From 18dd7de3cdb6eb3b9acb1c96be5cbe8e907b57ac Mon Sep 17 00:00:00 2001 From: Mikhael Djajapermana Date: Wed, 28 May 2025 14:28:10 +0200 Subject: [PATCH] added support for two more MLPerfTiny benchmarks: Image Classification and Visual Wake Words --- .gitignore | 5 + README.md | 2 +- benchmark_sources/CMakeLists.txt | 6 + .../FP16/resnet8_16_bit_ops/CMakeLists.txt | 1 + .../FP16/resnet8_16_bit_ops/resnet8_fp16.cpp | 105 + .../resnet8_fp16_input_data.cc | 263 + .../resnet8_fp16_input_data.h | 10 + .../resnet8_fp16_model_data.cc | 13600 +++ .../resnet8_fp16_model_data.h | 9 + .../resnet8_fp16_model_settings.cc | 2 + .../resnet8_fp16_model_settings.h | 9 + .../resnet8_fp16_output_data_ref.cc | 3 + .../resnet8_fp16_output_data_ref.h | 8 + .../FP16/vww_16_bit_ops/CMakeLists.txt | 1 + .../FP16/vww_16_bit_ops/vww_fp16.cpp | 104 + .../vww_fp16_data/vww_fp16_input_data.cc | 2311 + .../vww_fp16_data/vww_fp16_input_data.h | 10 + .../vww_fp16_data/vww_fp16_model_data.cc | 36820 ++++++++ .../vww_fp16_data/vww_fp16_model_data.h | 9 + .../vww_fp16_data/vww_fp16_model_settings.cc | 2 + .../vww_fp16_data/vww_fp16_model_settings.h | 9 + .../vww_fp16_data/vww_fp16_output_data_ref.cc | 3 + .../vww_fp16_data/vww_fp16_output_data_ref.h | 8 + benchmark_sources/FP32/resnet8/CMakeLists.txt | 1 + .../FP32/resnet8/resnet8_fp32.cpp | 104 + .../resnet8_fp32_input_data.cc | 263 + .../resnet8_fp32_input_data.h | 10 + .../resnet8_fp32_model_data.cc | 26360 ++++++ .../resnet8_fp32_model_data.h | 9 + .../resnet8_fp32_model_settings.cc | 2 + .../resnet8_fp32_model_settings.h | 9 + .../resnet8_fp32_output_data_ref.cc | 3 + .../resnet8_fp32_output_data_ref.h | 8 + benchmark_sources/FP32/vww/CMakeLists.txt | 1 + benchmark_sources/FP32/vww/vww_fp32.cpp | 103 + .../vww/vww_fp32_data/vww_fp32_input_data.cc | 2311 + .../vww/vww_fp32_data/vww_fp32_input_data.h | 10 + .../vww/vww_fp32_data/vww_fp32_model_data.cc | 71015 ++++++++++++++++ .../vww/vww_fp32_data/vww_fp32_model_data.h | 9 + .../vww_fp32_data/vww_fp32_model_settings.cc | 2 + .../vww_fp32_data/vww_fp32_model_settings.h | 9 + .../vww_fp32_data/vww_fp32_output_data_ref.cc | 3 + .../vww_fp32_data/vww_fp32_output_data_ref.h | 8 + benchmark_sources/Int8/resnet8/CMakeLists.txt | 1 + .../Int8/resnet8/resnet8_int8.cpp | 108 + .../resnet8_int8_input_data.cc | 263 + .../resnet8_int8_input_data.h | 10 + .../resnet8_int8_model_data.cc | 7838 ++ .../resnet8_int8_model_data.h | 9 + .../resnet8_int8_model_settings.cc | 2 + .../resnet8_int8_model_settings.h | 9 + .../resnet8_int8_output_data_ref.cc | 3 + .../resnet8_int8_output_data_ref.h | 8 + benchmark_sources/Int8/vww/CMakeLists.txt | 1 + benchmark_sources/Int8/vww/vww_int8.cpp | 107 + .../vww/vww_int8_data/vww_int8_input_data.cc | 2311 + .../vww/vww_int8_data/vww_int8_input_data.h | 10 + .../vww/vww_int8_data/vww_int8_model_data.cc | 24866 ++++++ .../vww/vww_int8_data/vww_int8_model_data.h | 9 + .../vww_int8_data/vww_int8_model_settings.cc | 2 + .../vww_int8_data/vww_int8_model_settings.h | 9 + .../vww_int8_data/vww_int8_output_data_ref.cc | 3 + .../vww_int8_data/vww_int8_output_data_ref.h | 8 + .../models/cifar10_resnet8/README.md | 9 + .../calibration_samples_idxs.npy | Bin 0 -> 4128 bytes .../cifar10_resnet8/create_flatbuffers.py | 330 + .../models/cifar10_resnet8/get_dataset.py | 94 + .../models/cifar10_resnet8/keras_model.py | 185 + .../models/pretrainedResnet.h5 | Bin 0 -> 1116712 bytes .../models/cifar10_resnet8/template_fp16.cpp | 105 + .../models/cifar10_resnet8/template_fp32.cpp | 104 + .../models/cifar10_resnet8/template_int8.cpp | 108 + .../models/cifar10_resnet8/utils.py | 205 + benchmark_sources/models/vww/README.md | 13 + .../models/vww/calibration_data.txt | 12 + .../models/vww/create_flatbuffers.py | 390 + benchmark_sources/models/vww/get_dataset.py | 33 + benchmark_sources/models/vww/keras_model.py | 294 + benchmark_sources/models/vww/models/vww_96.h5 | Bin 0 -> 3124024 bytes .../models/vww/template_fp16.cpp | 104 + .../models/vww/template_fp32.cpp | 103 + .../models/vww/template_int8.cpp | 107 + benchmark_sources/models/vww/utils.py | 206 + 83 files changed, 191518 insertions(+), 1 deletion(-) create mode 100644 benchmark_sources/FP16/resnet8_16_bit_ops/CMakeLists.txt create mode 100644 benchmark_sources/FP16/resnet8_16_bit_ops/resnet8_fp16.cpp create mode 100644 benchmark_sources/FP16/resnet8_16_bit_ops/resnet8_fp16_data/resnet8_fp16_input_data.cc create mode 100644 benchmark_sources/FP16/resnet8_16_bit_ops/resnet8_fp16_data/resnet8_fp16_input_data.h create mode 100644 benchmark_sources/FP16/resnet8_16_bit_ops/resnet8_fp16_data/resnet8_fp16_model_data.cc create mode 100644 benchmark_sources/FP16/resnet8_16_bit_ops/resnet8_fp16_data/resnet8_fp16_model_data.h create mode 100644 benchmark_sources/FP16/resnet8_16_bit_ops/resnet8_fp16_data/resnet8_fp16_model_settings.cc create mode 100644 benchmark_sources/FP16/resnet8_16_bit_ops/resnet8_fp16_data/resnet8_fp16_model_settings.h create mode 100644 benchmark_sources/FP16/resnet8_16_bit_ops/resnet8_fp16_data/resnet8_fp16_output_data_ref.cc create mode 100644 benchmark_sources/FP16/resnet8_16_bit_ops/resnet8_fp16_data/resnet8_fp16_output_data_ref.h create mode 100644 benchmark_sources/FP16/vww_16_bit_ops/CMakeLists.txt create mode 100644 benchmark_sources/FP16/vww_16_bit_ops/vww_fp16.cpp create mode 100644 benchmark_sources/FP16/vww_16_bit_ops/vww_fp16_data/vww_fp16_input_data.cc create mode 100644 benchmark_sources/FP16/vww_16_bit_ops/vww_fp16_data/vww_fp16_input_data.h create mode 100644 benchmark_sources/FP16/vww_16_bit_ops/vww_fp16_data/vww_fp16_model_data.cc create mode 100644 benchmark_sources/FP16/vww_16_bit_ops/vww_fp16_data/vww_fp16_model_data.h create mode 100644 benchmark_sources/FP16/vww_16_bit_ops/vww_fp16_data/vww_fp16_model_settings.cc create mode 100644 benchmark_sources/FP16/vww_16_bit_ops/vww_fp16_data/vww_fp16_model_settings.h create mode 100644 benchmark_sources/FP16/vww_16_bit_ops/vww_fp16_data/vww_fp16_output_data_ref.cc create mode 100644 benchmark_sources/FP16/vww_16_bit_ops/vww_fp16_data/vww_fp16_output_data_ref.h create mode 100644 benchmark_sources/FP32/resnet8/CMakeLists.txt create mode 100644 benchmark_sources/FP32/resnet8/resnet8_fp32.cpp create mode 100644 benchmark_sources/FP32/resnet8/resnet8_fp32_data/resnet8_fp32_input_data.cc create mode 100644 benchmark_sources/FP32/resnet8/resnet8_fp32_data/resnet8_fp32_input_data.h create mode 100644 benchmark_sources/FP32/resnet8/resnet8_fp32_data/resnet8_fp32_model_data.cc create mode 100644 benchmark_sources/FP32/resnet8/resnet8_fp32_data/resnet8_fp32_model_data.h create mode 100644 benchmark_sources/FP32/resnet8/resnet8_fp32_data/resnet8_fp32_model_settings.cc create mode 100644 benchmark_sources/FP32/resnet8/resnet8_fp32_data/resnet8_fp32_model_settings.h create mode 100644 benchmark_sources/FP32/resnet8/resnet8_fp32_data/resnet8_fp32_output_data_ref.cc create mode 100644 benchmark_sources/FP32/resnet8/resnet8_fp32_data/resnet8_fp32_output_data_ref.h create mode 100644 benchmark_sources/FP32/vww/CMakeLists.txt create mode 100644 benchmark_sources/FP32/vww/vww_fp32.cpp create mode 100644 benchmark_sources/FP32/vww/vww_fp32_data/vww_fp32_input_data.cc create mode 100644 benchmark_sources/FP32/vww/vww_fp32_data/vww_fp32_input_data.h create mode 100644 benchmark_sources/FP32/vww/vww_fp32_data/vww_fp32_model_data.cc create mode 100644 benchmark_sources/FP32/vww/vww_fp32_data/vww_fp32_model_data.h create mode 100644 benchmark_sources/FP32/vww/vww_fp32_data/vww_fp32_model_settings.cc create mode 100644 benchmark_sources/FP32/vww/vww_fp32_data/vww_fp32_model_settings.h create mode 100644 benchmark_sources/FP32/vww/vww_fp32_data/vww_fp32_output_data_ref.cc create mode 100644 benchmark_sources/FP32/vww/vww_fp32_data/vww_fp32_output_data_ref.h create mode 100644 benchmark_sources/Int8/resnet8/CMakeLists.txt