}}}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {102, 104, 106, 108}}, {1, {132}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 4, 4}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_nchw_quant8_weight_as_input_5; }; std::vector<MixedTypedExample>& get_examples_nchw_float16_5() { static std::vector<MixedTypedExample> examples_nchw_float16_5 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 2, 2}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {{0, {1.0f, 2.0f, 3.0f, 4.0f}}}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 4, 4}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {{0, {2.0f, 0.0f, 4.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 6.0f, 0.0f, 8.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f}}}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_nchw_float16_5; }; std::vector<MixedTypedExample>& get_examples_nchw_float16_weight_as_input_5() { static std::vector<MixedTypedExample> examples_nchw_float16_weight_as_input_5 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 2, 2}}, {1, {1, 1, 1, 1}}, {2, {1}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {{0, {1.0f, 2.0f, 3.0f, 4.0f}}, {1, {2.0f}}, {2, {0.0f}}}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 4, 4}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {{0, {2.0f, 0.0f, 4.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 6.0f, 0.0f, 8.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f}}}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_nchw_float16_weight_as_input_5; }; std::vector<MixedTypedExample>& get_examples_dynamic_output_shape_nhwc_5() { static std::vector<MixedTypedExample> examples_dynamic_output_shape_nhwc_5 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 2, 1}}}, // int -> FLOAT32 map .float32Operands = {{0, {1.0f, 2.0f, 3.0f, 4.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 4, 4, 1}}}, // int -> FLOAT32 map .float32Operands = {{0, {2.0f, 0.0f, 4.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 6.0f, 0.0f, 8.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_dynamic_output_shape_nhwc_5; }; std::vector<MixedTypedExample>& get_examples_dynamic_output_shape_nhwc_weight_as_input_5() { static std::vector<MixedTypedExample> examples_dynamic_output_shape_nhwc_weight_as_input_5 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 2, 1}}, {1, {1, 1, 1, 1}}, {2, {1}}}, // int -> FLOAT32 map .float32Operands = {{0, {1.0f, 2.0f, 3.0f, 4.0f}}, {1, {2.0f}}, {2, {0.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 4, 4, 1}}}, // int -> FLOAT32 map .float32Operands = {{0, {2.0f, 0.0f, 4.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 6.0f, 0.0f, 8.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_dynamic_output_shape_nhwc_weight_as_input_5; }; std::vector<MixedTypedExample>& get_examples_dynamic_output_shape_nhwc_relaxed_5() { static std::vector<MixedTypedExample> examples_dynamic_output_shape_nhwc_relaxed_5 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 2, 1}}}, // int -> FLOAT32 map .float32Operands = {{0, {1.0f, 2.0f, 3.0f, 4.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 4, 4, 1}}}, // int -> FLOAT32 map .float32Operands = {{0, {2.0f, 0.0f, 4.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 6.0f, 0.0f, 8.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_dynamic_output_shape_nhwc_relaxed_5; }; std::vector<MixedTypedExample>& get_examples_dynamic_output_shape_nhwc_relaxed_weight_as_input_5() { static std::vector<MixedTypedExample> examples_dynamic_output_shape_nhwc_relaxed_weight_as_input_5 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 2, 1}}, {1, {1, 1, 1, 1}}, {2, {1}}}, // int -> FLOAT32 map .float32Operands = {{0, {1.0f, 2.0f, 3.0f, 4.0f}}, {1, {2.0f}}, {2, {0.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 4, 4, 1}}}, // int -> FLOAT32 map .float32Operands = {{0, {2.0f, 0.0f, 4.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 6.0f, 0.0f, 8.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_dynamic_output_shape_nhwc_relaxed_weight_as_input_5; }; std::vector<MixedTypedExample>& get_examples_dynamic_output_shape_nhwc_quant8_5() { static std::vector<MixedTypedExample> examples_dynamic_output_shape_nhwc_quant8_5 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 2, 1}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {102, 104, 106, 108}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 4, 4, 1}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_dynamic_output_shape_nhwc_quant8_5; }; std::vector<MixedTypedExample>& get_examples_dynamic_output_shape_nhwc_quant8_weight_as_input_5() { static std::vector<MixedTypedExample> examples_dynamic_output_shape_nhwc_quant8_weight_as_input_5 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 2, 1}}, {1, {1, 1, 1, 1}}, {2, {1}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {{2, {0}}}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {102, 104, 106, 108}}, {1, {132}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 4, 4, 1}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_dynamic_output_shape_nhwc_quant8_weight_as_input_5; }; std::vector<MixedTypedExample>& get_examples_dynamic_output_shape_nhwc_float16_5() { static std::vector<MixedTypedExample> examples_dynamic_output_shape_nhwc_float16_5 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 2, 1}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {{0, {1.0f, 2.0f, 3.0f, 4.0f}}}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 4, 4, 1}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {{0, {2.0f, 0.0f, 4.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 6.0f, 0.0f, 8.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f}}}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_dynamic_output_shape_nhwc_float16_5; }; std::vector<MixedTypedExample>& get_examples_dynamic_output_shape_nhwc_float16_weight_as_input_5() { static std::vector<MixedTypedExample> examples_dynamic_output_shape_nhwc_float16_weight_as_input_5 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 2, 2, 1}}, {1, {1, 1, 1, 1}}, {2, {1}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {{0, {1.0f, 2.0f, 3.0f, 4.0f}}, {1, {2.0f}}, {2, {0.0f}}}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 4, 4, 1}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {{0, {2.0f, 0.0f, 4.