create mode 100644 benchmark_sources/Int8/resnet8/resnet8_int8.cpp create mode 100644 benchmark_sources/Int8/resnet8/resnet8_int8_data/resnet8_int8_input_data.cc create mode 100644 benchmark_sources/Int8/resnet8/resnet8_int8_data/resnet8_int8_input_data.h create mode 100644 benchmark_sources/Int8/resnet8/resnet8_int8_data/resnet8_int8_model_data.cc create mode 100644 benchmark_sources/Int8/resnet8/resnet8_int8_data/resnet8_int8_model_data.h create mode 100644 benchmark_sources/Int8/resnet8/resnet8_int8_data/resnet8_int8_model_settings.cc create mode 100644 benchmark_sources/Int8/resnet8/resnet8_int8_data/resnet8_int8_model_settings.h create mode 100644 benchmark_sources/Int8/resnet8/resnet8_int8_data/resnet8_int8_output_data_ref.cc create mode 100644 benchmark_sources/Int8/resnet8/resnet8_int8_data/resnet8_int8_output_data_ref.h create mode 100644 benchmark_sources/Int8/vww/CMakeLists.txt create mode 100644 benchmark_sources/Int8/vww/vww_int8.cpp create mode 100644 benchmark_sources/Int8/vww/vww_int8_data/vww_int8_input_data.cc create mode 100644 benchmark_sources/Int8/vww/vww_int8_data/vww_int8_input_data.h create mode 100644 benchmark_sources/Int8/vww/vww_int8_data/vww_int8_model_data.cc create mode 100644 benchmark_sources/Int8/vww/vww_int8_data/vww_int8_model_data.h create mode 100644 benchmark_sources/Int8/vww/vww_int8_data/vww_int8_model_settings.cc create mode 100644 benchmark_sources/Int8/vww/vww_int8_data/vww_int8_model_settings.h create mode 100644 benchmark_sources/Int8/vww/vww_int8_data/vww_int8_output_data_ref.cc create mode 100644 benchmark_sources/Int8/vww/vww_int8_data/vww_int8_output_data_ref.h create mode 100644 benchmark_sources/models/cifar10_resnet8/README.md create mode 100644 benchmark_sources/models/cifar10_resnet8/calibration_samples_idxs.npy create mode 100644 benchmark_sources/models/cifar10_resnet8/create_flatbuffers.py create mode 100644 benchmark_sources/models/cifar10_resnet8/get_dataset.py create mode 100644 benchmark_sources/models/cifar10_resnet8/keras_model.py create mode 100644 benchmark_sources/models/cifar10_resnet8/models/pretrainedResnet.h5 create mode 100644 benchmark_sources/models/cifar10_resnet8/template_fp16.cpp create mode 100644 benchmark_sources/models/cifar10_resnet8/template_fp32.cpp create mode 100644 benchmark_sources/models/cifar10_resnet8/template_int8.cpp create mode 100644 benchmark_sources/models/cifar10_resnet8/utils.py create mode 100644 benchmark_sources/models/vww/README.md create mode 100644 benchmark_sources/models/vww/calibration_data.txt create mode 100644 benchmark_sources/models/vww/create_flatbuffers.py create mode 100644 benchmark_sources/models/vww/get_dataset.py create mode 100644 benchmark_sources/models/vww/keras_model.py create mode 100644 benchmark_sources/models/vww/models/vww_96.h5 create mode 100644 benchmark_sources/models/vww/template_fp16.cpp create mode 100644 benchmark_sources/models/vww/template_fp32.cpp create mode 100644 benchmark_sources/models/vww/template_int8.cpp create mode 100644 benchmark_sources/models/vww/utils.py diff --git a/.gitignore b/.gitignore index 21cb37c..61eada8 100644 --- a/.gitignore +++ b/.gitignore @@ -7,3 +7,8 @@ benchmark_sources/third_party/* benchmark_sources/tflite-micro benchmark_sources/tensorflow/* benchmark_sources/signal/* + +benchmark_sources/models/cifar10_resnet8/dataset/* +benchmark_sources/models/vww/dataset/* + +__pycache__/ \ No newline at end of file diff --git a/README.md b/README.md index a88aa32..1e3a00b 100644 --- a/README.md +++ b/README.md @@ -2,7 +2,7 @@ ### Overview -This repository contains the system for running TinyML Benchmarks on a system with the CV32E40X scalar core and Vicuna 2.0 on the CV-X-IF interface. It currently supports two benchmarks from the [MLPerfTiny Suite](https://github.com/mlcommons/tiny), anomaly detection (toycar) and keyword spotting (aww). +This repository contains the system for running TinyML Benchmarks on a system with the CV32E40X scalar core and Vicuna 2.0 on the CV-X-IF interface. It currently supports four benchmarks from the [MLPerfTiny Suite](https://github.com/mlcommons/tiny), anomaly detection (toycar), keyword spotting (aww), image classification (resnet8), and visual wake words (vww). Due to the limitations of CMake support for native and cross-compiliation within the same project, two separate CMake projects are used. The first, defined in the **/build_model** directory, uses Verilator version v5.030 to create a executable Verilator model of Vicuna for the selected configuration. The second, defined in **/build_benchmarks**, uses the LLVM version 18.1.4 and [Tensorflow Lite for Microcontrollers](https://github.com/tensorflow/tflite-micro) to compile the benchmarks for the selected configuration of Vicuna. Each compiled benchmark is registered with CTest. diff --git a/benchmark_sources/CMakeLists.txt b/benchmark_sources/CMakeLists.txt index 752074f..2926ca3 100644 --- a/benchmark_sources/CMakeLists.txt +++ b/benchmark_sources/CMakeLists.txt @@ -516,18 +516,24 @@ target_link_libraries(tflm PRIVATE add_subdirectory(Int8/toycar) add_subdirectory(Int8/aww) +add_subdirectory(Int8/resnet8) +add_subdirectory(Int8/vww) if(RISCV_F) if(RISCV_ZFH) if(FH_OPS) add_subdirectory(FP16/toycar_16_bit_ops) add_subdirectory(FP16/aww_16_bit_ops) + add_subdirectory(FP16/resnet8_16_bit_ops) + add_subdirectory(FP16/vww_16_bit_ops) else() add_subdirectory(FP16/toycar_32_bit_ops) endif() else() add_subdirectory(FP32/toycar) add_subdirectory(FP32/aww) + add_subdirectory(FP32/resnet8) + add_subdirectory(FP32/vww) endif() endif() diff --git a/benchmark_sources/FP16/resnet8_16_bit_ops/CMakeLists.txt b/benchmark_sources/FP16/resnet8_16_bit_ops/CMakeLists.txt new file mode 100644 index 0000000..dd8283b --- /dev/null +++ b/benchmark_sources/FP16/resnet8_16_bit_ops/CMakeLists.txt @@ -0,0 +1 @@ +add_Benchmark(resnet8_fp16 ${CMAKE_CURRENT_SOURCE_DIR} ${BUILD_DIR}/benchmark_sources/FP16/resnet8) \ No newline at end of file diff --git a/benchmark_sources/FP16/resnet8_16_bit_ops/resnet8_fp16.cpp b/benchmark_sources/FP16/resnet8_16_bit_ops/resnet8_fp16.cpp new file mode 100644 index 0000000..7da40b0 --- /dev/null +++ b/benchmark_sources/FP16/resnet8_16_bit_ops/resnet8_fp16.cpp @@ -0,0 +1,105 @@ +#include +#include +#include +#include +#include + +#include "resnet8_fp16_data/resnet8_fp16_input_data.h" +#include "resnet8_fp16_data/resnet8_fp16_model_data.h" +#include "resnet8_fp16_data/resnet8_fp16_model_settings.h" +#include "resnet8_fp16_data/resnet8_fp16_output_data_ref.h" + +#include "tensorflow/lite/micro/tflite_bridge/micro_error_reporter.h" +#include "tensorflow/lite/micro/micro_interpreter.h" +#include "tensorflow/lite/micro/micro_mutable_op_resolver.h" +#include "tensorflow/lite/schema/schema_generated.h" + +extern "C" { +#include "runtime.h" +#include "uart.h" +#include "terminate_benchmark.h" +} + +constexpr size_t tensor_arena_size = 256 * 1024 * 4; +alignas(16) uint8_t tensor_arena[tensor_arena_size]; + +int run_test() +{ + //tflite::MicroErrorReporter micro_error_reporter; + //tflite::ErrorReporter *error_reporter = µ_error_reporter; + + const tflite::Model *model = tflite::GetModel(resnet8_fp16_model_data); + + static tflite::MicroMutableOpResolver<8> resolver; + resolver.AddFullyConnected(); + resolver.AddConv2D(); + resolver.AddDepthwiseConv2D(); + resolver.AddAveragePool2D(); + resolver.AddReshape(); + resolver.AddSoftmax(); + resolver.AddAdd(); + resolver.AddDequantize(); + + tflite::MicroInterpreter interpreter(model, resolver, tensor_arena, tensor_arena_size); + + if (interpreter.AllocateTensors() != kTfLiteOk) + { + //TF_LITE_REPORT_ERROR(error_reporter, "ERROR: In AllocateTensors()."); + return -1; + } + + //for (size_t i = 0; i < resnet8_fp16_data_sample_cnt; i++) + for (size_t i = 0; i < 1; i++) + { + memcpy(interpreter.input(0)->data.f, (float *)resnet8_fp16_input_data[i], resnet8_fp16_input_data_len[i] * 2); //Bytes to copy is 4*len + + if (interpreter.Invoke() != kTfLiteOk) + { + //TF_LITE_REPORT_ERROR(error_reporter, "ERROR: In Invoke()."); + return -1; + } + + int8_t top_index = 0; + _Float16* output_ptr = (_Float16*)interpreter.output(0)->data.f; + for (size_t j = 0; j < resnet8_fp16_model_label_cnt; j++) + { + if (output_ptr[j] > output_ptr[top_index]) + { + top_index = j; + } + } + + if (top_index != resnet8_fp16_output_data_ref[i]) + { + //uart_printf("ERROR: at #%d, top_index %d resnet8_fp16_output_data_ref %d \n", i, top_index, resnet8_fp16_output_data_ref[i]); + return -1; + } + else + { + //uart_printf("Sample #%d pass, top_index %d matches ref %d \n", i, top_index, resnet8_fp16_output_data_ref[i]); + } + } + return 0; +} + +int main(int argc, char *argv[]) +{ + int ret = run_test(); + if (ret != 0) + { + #if defined(PRINT_OUTPUTS) + uart_printf("Test Failed!\n"); + #endif + benchmark_failure(); + + } + else + { + #if defined(PRINT_OUTPUTS) + uart_printf("Test Success!\n"); + #endif + benchmark_success(); + } + + return ret; +} diff --git a/benchmark_sources/FP16/resnet8_16_bit_ops/resnet8_fp16_data/resnet8_fp16_input_data.cc b/benchmark_sources/FP16/resnet8_16_bit_ops/resnet8_fp16_data/resnet8_fp16_input_data.cc new file mode 100644 index 0000000..b0ce66e --- /dev/null +++ b/benchmark_sources/FP16/resnet8_16_bit_ops/resnet8_fp16_data/resnet8_fp16_input_data.cc @@ -0,0 +1,263 @@ +#include "resnet8_fp16_input_data.h" +const _Float16 resnet8_fp16_input_data_0000[] = { +39.97, 41.94, 43.12, 50.9, 51.0, 56.8, 45.25, 47.1, 45.56, 42.66, 45.34, 39.3, +41.16, 43.6, 38.72, 42.12, 43.75, 38.75, 41.75, 43.72, 38.97, 38.28, 40.16, 34.66, +34.1, 36.1, 30.2, 34.94, 37.7, 32.25, 35.16, 38.4, 34.6, 35.62, 36.84, 34.22, +44.44, 44.22, 44.16, 47.1, 46.75, 54.22, 39.8, 40.78, 49.22, 33.62, 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88.8, 114.06, 93.4, 87.44, 110.9, 91.25, 86.06, +131.2, 110.1, 100.94, 131.8, 108.06, 97.5, 129.6, 103.9, 93.8, 127.9, 103.0, 93.6, +135.8, 111.9, 101.8, 155.6, 131.5, 119.75, 151.6, 125.8, 117.75, 137.1, 110.4, 102.06, +134.5, 108.7, 100.0, 143.4, 121.25, 112.8, 156.5, 135.8, 126.6, 148.6, 124.0, 115.3, +138.9, 114.44, 104.5, 149.9, 128.8, 120.1, 160.6, 136.0, 125.8, 156.2, 128.5, 119.0, +151.8, 125.25, 118.0, 150.0, 123.8, 115.7, 148.5, 121.6, 112.25, 149.9, 122.06, 112.75, +151.8, 123.56, 113.75, 154.9, 126.94, 115.9, 156.8, 128.0, 117.0, 157.0, 127.1, 116.4, +157.0, 127.3, 115.7, 155.9, 127.25, 115.2, 148.8, 120.8, 108.94, 141.0, 113.5, 102.06, +138.4, 111.44, 100.4, 135.9, 109.3, 98.75, 133.4, 107.2, 97.06, 130.8, 105.1, 95.44, +118.0, 100.6, 94.25, 125.8, 104.94, 96.0, 129.6, 105.8, 95.56, 130.6, 107.25, 97.56, +118.94, 98.5, 91.8, 117.2, 98.94, 93.56, 122.06, 98.06, 93.0, 125.25, 98.56, 92.9, +123.5, 100.4, 92.7, 147.0, 126.8, 117.1, 153.0, 132.0, 124.2, 125.6, 100.3, 95.5, +113.6, 89.9, 82.56, 142.4, 121.75, 116.56, 161.5, 137.4, 128.2, 145.5, 119.25, 111.2, +139.8, 114.3, 108.2, 139.5, 113.75, 108.44, 133.8, 110.7, 105.3, 131.1, 109.1, 103.4, +134.5, 108.6, 103.44, 142.0, 114.25, 106.6, 149.9, 121.6, 111.25, 155.1, 126.56, 116.2, +157.0, 128.0, 116.6, 158.2, 128.8, 116.5, 153.1, 123.8, 111.8, 148.9, 120.06, 108.06, +148.0, 119.3, 107.3, 147.1, 118.56, 106.56, 146.1, 117.8, 105.8, 145.2, 117.06, 105.06, +114.44, 96.5, 88.75, 116.94, 98.4, 90.4, 114.7, 95.5, 87.7, 126.6, 106.3, 99.0, +126.3, 106.9, 100.1, 122.06, 104.06, 97.25, 119.2, 95.1, 91.06, 128.0, 102.6, 97.6, +125.0, 103.9, 94.7, 149.6, 129.1, 116.25, 147.9, 124.4, 115.5, 111.6, 84.44, 78.3, +110.3, 85.25, 75.4, 138.6, 118.25, 110.44, 166.5, 143.2, 132.9, 146.0, 119.75, 109.3, +140.1, 114.56, 104.75, 138.5, 112.25, 103.06, 137.2, 115.5, 106.0, 142.5, 120.6, 112.5, +137.1, 110.94, 104.94, 136.1, 108.25, 100.7, 144.1, 115.6, 105.25, 151.5, 123.06, 113.0, +151.0, 122.5, 112.8, 154.6, 126.0, 114.5, 150.9, 122.56, 110.56, 149.2, 121.0, 109.0, +149.4, 121.0, 109.0, 149.5, 121.0, 109.0, 149.6, 121.0, 109.0, 149.8, 121.0, 109.0, +119.9, 101.06, 96.44, 119.94, 101.1, 95.9, 112.94, 94.4, 88.7, 116.44, 98.5, 93.4, +129.1, 111.3, 105.56, 136.9, 118.9, 113.7, 134.9, 113.5, 112.4, 129.9, 107.5, 104.6, +140.5, 119.6, 109.75, 157.5, 136.9, 124.06, 146.5, 124.6, 115.94, 116.94, 92.56, 82.8, +120.0, 97.44, 84.5, 144.8, 124.5, 112.7, 159.8, 136.5, 121.94, 141.9, 114.9, 103.0, +138.5, 112.5, 101.8, 135.0, 108.44, 96.94, 154.2, 132.2, 119.4, 168.6, 147.5, 134.6, +137.1, 110.2, 99.94, 139.8, 111.8, 102.44, 146.6, 118.6, 108.7, 153.6, 125.06, 114.44, +145.6, 118.7, 107.25, 139.5, 115.44, 102.9, 132.8, 108.5, 95.56, 134.8, 109.94, 97.2, +137.5, 112.06, 99.44, 140.2, 114.2, 101.7, 142.9, 116.25, 103.94, 145.6, 118.4, 106.2, +117.1, 98.0, 94.25, 115.56, 94.8, 89.75, 118.9, 98.5, 92.2, 118.44, 99.8, 93.2, +117.5, 98.6, 93.6, 120.44, 100.06, 94.44, 120.06, 101.25, 92.06, 122.44, 102.5, 95.2, +157.5, 134.8, 125.4, 174.5, 152.6, 141.0, 143.6, 124.1, 117.9, 116.25, 95.2, 87.4, +120.2, 100.75, 88.9, 151.9, 130.5, 120.44, 157.8, 134.2, 122.0, 130.9, 105.06, 96.1, +128.6, 103.0, 95.9, 122.44, 97.4, 88.1, 121.75, 99.94, 88.6, 140.4, 118.6, 107.75, +143.6, 117.7, 107.7, 142.9, 117.75, 108.7, 142.2, 117.3, 109.44, 146.8, 120.9, 112.4, +143.8, 119.0, 110.0, 129.5, 107.75, 99.0, 122.6, 100.5, 91.2, 124.0, 101.56, 91.7, +125.4, 102.6, 92.1, 126.7, 103.7, 92.56, 128.1, 104.7, 93.0, 129.4, 105.75, 93.5, +114.75, 95.2, 91.1, 113.56, 92.06, 86.56, 122.5, 101.5, 93.5, 128.0, 108.0, 99.0, +124.6, 103.7, 98.56, 118.2, 98.56, 94.7, 109.6, 93.4, 87.1, 104.25, 89.1, 84.0, +126.06, 109.2, 104.7, 146.8, 127.94, 121.5, 126.06, 108.56, 103.7, 103.44, 86.5, 81.25, +114.6, 96.44, 89.6, 156.8, 135.2, 128.5, 169.6, 145.8, 136.8, 128.5, 104.3, 96.56, +118.5, 94.2, 88.1, 121.8, 97.94, 91.0, 123.5, 102.06, 94.4, 132.0, 111.9, 104.75, +139.9, 118.9, 111.2, 134.6, 113.5, 105.9, 127.3, 106.4, 100.4, 127.56, 106.2, 100.2, +121.4, 100.7, 94.6, 119.94, 101.0, 94.9, 115.56, 96.3, 90.06, 116.6, 96.94, 90.25, +117.7, 97.56, 90.4, 118.75, 98.1, 90.56, 119.8, 98.75, 90.7, 120.9, 99.3, 90.8, +113.25, 93.25, 88.9, 114.6, 93.0, 87.3, 124.2, 103.44, 94.9, 128.0, 108.0, 99.25, +123.6, 102.3, 98.1, 117.3, 98.4, 93.94, 107.1, 91.3, 85.3, 96.6, 83.44, 79.8, +102.94, 90.3, 89.5, 111.1, 96.44, 94.7, 104.2, 88.2, 85.2, 96.4, 79.8, 75.7, +98.25, 79.6, 74.6, 117.3, 96.56, 91.4, 132.2, 111.06, 105.44, 129.9, 108.94, 102.94, +127.1, 104.9, 98.06, 124.3, 101.3, 94.3, 120.2, 98.44, 90.3, 121.8, 100.8, 91.44, +124.2, 103.75, 96.5, 119.56, 99.7, 93.7, 117.1, 97.8, 91.8, 119.25, 100.1, 94.1, +114.6, 95.75, 89.44, 115.5, 97.44, 89.3, 121.3, 103.25, 93.6, 120.3, 102.06, 93.0, +119.25, 100.8, 92.44, 118.2, 99.6, 91.8, 117.1, 98.44, 91.2, 116.06, 97.25, 90.6, +}; +const size_t resnet8_fp16_input_data_0000_len = 3072; + +const _Float16* resnet8_fp16_input_data[] = {resnet8_fp16_input_data_0000}; +const size_t resnet8_fp16_input_data_len[] = {resnet8_fp16_input_data_0000_len}; diff --git a/benchmark_sources/FP16/resnet8_16_bit_ops/resnet8_fp16_data/resnet8_fp16_input_data.h b/benchmark_sources/FP16/resnet8_16_bit_ops/resnet8_fp16_data/resnet8_fp16_input_data.h new file mode 100644 index 0000000..2667a42 --- /dev/null +++ b/benchmark_sources/FP16/resnet8_16_bit_ops/resnet8_fp16_data/resnet8_fp16_input_data.h @@ -0,0 +1,10 @@ +#ifndef RESNET8_FP16_INPUT_DATA_H +#define RESNET8_FP16_INPUT_DATA_H + +#include +#include + +const size_t resnet8_fp16_data_sample_cnt = 1; +extern const _Float16* resnet8_fp16_input_data[]; +extern const size_t resnet8_fp16_input_data_len[]; +#endif /* RESNET8_FP16_INPUT_DATA_H */ diff --git a/benchmark_sources/FP16/resnet8_16_bit_ops/resnet8_fp16_data/resnet8_fp16_model_data.cc b/benchmark_sources/FP16/resnet8_16_bit_ops/resnet8_fp16_data/resnet8_fp16_model_data.cc