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 6.0f, 0.0f, 8.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f}}}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_dynamic_output_shape_nhwc_float16_weight_as_input_5; }; std::vector<MixedTypedExample>& get_examples_dynamic_output_shape_nchw_5() { static std::vector<MixedTypedExample> examples_dynamic_output_shape_nchw_5 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 2, 2}}}, // int -> FLOAT32 map .float32Operands = {{0, {1.0f, 2.0f, 3.0f, 4.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 4, 4}}}, // int -> FLOAT32 map .float32Operands = {{0, {2.0f, 0.0f, 4.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 6.0f, 0.0f, 8.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_dynamic_output_shape_nchw_5; }; std::vector<MixedTypedExample>& get_examples_dynamic_output_shape_nchw_weight_as_input_5() { static std::vector<MixedTypedExample> examples_dynamic_output_shape_nchw_weight_as_input_5 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 2, 2}}, {1, {1, 1, 1, 1}}, {2, {1}}}, // int -> FLOAT32 map .float32Operands = {{0, {1.0f, 2.0f, 3.0f, 4.0f}}, {1, {2.0f}}, {2, {0.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 4, 4}}}, // int -> FLOAT32 map .float32Operands = {{0, {2.0f, 0.0f, 4.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 6.0f, 0.0f, 8.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_dynamic_output_shape_nchw_weight_as_input_5; }; std::vector<MixedTypedExample>& get_examples_dynamic_output_shape_nchw_relaxed_5() { static std::vector<MixedTypedExample> examples_dynamic_output_shape_nchw_relaxed_5 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 2, 2}}}, // int -> FLOAT32 map .float32Operands = {{0, {1.0f, 2.0f, 3.0f, 4.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 4, 4}}}, // int -> FLOAT32 map .float32Operands = {{0, {2.0f, 0.0f, 4.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 6.0f, 0.0f, 8.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_dynamic_output_shape_nchw_relaxed_5; }; std::vector<MixedTypedExample>& get_examples_dynamic_output_shape_nchw_relaxed_weight_as_input_5() { static std::vector<MixedTypedExample> examples_dynamic_output_shape_nchw_relaxed_weight_as_input_5 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 2, 2}}, {1, {1, 1, 1, 1}}, {2, {1}}}, // int -> FLOAT32 map .float32Operands = {{0, {1.0f, 2.0f, 3.0f, 4.0f}}, {1, {2.0f}}, {2, {0.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 4, 4}}}, // int -> FLOAT32 map .float32Operands = {{0, {2.0f, 0.0f, 4.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 6.0f, 0.0f, 8.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f}}}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_dynamic_output_shape_nchw_relaxed_weight_as_input_5; }; std::vector<MixedTypedExample>& get_examples_dynamic_output_shape_nchw_quant8_5() { static std::vector<MixedTypedExample> examples_dynamic_output_shape_nchw_quant8_5 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 2, 2}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {102, 104, 106, 108}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 4, 4}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_dynamic_output_shape_nchw_quant8_5; }; std::vector<MixedTypedExample>& get_examples_dynamic_output_shape_nchw_quant8_weight_as_input_5() { static std::vector<MixedTypedExample> examples_dynamic_output_shape_nchw_quant8_weight_as_input_5 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 2, 2}}, {1, {1, 1, 1, 1}}, {2, {1}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {{2, {0}}}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {102, 104, 106, 108}}, {1, {132}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 4, 4}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {{0, {0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0}}}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_dynamic_output_shape_nchw_quant8_weight_as_input_5; }; std::vector<MixedTypedExample>& get_examples_dynamic_output_shape_nchw_float16_5() { static std::vector<MixedTypedExample> examples_dynamic_output_shape_nchw_float16_5 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 2, 2}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {{0, {1.0f, 2.0f, 3.0f, 4.0f}}}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 4, 4}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {{0, {2.0f, 0.0f, 4.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 6.0f, 0.0f, 8.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f}}}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_dynamic_output_shape_nchw_float16_5; }; std::vector<MixedTypedExample>& get_examples_dynamic_output_shape_nchw_float16_weight_as_input_5() { static std::vector<MixedTypedExample> examples_dynamic_output_shape_nchw_float16_weight_as_input_5 = { // Begin of an example { .operands = { //Input(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 2, 2}}, {1, {1, 1, 1, 1}}, {2, {1}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {{0, {1.0f, 2.0f, 3.0f, 4.0f}}, {1, {2.0f}}, {2, {0.0f}}}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, }, //Output(s) { // See tools/test_generator/include/TestHarness.h:MixedTyped // int -> Dimensions map .operandDimensions = {{0, {1, 1, 4, 4}}}, // int -> FLOAT32 map .float32Operands = {}, // int -> INT32 map .int32Operands = {}, // int -> QUANT8_ASYMM map .quant8AsymmOperands = {}, // int -> QUANT16_SYMM map .quant16SymmOperands = {}, // int -> FLOAT16 map .float16Operands = {{0, {2.0f, 0.0f, 4.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f, 6.0f, 0.0f, 8.0f, 0.0f, 0.0f, 0.0f, 0.0f, 0.0f}}}, // int -> BOOL8 map .bool8Operands = {}, // int -> QUANT8_SYMM_PER_CHANNEL map .quant8ChannelOperands = {}, // int -> QUANT16_ASYMM map .quant16AsymmOperands = {}, // int -> QUANT8_SYMM map .quant8SymmOperands = {}, } }, }, // End of an example }; return examples_dynamic_output_shape_nchw_float16_weight_as_input_5; };