new file mode 100644 index 0000000..7bc1d3b --- /dev/null +++ b/benchmark_sources/FP16/resnet8_16_bit_ops/resnet8_fp16_data/resnet8_fp16_model_data.cc @@ -0,0 +1,13600 @@ +#include "resnet8_fp16_model_data.h" +const uint8_t resnet8_fp16_model_data[] __attribute__((aligned(16))) ={ + 0x1c, 0x00, 0x00, 0x00, 0x54, 0x46, 0x4c, 0x33, 0x14, 0x00, 0x20, 0x00, + 0x1c, 0x00, 0x18, 0x00, 0x14, 0x00, 0x10, 0x00, 0x0c, 0x00, 0x00, 0x00, + 0x08, 0x00, 0x04, 0x00, 0x14, 0x00, 0x00, 0x00, 0x1c, 0x00, 0x00, 0x00, + 0x80, 0x00, 0x00, 0x00, 0x08, 0x01, 0x00, 0x00, 0xcc, 0x60, 0x02, 0x00, + 0xdc, 0x60, 0x02, 0x00, 0x88, 0x7c, 0x02, 0x00, 0x03, 0x00, 0x00, 0x00, + 0x01, 0x00, 0x00, 0x00, 0x04, 0x00, 0x00, 0x00, 0x16, 0x9e, 0xfd, 0xff, + 0x0c, 0x00, 0x00, 0x00, 0x1c, 0x00, 0x00, 0x00, 0x38, 0x00, 0x00, 0x00, + 0x0f, 0x00, 0x00, 0x00, 0x73, 0x65, 0x72, 0x76, 0x69, 0x6e, 0x67, 0x5f, + 0x64, 0x65, 0x66, 0x61, 0x75, 0x6c, 0x74, 0x00, 0x01, 0x00, 0x00, 0x00, + 0x04, 0x00, 0x00, 0x00, 0x6c, 0xff, 0xff, 0xff, 0x2b, 0x00, 0x00, 0x00, + 0x04, 0x00, 0x00, 0x00, 0x05, 0x00, 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0x20, 0x00, 0x00, 0x00, 0x20, 0x00, 0x00, 0x00, 0x03, 0x00, 0x00, 0x00, + 0x78, 0xff, 0xff, 0xff, 0x19, 0x00, 0x00, 0x00, 0x73, 0x65, 0x72, 0x76, + 0x69, 0x6e, 0x67, 0x5f, 0x64, 0x65, 0x66, 0x61, 0x75, 0x6c, 0x74, 0x5f, + 0x69, 0x6e, 0x70, 0x75, 0x74, 0x5f, 0x31, 0x3a, 0x30, 0x00, 0x00, 0x00, + 0x04, 0x00, 0x00, 0x00, 0x01, 0x00, 0x00, 0x00, 0x20, 0x00, 0x00, 0x00, + 0x20, 0x00, 0x00, 0x00, 0x03, 0x00, 0x00, 0x00, 0x07, 0x00, 0x00, 0x00, + 0x78, 0x00, 0x00, 0x00, 0x5c, 0x00, 0x00, 0x00, 0x48, 0x00, 0x00, 0x00, + 0x34, 0x00, 0x00, 0x00, 0x24, 0x00, 0x00, 0x00, 0x14, 0x00, 0x00, 0x00, + 0x04, 0x00, 0x00, 0x00, 0xc8, 0xff, 0xff, 0xff, 0x19, 0x00, 0x00, 0x00, + 0x00, 0x00, 0x00, 0x19, 0xd4, 0xff, 0xff, 0xff, 0x09, 0x00, 0x00, 0x00, + 0x00, 0x00, 0x00, 0x09, 0xe0, 0xff, 0xff, 0xff, 0x16, 0x00, 0x00, 0x00, + 0x00, 0x00, 0x00, 0x16, 0xec, 0xff, 0xff, 0xff, 0x01, 0x00, 0x00, 0x00, + 0x00, 0x00, 0x00, 0x01, 0x04, 0x00, 0x04, 0x00, 0x04, 0x00, 0x00, 0x00, + 0x0c, 0x00, 0x0c, 0x00, 0x0b, 0x00, 0x00, 0x00, 0x00, 0x00, 0x04, 0x00, + 0x0c, 0x00, 0x00, 0x00, 0x03, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x03, + 0x0c, 0x00, 0x10, 0x00, 0x0f, 0x00, 0x00, 0x00, 0x08, 0x00, 0x04, 0x00, + 0x0c, 0x00, 0x00, 0x00, 0x06, 0x00, 0x00, 0x00, 0x03, 0x00, 0x00, 0x00, + 0x00, 0x00, 0x00, 0x06 +}; +const size_t resnet8_fp16_model_data_len = 163144; diff --git a/benchmark_sources/FP16/resnet8_16_bit_ops/resnet8_fp16_data/resnet8_fp16_model_data.h b/benchmark_sources/FP16/resnet8_16_bit_ops/resnet8_fp16_data/resnet8_fp16_model_data.h new file mode 100644 index 0000000..fd251d0 --- /dev/null +++ b/benchmark_sources/FP16/resnet8_16_bit_ops/resnet8_fp16_data/resnet8_fp16_model_data.h @@ -0,0 +1,9 @@ +#ifndef RESNET8_FP16_MODEL_DATA_H +#define RESNET8_FP16_MODEL_DATA_H + +#include +#include + +extern const uint8_t resnet8_fp16_model_data[]; +extern const size_t resnet8_fp16_model_data_size; +#endif /* RESNET8_FP16_MODEL_DATA_H */ diff --git a/benchmark_sources/FP16/resnet8_16_bit_ops/resnet8_fp16_data/resnet8_fp16_model_settings.cc b/benchmark_sources/FP16/resnet8_16_bit_ops/resnet8_fp16_data/resnet8_fp16_model_settings.cc new file mode 100644 index 0000000..9e19938 --- /dev/null +++ b/benchmark_sources/FP16/resnet8_16_bit_ops/resnet8_fp16_data/resnet8_fp16_model_settings.cc @@ -0,0 +1,2 @@ +#include "resnet8_fp16_model_settings.h" +const char* resnet8_fp16_model_labels[] = {"plane", "car", "bird", "cat", "deer", "dog", "frog", "horse", "ship", "truck"}; \ No newline at end of file diff --git a/benchmark_sources/FP16/resnet8_16_bit_ops/resnet8_fp16_data/resnet8_fp16_model_settings.h b/benchmark_sources/FP16/resnet8_16_bit_ops/resnet8_fp16_data/resnet8_fp16_model_settings.h new file mode 100644 index 0000000..76a3e9e --- /dev/null +++ b/benchmark_sources/FP16/resnet8_16_bit_ops/resnet8_fp16_data/resnet8_fp16_model_settings.h @@ -0,0 +1,9 @@ +#ifndef RESNET8_FP16_MODEL_SETTINGS_H +#define RESNET8_FP16_MODEL_SETTINGS_H + +#include +#include + +const size_t resnet8_fp16_model_label_cnt = 10; +extern const char* resnet8_fp16_model_labels[]; +#endif /* RESNET8_FP16_MODEL_SETTINGS_H */ diff --git a/benchmark_sources/FP16/resnet8_16_bit_ops/resnet8_fp16_data/resnet8_fp16_output_data_ref.cc b/benchmark_sources/FP16/resnet8_16_bit_ops/resnet8_fp16_data/resnet8_fp16_output_data_ref.cc new file mode 100644 index 0000000..8bbf3fa --- /dev/null +++ b/benchmark_sources/FP16/resnet8_16_bit_ops/resnet8_fp16_data/resnet8_fp16_output_data_ref.cc @@ -0,0 +1,3 @@ +#include "resnet8_fp16_output_data_ref.h" + +extern const uint8_t resnet8_fp16_output_data_ref[] = {0}; diff --git a/benchmark_sources/FP16/resnet8_16_bit_ops/resnet8_fp16_data/resnet8_fp16_output_data_ref.h b/benchmark_sources/FP16/resnet8_16_bit_ops/resnet8_fp16_data/resnet8_fp16_output_data_ref.h new file mode 100644 index 0000000..6de309e --- /dev/null +++ b/benchmark_sources/FP16/resnet8_16_bit_ops/resnet8_fp16_data/resnet8_fp16_output_data_ref.h @@ -0,0 +1,8 @@ +#ifndef RESNET8_FP16_OUTPUT_DATA_REF_H +#define RESNET8_FP16_OUTPUT_DATA_REF_H + +#include +#include + +extern const uint8_t resnet8_fp16_output_data_ref[]; +#endif /* RESNET8_FP16_OUTPUT_DATA_REF_H */ diff --git a/benchmark_sources/FP16/vww_16_bit_ops/CMakeLists.txt b/benchmark_sources/FP16/vww_16_bit_ops/CMakeLists.txt new file mode 100644 index 0000000..9b445ea --- /dev/null +++ b/benchmark_sources/FP16/vww_16_bit_ops/CMakeLists.txt @@ -0,0 +1 @@ +add_Benchmark(vww_fp16 ${CMAKE_CURRENT_SOURCE_DIR} ${BUILD_DIR}/benchmark_sources/FP16/vww) \ No newline at end of file diff --git a/benchmark_sources/FP16/vww_16_bit_ops/vww_fp16.cpp b/benchmark_sources/FP16/vww_16_bit_ops/vww_fp16.cpp new file mode 100644 index 0000000..879ca90 --- /dev/null +++ b/benchmark_sources/FP16/vww_16_bit_ops/vww_fp16.cpp @@ -0,0 +1,104 @@ +#include +#include +#include +#include +#include + +#include "vww_fp16_data/vww_fp16_input_data.h" +#include "vww_fp16_data/vww_fp16_model_data.h" +#include "vww_fp16_data/vww_fp16_model_settings.h" +#include "vww_fp16_data/vww_fp16_output_data_ref.h" + +#include "tensorflow/lite/micro/tflite_bridge/micro_error_reporter.h" +#include "tensorflow/lite/micro/micro_interpreter.h" +#include "tensorflow/lite/micro/micro_mutable_op_resolver.h" +#include "tensorflow/lite/schema/schema_generated.h" + +extern "C" { +#include "runtime.h" +#include "uart.h" +#include "terminate_benchmark.h" +} + +constexpr size_t tensor_arena_size = 256 * 1024 * 4; +alignas(16) uint8_t tensor_arena[tensor_arena_size]; + +int run_test() +{ + //tflite::MicroErrorReporter micro_error_reporter; + //tflite::ErrorReporter *error_reporter = µ_error_reporter; + + const tflite::Model *model = tflite::GetModel(vww_fp16_model_data); + + static tflite::MicroMutableOpResolver<7> resolver; + resolver.AddFullyConnected(); + resolver.AddConv2D(); + resolver.AddDepthwiseConv2D(); + resolver.AddAveragePool2D(); + resolver.AddReshape(); + resolver.AddSoftmax(); + resolver.AddDequantize(); + + tflite::MicroInterpreter interpreter(model, resolver, tensor_arena, tensor_arena_size); + + if (interpreter.AllocateTensors() != kTfLiteOk) + { + // TF_LITE_REPORT_ERROR(error_reporter, "ERROR: In AllocateTensors()."); + return -1; + } + + //for (size_t i = 0; i < vww_fp16_data_sample_cnt; i++) + for (size_t i = 0; i < 1; i++) + { + memcpy(interpreter.input(0)->data.f, (float *)vww_fp16_input_data[i], vww_fp16_input_data_len[i] * 2); //Bytes to copy is 4*len + + if (interpreter.Invoke() != kTfLiteOk) + { + //TF_LITE_REPORT_ERROR(error_reporter, "ERROR: In Invoke()."); + return -1; + } + + int8_t top_index = 0; + _Float16* output_ptr = (_Float16*)interpreter.output(0)->data.f; + for (size_t j = 0; j < vww_fp16_model_label_cnt; j++) + { + if (output_ptr[j] > output_ptr[top_index]) + { + top_index = j; + } + } + + if (top_index != vww_fp16_output_data_ref[i]) + { + //uart_printf("ERROR: at #%d, top_index %d vww_fp16_output_data_ref %d \n", i, top_index, vww_fp16_output_data_ref[i]); + return -1; + } + else + { + //uart_printf("Sample #%d pass, top_index %d matches ref %d \n", i, top_index, vww_fp16_output_data_ref[i]); + } + } + return 0; +} + +int main(int argc, char *argv[]) +{ + int ret = run_test(); + if (ret != 0) + { + #if defined(PRINT_OUTPUTS) + uart_printf("Test Failed!\n"); + #endif + benchmark_failure(); + + } + else + { + #if defined(PRINT_OUTPUTS) + uart_printf("Test Success!\n"); + #endif + benchmark_success(); + } + + return ret; +} diff --git a/benchmark_sources/FP16/vww_16_bit_ops/vww_fp16_data/vww_fp16_input_data.cc b/benchmark_sources/FP16/vww_16_bit_ops/vww_fp16_data/vww_fp16_input_data.cc new file mode 100644 index 0000000..d7df710 --- /dev/null +++ b/benchmark_sources/FP16/vww_16_bit_ops/vww_fp16_data/vww_fp16_input_data.cc @@ -0,0 +1,2311 @@ +#include "vww_fp16_input_data.h" +const _Float16 vww_fp16_input_data_0000[] = { +0.4927, 0.356, 0.1554, 0.4924, 0.3562, 0.1553, 0.4924, 0.3562, 0.1552, 0.5015, 0.3677, 0.1549, +0.535, 0.4001, 0.1626, 0.584, 0.4495, 0.1765, 0.64, 0.5034, 0.1908, 0.706, 0.5723, 0.2258, +0.784, 0.6616, 0.3018, 0.851, 0.7354, 0.384, 0.9204, 0.8257, 0.508, 0.9956, 0.9277, 0.6743, +1.0, 0.9834, 0.8115, 1.0, 0.986, 0.9033, 1.0, 0.9907, 0.98, 0.9927, 0.9893, 1.0, +0.9717, 0.9824, 1.0, 0.9766, 0.994, 0.969, 0.9937, 1.0, 0.938, 0.9917, 0.966, 0.962, +0.9995, 0.956, 0.902, 0.9443, 0.8613, 0.6025, 0.866, 0.7646, 0.4355, 0.7817, 0.669, 0.3804, +0.564, 0.4438, 0.2493, 0.3894, 0.286, 0.1838, 0.3364, 0.2798, 0.1616, 0.2756, 0.263, 0.11804, +0.2318, 0.2483, 0.1332, 0.2844, 0.3264, 0.2421, 0.3013, 0.3518, 0.2798, 0.1808, 0.2245, 0.1611, +0.0985, 0.1047, 0.06247, 0.10205, 0.08545, 0.04822, 0.1293, 0.1038, 0.05573, 0.1915, 0.1545, 0.0994, +0.1273, 0.0852, 0.02916, 0.1217, 0.08813, 0.03845, 0.11316, 0.09106, 0.042, 0.11224, 0.11206, 0.0673, +0.09644, 0.10675, 0.06915, 0.0944, 0.1149, 0.0756, 0.0875, 0.0985, 0.0539, 0.11145, 0.10175, 0.0407, +0.13, 0.0987, 0.02084, 0.1824, 0.1292, 0.03256, 0.3264, 0.251, 0.11786, 0.3948, 0.298, 0.128, +0.4072, 0.2993, 0.1159, 0.4045, 0.2913, 0.1012, 0.3818, 0.261, 0.06213, 0.3643, 0.2423, 0.03075, +0.3745, 0.2494, 0.0271, 0.514, 0.389, 0.1503, 0.713, 0.5913, 0.3357, 0.7114, 0.596, 0.32, +0.676, 0.5674, 0.2776, 0.7, 0.5986, 0.293, 0.6987, 0.608, 0.2896, 0.7056, 0.6235, 0.2947, +0.712, 0.635, 0.317, 0.693, 0.6206, 0.347, 0.6885, 0.6133, 0.3635, 0.686, 0.5967, 0.3247, +0.6895, 0.5825, 0.2864, 0.705, 0.5874, 0.279, 0.7017, 0.586, 0.2842, 0.655, 0.551, 0.2803, +0.5986, 0.5137, 0.283, 0.5825, 0.518, 0.3328, 0.558, 0.51, 0.3528, 0.517, 0.4763, 0.3254, +0.5337, 0.4836, 0.312, 0.5376, 0.476, 0.2664, 0.5835, 0.509, 0.2556, 0.615, 0.5312, 0.2678, +0.613, 0.533, 0.2942, 0.587, 0.5024, 0.3025, 0.508, 0.4229, 0.2722, 0.413, 0.3276, 0.2307, +0.3687, 0.278, 0.2327, 0.3706, 0.2803, 0.2712, 0.3745, 0.2917, 0.297, 0.3936, 0.3179, 0.323, +0.3806, 0.3203, 0.317, 0.367, 0.315, 0.2866, 0.3281, 0.2876, 0.2468, 0.3918, 0.3606, 0.3076, +0.3738, 0.35, 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b/benchmark_sources/FP16/vww_16_bit_ops/vww_fp16_data/vww_fp16_input_data.h @@ -0,0 +1,10 @@ +#ifndef VWW_FP16_INPUT_DATA_H +#define VWW_FP16_INPUT_DATA_H + +#include +#include + +const size_t vww_fp16_data_sample_cnt = 1; +extern const _Float16* vww_fp16_input_data[]; +extern const size_t vww_fp16_input_data_len[]; +#endif /* VWW_FP16_INPUT_DATA_H */ diff --git a/benchmark_sources/FP16/vww_16_bit_ops/vww_fp16_data/vww_fp16_model_data.cc b/benchmark_sources/FP16/vww_16_bit_ops/vww_fp16_data/vww_fp16_model_data.cc new file mode 100644 index 0000000..6a380bc --- /dev/null +++ b/benchmark_sources/FP16/vww_16_bit_ops/vww_fp16_data/vww_fp16_model_data.cc @@ -0,0 +1,36820 @@ +#include "vww_fp16_model_data.h" +const uint8_t vww_fp16_model_data[] __attribute__((aligned(16))) ={ + 0x1c, 0x00, 0x00, 0x00, 0x54, 0x46, 0x4c, 0x33, 0x14, 0x00, 0x20, 0x00, + 0x1c, 0x00, 0x18, 0x00, 0x14, 0x00, 0x10, 0x00, 0x0c, 0x00, 0x00, 0x00, + 0x08, 0x00, 0x04, 0x00, 0x14, 0x00, 0x00, 0x00, 0x1c, 0x00, 0x00, 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0x00, + 0x60, 0x00, 0x00, 0x00, 0x44, 0x00, 0x00, 0x00, 0x34, 0x00, 0x00, 0x00, + 0x24, 0x00, 0x00, 0x00, 0x14, 0x00, 0x00, 0x00, 0x04, 0x00, 0x00, 0x00, + 0xc4, 0xff, 0xff, 0xff, 0x19, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x19, + 0xd0, 0xff, 0xff, 0xff, 0x09, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x09, + 0xdc, 0xff, 0xff, 0xff, 0x16, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x16, + 0xe8, 0xff, 0xff, 0xff, 0x01, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x01, + 0xf4, 0xff, 0xff, 0xff, 0x04, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x04, + 0x0c, 0x00, 0x0c, 0x00, 0x0b, 0x00, 0x00, 0x00, 0x00, 0x00, 0x04, 0x00, + 0x0c, 0x00, 0x00, 0x00, 0x03, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x03, + 0x0c, 0x00, 0x10, 0x00, 0x0f, 0x00, 0x00, 0x00, 0x08, 0x00, 0x04, 0x00, + 0x0c, 0x00, 0x00, 0x00, 0x06, 0x00, 0x00, 0x00, 0x03, 0x00, 0x00, 0x00, + 0x00, 0x00, 0x00, 0x06 +}; +const size_t vww_fp16_model_data_len = 441784; diff --git a/benchmark_sources/FP16/vww_16_bit_ops/vww_fp16_data/vww_fp16_model_data.h b/benchmark_sources/FP16/vww_16_bit_ops/vww_fp16_data/vww_fp16_model_data.h new file mode 100644 index 0000000..50f0c5b --- /dev/null +++ b/benchmark_sources/FP16/vww_16_bit_ops/vww_fp16_data/vww_fp16_model_data.h @@ -0,0 +1,9 @@ +#ifndef VWW_FP16_MODEL_DATA_H +#define VWW_FP16_MODEL_DATA_H + +#include +#include + +extern const uint8_t vww_fp16_model_data[]; +extern const size_t vww_fp16_model_data_size; +#endif /* VWW_FP16_MODEL_DATA_H */ diff --git a/benchmark_sources/FP16/vww_16_bit_ops/vww_fp16_data/vww_fp16_model_settings.cc b/benchmark_sources/FP16/vww_16_bit_ops/vww_fp16_data/vww_fp16_model_settings.cc new file mode 100644 index 0000000..db18eeb --- /dev/null +++ b/benchmark_sources/FP16/vww_16_bit_ops/vww_fp16_data/vww_fp16_model_settings.cc @@ -0,0 +1,2 @@ +#include "vww_fp16_model_settings.h" +const char* vww_fp16_model_labels[] = {"non_person", "person"}; \ No newline at end of file diff --git a/benchmark_sources/FP16/vww_16_bit_ops/vww_fp16_data/vww_fp16_model_settings.h b/benchmark_sources/FP16/vww_16_bit_ops/vww_fp16_data/vww_fp16_model_settings.h new file mode 100644 index 0000000..6080844 --- /dev/null +++ b/benchmark_sources/FP16/vww_16_bit_ops/vww_fp16_data/vww_fp16_model_settings.h @@ -0,0 +1,9 @@ +#ifndef VWW_FP16_MODEL_SETTINGS_H +#define VWW_FP16_MODEL_SETTINGS_H + +#include +#include + +const size_t vww_fp16_model_label_cnt = 2; +extern const char* vww_fp16_model_labels[]; +#endif /* VWW_FP16_MODEL_SETTINGS_H */ diff --git a/benchmark_sources/FP16/vww_16_bit_ops/vww_fp16_data/vww_fp16_output_data_ref.cc b/benchmark_sources/FP16/vww_16_bit_ops/vww_fp16_data/vww_fp16_output_data_ref.cc new file mode 100644 index 0000000..e077ade --- /dev/null +++ b/benchmark_sources/FP16/vww_16_bit_ops/vww_fp16_data/vww_fp16_output_data_ref.cc @@ -0,0 +1,3 @@ +#include "vww_fp16_output_data_ref.h" + +extern const uint8_t vww_fp16_output_data_ref[] = {0}; diff --git a/benchmark_sources/FP16/vww_16_bit_ops/vww_fp16_data/vww_fp16_output_data_ref.h b/benchmark_sources/FP16/vww_16_bit_ops/vww_fp16_data/vww_fp16_output_data_ref.h new file mode 100644 index 0000000..c04fb56 --- /dev/null +++ b/benchmark_sources/FP16/vww_16_bit_ops/vww_fp16_data/vww_fp16_output_data_ref.h @@ -0,0 +1,8 @@ +#ifndef VWW_FP16_OUTPUT_DATA_REF_H +#define VWW_FP16_OUTPUT_DATA_REF_H + +#include +#include + +extern const uint8_t vww_fp16_output_data_ref[]; +#endif /* VWW_FP16_OUTPUT_DATA_REF_H */ diff --git a/benchmark_sources/FP32/resnet8/CMakeLists.txt b/benchmark_sources/FP32/resnet8/CMakeLists.txt new file mode 100644 index 0000000..01ed5a2 --- /dev/null +++ b/benchmark_sources/FP32/resnet8/CMakeLists.txt @@ -0,0 +1 @@ +add_Benchmark(resnet8_fp32 ${CMAKE_CURRENT_SOURCE_DIR} ${BUILD_DIR}/benchmark_sources/FP32/resnet8) \ No newline at end of file diff --git a/benchmark_sources/FP32/resnet8/resnet8_fp32.cpp b/benchmark_sources/FP32/resnet8/resnet8_fp32.cpp new file mode 100644 index 0000000..d83aabd --- /dev/null +++ b/benchmark_sources/FP32/resnet8/resnet8_fp32.cpp @@ -0,0 +1,104 @@ +#include +#include +#include +#include +#include + +#include "resnet8_fp32_data/resnet8_fp32_input_data.h" +#include "resnet8_fp32_data/resnet8_fp32_model_data.h" +#include "resnet8_fp32_data/resnet8_fp32_model_settings.h" +#include "resnet8_fp32_data/resnet8_fp32_output_data_ref.h" + +#include "tensorflow/lite/micro/tflite_bridge/micro_error_reporter.h" +#include "tensorflow/lite/micro/micro_interpreter.h" +#include "tensorflow/lite/micro/micro_mutable_op_resolver.h" +#include "tensorflow/lite/schema/schema_generated.h" + +extern "C" { +#include "runtime.h" +#include "uart.h" +#include "terminate_benchmark.h" +} + +constexpr size_t tensor_arena_size = 256 * 1024 * 4; +alignas(16) uint8_t tensor_arena[tensor_arena_size]; + +int run_test() +{ + //tflite::MicroErrorReporter micro_error_reporter; + //tflite::ErrorReporter *error_reporter = µ_error_reporter; + + const tflite::Model *model = tflite::GetModel(resnet8_fp32_model_data); + + static tflite::MicroMutableOpResolver<8> resolver; + resolver.AddFullyConnected(); + resolver.AddConv2D(); + resolver.AddDepthwiseConv2D(); + resolver.AddAveragePool2D(); + resolver.AddReshape(); + resolver.AddSoftmax(); + resolver.AddAdd(); + resolver.AddDequantize(); + + tflite::MicroInterpreter interpreter(model, resolver, tensor_arena, tensor_arena_size); + + if (interpreter.AllocateTensors() != kTfLiteOk) + { + //TF_LITE_REPORT_ERROR(error_reporter, "ERROR: In AllocateTensors()."); + return -1; + } + + //for (size_t i = 0; i < resnet8_fp32_data_sample_cnt; i++) + for (size_t i = 0; i < 1; i++) + { + memcpy(interpreter.input(0)->data.f, (float *)resnet8_fp32_input_data[i], resnet8_fp32_input_data_len[i] * 4); //Bytes to copy is 4*len + + if (interpreter.Invoke() != kTfLiteOk) + { + //TF_LITE_REPORT_ERROR(error_reporter, "ERROR: In Invoke()."); + return -1; + } + + int8_t top_index = 0; + for (size_t j = 0; j < resnet8_fp32_model_label_cnt; j++) + { + if (interpreter.output(0)->data.f[j] > interpreter.output(0)->data.f[top_index]) + { + top_index = j; + } + } + + if (top_index != resnet8_fp32_output_data_ref[i]) + { + //uart_printf("ERROR: at #%d, top_index %d resnet8_fp32_output_data_ref %d \n", i, top_index, resnet8_fp32_output_data_ref[i]); + return -1; + } + else + { + //uart_printf("Sample #%d pass, top_index %d matches ref %d \n", i, top_index, resnet8_fp32_output_data_ref[i]); + } + } + return 0; +} + +int main(int argc, char *argv[]) +{ + int ret = run_test(); + if (ret != 0) + { + #if defined(PRINT_OUTPUTS) + uart_printf("Test Failed!\n"); + #endif + benchmark_failure(); + + } + else + { + #if defined(PRINT_OUTPUTS) + uart_printf("Test Success!\n"); + #endif + benchmark_success(); + } + + return ret; +} diff --git a/benchmark_sources/FP32/resnet8/resnet8_fp32_data/resnet8_fp32_input_data.cc b/benchmark_sources/FP32/resnet8/resnet8_fp32_data/resnet8_fp32_input_data.cc new file mode 100644 index 0000000..d285b56 --- /dev/null +++ b/benchmark_sources/FP32/resnet8/resnet8_fp32_data/resnet8_fp32_input_data.cc @@ -0,0 +1,263 @@ +#include "resnet8_fp32_input_data.h" +const float resnet8_fp32_input_data_0000[] = { +81.621254, 89.33259, 100.97816, 75.48772, 84.72144, 96.06663, 70.277954, 79.04494, 90.08974, 59.880535, 68.180916, 79.70823, +60.417027, 68.13506, 76.61783, 64.77418, 72.01658, 80.27731, 71.08673, 69.04818, 89.82999, 75.815056, 61.553352, 94.390236, +78.62788, 53.721485, 95.8927, 88.399055, 70.53572, 116.41376, 85.53492, 81.94479, 123.4661, 77.68414, 88.02337, 117.57971, +83.04283, 101.41181, 126.45136, 89.13192, 106.60498, 132.77023, 88.48524, 100.099075, 127.15995, 74.56501, 79.14759, 98.61818, +61.675568, 60.330875, 71.62268, 62.426346, 53.511368, 59.48523, 74.643524, 58.538784, 57.47774, 96.34774, 74.14992, 63.18118, +124.92368, 97.279564, 78.980576, 128.91946, 102.68387, 81.96998, 114.587326, 92.55239, 75.96507, 115.65574, 95.56967, 82.483604, +119.1372, 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147.76018, 133.01358, 109.133484, +153.00565, 139.00565, 114.60677, 153.27332, 140.42444, 117.0, 148.44536, 137.54533, 114.23997, 144.88762, 136.46089, 111.10608, +148.2098, 141.70865, 114.16031, 151.62103, 144.55194, 117.2612, 147.98471, 139.02455, 113.5196, 141.80486, 131.15283, 106.60915, +144.5628, 132.27344, 106.35932, 148.2798, 134.3601, 107.72021, 148.72916, 134.13542, 107.270836, 148.73221, 133.82147, 106.82147, +148.05815, 133.3721, 106.3721, 147.38411, 132.92274, 105.92274, 146.71005, 132.47337, 105.47337, 146.03601, 132.024, 105.024, +}; +const size_t resnet8_fp32_input_data_0000_len = 3072; + +const float* resnet8_fp32_input_data[] = {resnet8_fp32_input_data_0000}; +const size_t resnet8_fp32_input_data_len[] = {resnet8_fp32_input_data_0000_len}; diff --git a/benchmark_sources/FP32/resnet8/resnet8_fp32_data/resnet8_fp32_input_data.h b/benchmark_sources/FP32/resnet8/resnet8_fp32_data/resnet8_fp32_input_data.h new file mode 100644 index 0000000..2ac816b --- /dev/null +++ b/benchmark_sources/FP32/resnet8/resnet8_fp32_data/resnet8_fp32_input_data.h @@ -0,0 +1,10 @@ +#ifndef RESNET8_FP32_INPUT_DATA_H +#define RESNET8_FP32_INPUT_DATA_H + +#include +#include + +const size_t resnet8_fp32_data_sample_cnt = 1; +extern const float* resnet8_fp32_input_data[]; +extern const size_t resnet8_fp32_input_data_len[]; +#endif /* RESNET8_FP32_INPUT_DATA_H */ diff --git a/benchmark_sources/FP32/resnet8/resnet8_fp32_data/resnet8_fp32_model_data.cc b/benchmark_sources/FP32/resnet8/resnet8_fp32_data/resnet8_fp32_model_data.cc new file mode 100644 index 0000000..2559300 --- /dev/null +++ b/benchmark_sources/FP32/resnet8/resnet8_fp32_data/resnet8_fp32_model_data.cc @@ -0,0 +1,26360 @@ +#include "resnet8_fp32_model_data.h" +const uint8_t resnet8_fp32_model_data[] __attribute__((aligned(16))) ={ + 0x1c, 0x00, 0x00, 0x00, 0x54, 0x46, 0x4c, 0x33, 0x14, 0x00, 0x20, 0x00, + 0x1c, 0x00, 0x18, 0x00, 0x14, 0x00, 0x10, 0x00, 0x0c, 0x00, 0x00, 0x00, + 0x08, 0x00, 0x04, 0x00, 0x14, 0x00, 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0x00, 0x00, 0x00, 0x00, 0x04, 0x00, + 0x0c, 0x00, 0x00, 0x00, 0x03, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x03 +}; +const size_t resnet8_fp32_model_data_len = 316272; diff --git a/benchmark_sources/FP32/resnet8/resnet8_fp32_data/resnet8_fp32_model_data.h b/benchmark_sources/FP32/resnet8/resnet8_fp32_data/resnet8_fp32_model_data.h new file mode 100644 index 0000000..53b0a63 --- /dev/null +++ b/benchmark_sources/FP32/resnet8/resnet8_fp32_data/resnet8_fp32_model_data.h @@ -0,0 +1,9 @@ +#ifndef RESNET8_FP32_MODEL_DATA_H +#define RESNET8_FP32_MODEL_DATA_H + +#include +#include + +extern const uint8_t resnet8_fp32_model_data[]; +extern const size_t resnet8_fp32_model_data_size; +#endif /* RESNET8_FP32_MODEL_DATA_H */ diff --git a/benchmark_sources/FP32/resnet8/resnet8_fp32_data/resnet8_fp32_model_settings.cc b/benchmark_sources/FP32/resnet8/resnet8_fp32_data/resnet8_fp32_model_settings.cc new file mode 100644 index 0000000..4366d41 --- /dev/null +++ b/benchmark_sources/FP32/resnet8/resnet8_fp32_data/resnet8_fp32_model_settings.cc @@ -0,0 +1,2 @@ +#include "resnet8_fp32_model_settings.h" +const char* resnet8_fp32_model_labels[] = {"plane", "car", "bird", "cat", "deer", "dog", "frog", "horse", "ship", "truck"}; \ No newline at end of file diff --git a/benchmark_sources/FP32/resnet8/resnet8_fp32_data/resnet8_fp32_model_settings.h b/benchmark_sources/FP32/resnet8/resnet8_fp32_data/resnet8_fp32_model_settings.h new file mode 100644 index 0000000..9f18e79 --- /dev/null +++ b/benchmark_sources/FP32/resnet8/resnet8_fp32_data/resnet8_fp32_model_settings.h @@ -0,0 +1,9 @@ +#ifndef RESNET8_FP32_MODEL_SETTINGS_H +#define RESNET8_FP32_MODEL_SETTINGS_H + +#include +#include + +const size_t resnet8_fp32_model_label_cnt = 10; +extern const char* resnet8_fp32_model_labels[]; +#endif /* RESNET8_FP32_MODEL_SETTINGS_H */ diff --git a/benchmark_sources/FP32/resnet8/resnet8_fp32_data/resnet8_fp32_output_data_ref.cc b/benchmark_sources/FP32/resnet8/resnet8_fp32_data/resnet8_fp32_output_data_ref.cc new file mode 100644 index 0000000..8752c04 --- /dev/null +++ b/benchmark_sources/FP32/resnet8/resnet8_fp32_data/resnet8_fp32_output_data_ref.cc @@ -0,0 +1,3 @@ +#include "resnet8_fp32_output_data_ref.h" + +extern const uint8_t resnet8_fp32_output_data_ref[] = {0}; diff --git a/benchmark_sources/FP32/resnet8/resnet8_fp32_data/resnet8_fp32_output_data_ref.h b/benchmark_sources/FP32/resnet8/resnet8_fp32_data/resnet8_fp32_output_data_ref.h new file mode 100644 index 0000000..bda3f62 --- /dev/null +++ b/benchmark_sources/FP32/resnet8/resnet8_fp32_data/resnet8_fp32_output_data_ref.h @@ -0,0 +1,8 @@ +#ifndef RESNET8_FP32_OUTPUT_DATA_REF_H +#define RESNET8_FP32_OUTPUT_DATA_REF_H + +#include +#include + +extern const uint8_t resnet8_fp32_output_data_ref[]; +#endif /* RESNET8_FP32_OUTPUT_DATA_REF_H */ diff --git a/benchmark_sources/FP32/vww/CMakeLists.txt b/benchmark_sources/FP32/vww/CMakeLists.txt new file mode 100644 index 0000000..7628cd4 --- /dev/null +++ b/benchmark_sources/FP32/vww/CMakeLists.txt @@ -0,0 +1 @@ +add_Benchmark(vww_fp32 ${CMAKE_CURRENT_SOURCE_DIR} ${BUILD_DIR}/benchmark_sources/FP32/vww) \ No newline at end of file diff --git a/benchmark_sources/FP32/vww/vww_fp32.cpp b/benchmark_sources/FP32/vww/vww_fp32.cpp new file mode 100644 index 0000000..5952e66 --- /dev/null +++ b/benchmark_sources/FP32/vww/vww_fp32.cpp @@ -0,0 +1,103 @@ +#include +#include +#include +#include +#include + +#include "vww_fp32_data/vww_fp32_input_data.h" +#include "vww_fp32_data/vww_fp32_model_data.h" +#include "vww_fp32_data/vww_fp32_model_settings.h" +#include "vww_fp32_data/vww_fp32_output_data_ref.h" + +#include "tensorflow/lite/micro/tflite_bridge/micro_error_reporter.h" +#include "tensorflow/lite/micro/micro_interpreter.h" +#include "tensorflow/lite/micro/micro_mutable_op_resolver.h" +#include "tensorflow/lite/schema/schema_generated.h" + +extern "C" { +#include "runtime.h" +#include "uart.h" +#include "terminate_benchmark.h" +} + +constexpr size_t tensor_arena_size = 256 * 1024 * 4; +alignas(16) uint8_t tensor_arena[tensor_arena_size]; + +int run_test() +{ + //tflite::MicroErrorReporter micro_error_reporter; + //tflite::ErrorReporter *error_reporter = µ_error_reporter; + + const tflite::Model *model = tflite::GetModel(vww_fp32_model_data); + + static tflite::MicroMutableOpResolver<7> resolver; + resolver.AddFullyConnected(); + resolver.AddConv2D(); + resolver.AddDepthwiseConv2D(); + resolver.AddAveragePool2D(); + resolver.AddReshape(); + resolver.AddSoftmax(); + resolver.AddDequantize(); + + tflite::MicroInterpreter interpreter(model, resolver, tensor_arena, tensor_arena_size); + + if (interpreter.AllocateTensors() != kTfLiteOk) + { + //TF_LITE_REPORT_ERROR(error_reporter, "ERROR: In AllocateTensors()."); + return -1; + } + + //for (size_t i = 0; i < vww_fp32_data_sample_cnt; i++) + for (size_t i = 0; i < 1; i++) + { + memcpy(interpreter.input(0)->data.f, (float *)vww_fp32_input_data[i], vww_fp32_input_data_len[i] * 4); //Bytes to copy is 4*len + + if (interpreter.Invoke() != kTfLiteOk) + { + //TF_LITE_REPORT_ERROR(error_reporter, "ERROR: In Invoke()."); + return -1; + } + + int8_t top_index = 0; + for (size_t j = 0; j < vww_fp32_model_label_cnt; j++) + { + if (interpreter.output(0)->data.f[j] > interpreter.output(0)->data.f[top_index]) + { + top_index = j; + } + } + + if (top_index != vww_fp32_output_data_ref[i]) + { + //uart_printf("ERROR: at #%d, top_index %d vww_fp32_output_data_ref %d \n", i, top_index, vww_fp32_output_data_ref[i]); + return -1; + } + else + { + //uart_printf("Sample #%d pass, top_index %d matches ref %d \n", i, top_index, vww_fp32_output_data_ref[i]); + } + } + return 0; +} + +int main(int argc, char *argv[]) +{ + int ret = run_test(); + if (ret != 0) + { + #if defined(PRINT_OUTPUTS) + uart_printf("Test Failed!\n"); + #endif + benchmark_failure(); + + } + else + { + #if defined(PRINT_OUTPUTS) + uart_printf("Test Success!\n"); + #endif + benchmark_success(); + } + + return ret; +} diff --git a/benchmark_sources/FP32/vww/vww_fp32_data/vww_fp32_input_data.cc b/benchmark_sources/FP32/vww/vww_fp32_data/vww_fp32_input_data.cc new file mode 100644 index 0000000..2a512b1 --- /dev/null +++ b/benchmark_sources/FP32/vww/vww_fp32_data/vww_fp32_input_data.cc @@ -0,0 +1,2311 @@ +#include "vww_fp32_input_data.h" +const float vww_fp32_input_data_0000[] = { +0.49016482, 0.7564362, 1.0, 0.490841, 0.7553919, 1.0, 0.4980877, 0.74944097, 1.0, 0.51474804, 0.75096136, 1.0, +0.5316779, 0.7379506, 0.95544404, 0.53214276, 0.70725524, 0.8868663, 0.4955231, 0.6425552, 0.7758012, 0.42963868, 0.5490583, 0.6401707, +0.36618263, 0.46000668, 0.5154808, 0.34782577, 0.4241036, 0.45033678, 0.3408443, 0.40930915, 0.41599306, 0.27459303, 0.34107623, 0.3381442, +0.18436012, 0.2545444, 0.247095, 0.10187534, 0.18513745, 0.1805468, 0.0563855, 0.14998846, 0.15002665, 0.038766194, 0.14691776, 0.15380217, +0.035550985, 0.1511907, 0.17197922, 0.0345524, 0.15803511, 0.20504865, 0.029946676, 0.15560123, 0.25598344, 0.04347778, 0.17416754, 0.31942007, +0.09232273, 0.23916025, 0.40865475, 0.21397655, 0.38148373, 0.56588584, 0.39826694, 0.58363956, 0.7817779, 0.5246452, 0.72901344, 0.94212365, +0.49892905, 0.72157496, 0.9534328, 0.4483338, 0.685148, 0.9336642, 0.49403593, 0.7416226, 0.9970239, 0.46090215, 0.72175336, 0.9897587, +0.45249802, 0.72054327, 0.9943851, 0.44884163, 0.7163589, 0.9968516, 0.44688994, 0.71185195, 0.99310946, 0.44925272, 0.70758814, 0.98994255, +0.45173228, 0.7038754, 0.98477775, 0.45211583, 0.70088273, 0.97559196, 0.45289683, 0.6982677, 0.9696301, 0.4514925, 0.69841886, 0.9732406, +0.44525126, 0.6994004, 0.9899243, 0.43924758, 0.6993431, 0.99475825, 0.44269526, 0.6980793, 0.9935928, 0.43857694, 0.697899, 0.9935109, +0.43849307, 0.6948958, 0.990606, 0.43531296, 0.69382995, 0.98963845, 0.4363687, 0.6937562, 0.98966306, 0.43473223, 0.6924781, 0.98848325, +0.4322331, 0.6905713, 0.98667485, 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0.40463942, 0.3715387, +0.41430342, 0.41734093, 0.4003853, 0.39989454, 0.39989454, 0.3920514, 0.42517933, 0.42517933, 0.4173362, 0.45384052, 0.45384052, 0.4459974, +0.44110212, 0.44110212, 0.4401589, 0.43921572, 0.43921572, 0.43921572, 0.4503042, 0.4503042, 0.4503042, 0.44516915, 0.44516915, 0.44516915, +}; +const size_t vww_fp32_input_data_0000_len = 27648; + +const float* vww_fp32_input_data[] = {vww_fp32_input_data_0000}; +const size_t vww_fp32_input_data_len[] = {vww_fp32_input_data_0000_len}; diff --git a/benchmark_sources/FP32/vww/vww_fp32_data/vww_fp32_input_data.h b/benchmark_sources/FP32/vww/vww_fp32_data/vww_fp32_input_data.h new file mode 100644 index 0000000..fad8e2a --- /dev/null +++ b/benchmark_sources/FP32/vww/vww_fp32_data/vww_fp32_input_data.h @@ -0,0 +1,10 @@ +#ifndef VWW_FP32_INPUT_DATA_H +#define VWW_FP32_INPUT_DATA_H + +#include +#include + +const size_t vww_fp32_data_sample_cnt = 1; +extern const float* vww_fp32_input_data[]; +extern const size_t vww_fp32_input_data_len[]; +#endif /* VWW_FP32_INPUT_DATA_H */ diff --git a/benchmark_sources/FP32/vww/vww_fp32_data/vww_fp32_model_data.cc b/benchmark_sources/FP32/vww/vww_fp32_data/vww_fp32_model_data.cc new file mode 100644 index 0000000..0076365 --- /dev/null +++ b/benchmark_sources/FP32/vww/vww_fp32_data/vww_fp32_model_data.cc @@ -0,0 +1,71015 @@ +#include "vww_fp32_model_data.h" +const uint8_t vww_fp32_model_data[] __attribute__((aligned(16))) ={ + 0x1c, 0x00, 0x00, 0x00, 0x54, 0x46, 0x4c, 0x33, 0x14, 0x00, 0x20, 0x00, + 0x1c, 0x00, 0x18, 0x00, 0x14, 0x00, 0x10, 0x00, 0x0c, 0x00, 0x00, 0x00, + 0x08, 0x00, 0x04, 0x00, 0x14, 0x00, 0x00, 0x00, 0x1c, 0x00, 0x00, 0x00, + 0x80, 0x00, 0x00, 0x00, 0xd8, 0x00, 0x00, 0x00, 0x3c, 0xc0, 0x0c, 0x00, + 0x4c, 0xc0, 0x0c, 0x00, 0xf8, 0xff, 0x0c, 0x00, 0x03, 0x00, 0x00, 0x00, + 0x01, 0x00, 0x00, 0x00, 0x04, 0x00, 0x00, 0x00, 0x9e, 0x3e, 0xf3, 0xff, + 0x0c, 0x00, 0x00, 0x00, 0x1c, 0x00, 0x00, 0x00, 0x38, 0x00, 0x00, 0x00, + 0x0f, 0x00, 0x00, 0x00, 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+#endif /* VWW_FP32_MODEL_DATA_H */ diff --git a/benchmark_sources/FP32/vww/vww_fp32_data/vww_fp32_model_settings.cc b/benchmark_sources/FP32/vww/vww_fp32_data/vww_fp32_model_settings.cc new file mode 100644 index 0000000..7cf6219 --- /dev/null +++ b/benchmark_sources/FP32/vww/vww_fp32_data/vww_fp32_model_settings.cc @@ -0,0 +1,2 @@ +#include "vww_fp32_model_settings.h" +const char* vww_fp32_model_labels[] = {"non_person", "person"}; \ No newline at end of file diff --git a/benchmark_sources/FP32/vww/vww_fp32_data/vww_fp32_model_settings.h b/benchmark_sources/FP32/vww/vww_fp32_data/vww_fp32_model_settings.h new file mode 100644 index 0000000..38c7547 --- /dev/null +++ b/benchmark_sources/FP32/vww/vww_fp32_data/vww_fp32_model_settings.h @@ -0,0 +1,9 @@ +#ifndef VWW_FP32_MODEL_SETTINGS_H +#define VWW_FP32_MODEL_SETTINGS_H + +#include +#include + +const size_t vww_fp32_model_label_cnt = 2; +extern const char* vww_fp32_model_labels[]; +#endif /* VWW_FP32_MODEL_SETTINGS_H */ diff --git a/benchmark_sources/FP32/vww/vww_fp32_data/vww_fp32_output_data_ref.cc b/benchmark_sources/FP32/vww/vww_fp32_data/vww_fp32_output_data_ref.cc new file mode 100644 index 0000000..03e6fff --- /dev/null +++ b/benchmark_sources/FP32/vww/vww_fp32_data/vww_fp32_output_data_ref.cc @@ -0,0 +1,3 @@ +#include "vww_fp32_output_data_ref.h" + +extern const uint8_t vww_fp32_output_data_ref[] = {0}; diff --git a/benchmark_sources/FP32/vww/vww_fp32_data/vww_fp32_output_data_ref.h b/benchmark_sources/FP32/vww/vww_fp32_data/vww_fp32_output_data_ref.h new file mode 100644 index 0000000..b3ded41 --- /dev/null +++ b/benchmark_sources/FP32/vww/vww_fp32_data/vww_fp32_output_data_ref.h @@ -0,0 +1,8 @@ +#ifndef VWW_FP32_OUTPUT_DATA_REF_H +#define VWW_FP32_OUTPUT_DATA_REF_H + +#include +#include + +extern const uint8_t vww_fp32_output_data_ref[]; +#endif /* VWW_FP32_OUTPUT_DATA_REF_H */ diff --git a/benchmark_sources/Int8/resnet8/CMakeLists.txt b/benchmark_sources/Int8/resnet8/CMakeLists.txt new file mode 100644 index 0000000..b6d42d0 --- /dev/null +++ b/benchmark_sources/Int8/resnet8/CMakeLists.txt @@ -0,0 +1 @@ +add_Benchmark(resnet8_int8 ${CMAKE_CURRENT_SOURCE_DIR} ${BUILD_DIR}/benchmark_sources/Int8/resnet8) \ No newline at end of file diff --git a/benchmark_sources/Int8/resnet8/resnet8_int8.cpp b/benchmark_sources/Int8/resnet8/resnet8_int8.cpp new file mode 100644 index 0000000..00971ce --- /dev/null +++ b/benchmark_sources/Int8/resnet8/resnet8_int8.cpp @@ -0,0 +1,108 @@ +#include +#include +#include +#include +#include + +#include "resnet8_int8_data/resnet8_int8_input_data.h" +#include "resnet8_int8_data/resnet8_int8_model_data.h" +#include "resnet8_int8_data/resnet8_int8_model_settings.h" +#include "resnet8_int8_data/resnet8_int8_output_data_ref.h" + +#include "tensorflow/lite/micro/tflite_bridge/micro_error_reporter.h" +#include "tensorflow/lite/micro/micro_interpreter.h" +#include "tensorflow/lite/micro/micro_mutable_op_resolver.h" +#include "tensorflow/lite/schema/schema_generated.h" + +extern "C" { +#include "runtime.h" +#include "uart.h" +#include "terminate_benchmark.h" +} + +constexpr size_t tensor_arena_size = 256 * 1024; +alignas(16) uint8_t tensor_arena[tensor_arena_size]; + +//commit before array.h added - 6f2828619641503942f2bd69ddee006ff7823130 + +int run_test() +{ + tflite::MicroErrorReporter micro_error_reporter; + tflite::ErrorReporter *error_reporter = µ_error_reporter; + + const tflite::Model *model = tflite::GetModel(resnet8_int8_model_data); + + static tflite::MicroMutableOpResolver<8> resolver; + resolver.AddFullyConnected(); + resolver.AddConv2D(); + resolver.AddDepthwiseConv2D(); + resolver.AddAveragePool2D(); + resolver.AddReshape(); + resolver.AddSoftmax(); + resolver.AddAdd(); + resolver.AddDequantize(); + + tflite::MicroInterpreter interpreter(model, resolver, tensor_arena, tensor_arena_size); + + if (interpreter.AllocateTensors() != kTfLiteOk) + { + TF_LITE_REPORT_ERROR(error_reporter, "ERROR: In AllocateTensors()."); + return -1; + } + + //for (size_t i = 0; i < resnet8_int8_data_sample_cnt; i++) + for (size_t i = 0; i < 1; i++) + { + memcpy(interpreter.input(0)->data.int8, (int8_t *)resnet8_int8_input_data[i], resnet8_int8_input_data_len[i]); + + if (interpreter.Invoke() != kTfLiteOk) + { + TF_LITE_REPORT_ERROR(error_reporter, "ERROR: In Invoke()."); + return -1; + } + + //start_cycle_count(); + + int8_t top_index = 0; + for (size_t j = 0; j < resnet8_int8_model_label_cnt; j++) + { + if (interpreter.output(0)->data.int8[j] > interpreter.output(0)->data.int8[top_index]) + { + top_index = j; + } + } + + if (top_index != resnet8_int8_output_data_ref[i]) + { + //uart_printf("ERROR: at #%d, top_index %d resnet8_int8_output_data_ref %d \n", i, top_index, resnet8_int8_output_data_ref[i]); + return -1; + } + else + { + //uart_printf("Sample #%d pass, top_index %d matches ref %d \n", i, top_index, resnet8_int8_output_data_ref[i]); + } + } + return 0; +} + +int main(int argc, char *argv[]) +{ + int ret = run_test(); + if (ret != 0) + { + #if defined(PRINT_OUTPUTS) + uart_printf("Test Failed!\n"); + #endif + benchmark_failure(); + + } + else + { + #if defined(PRINT_OUTPUTS) + uart_printf("Test Success!\n"); + #endif + benchmark_success(); + } + + return ret; +} diff --git a/benchmark_sources/Int8/resnet8/resnet8_int8_data/resnet8_int8_input_data.cc b/benchmark_sources/Int8/resnet8/resnet8_int8_data/resnet8_int8_input_data.cc new file mode 100644 index 0000000..ab16db8 --- /dev/null +++ b/benchmark_sources/Int8/resnet8/resnet8_int8_data/resnet8_int8_input_data.cc @@ -0,0 +1,263 @@ +#include "resnet8_int8_input_data.h" +const int8_t resnet8_int8_input_data_0000[] = { +0, 5, 7, -13, -8, -5, -27, -21, -17, -40, -33, -29, +-50, -43, -39, -58, -52, -47, -65, -61, -54, -70, -70, -60, +-77, -78, -66, -79, -79, -67, -78, -78, -67, -77, -77, -66, +-73, -73, -63, -69, -69, -59, -68, -68, -57, -66, -66, -57, +-64, -64, -55, -62, -62, -54, -59, -60, -51, -59, -58, -49, +-60, -57, -48, -60, -57, -48, -57, -55, -47, -56, -55, -45, +-46, -48, -37, -14, -15, -11, 45, 45, 45, 47, 47, 46, +49, 49, 48, 51, 51, 49, 53, 53, 51, 55, 55, 53, +-74, -67, -60, -83, -76, -68, -92, -85, -78, -96, -90, -83, +-95, -89, -82, -91, -86, -78, -86, -83, -73, -80, -80, -69, +-77, -77, -65, -72, -72, -61, -70, -69, -59, -66, -66, -57, +-62, -61, -53, -59, -59, -51, -57, -56, -49, -57, -56, -50, +-57, -57, -50, -56, -55, -47, -52, -52, -45, -51, -51, -45, +-51, -50, -43, -50, -51, -45, -49, -49, -42, -49, -49, -40, +-44, -46, -35, -16, -17, -15, 54, 54, 51, 59, 59, 56, +60, 60, 57, 60, 60, 58, 61, 61, 59, 62, 62, 60, +-97, -93, -82, -97, -93, -81, -94, -91, -80, -89, -86, -76, +-83, -80, -70, -77, -75, -64, -71, -70, -58, -65, -65, -55, +-61, -61, -51, -57, -57, -46, -57, -56, -46, -56, -55, -46, +-54, -52, -45, -52, -51, -45, -50, -48, -44, -45, -48, -43, +-50, -54, -47, -51, -52, -44, -51, -50, -43, -51, -50, -42, +-49, -48, -39, -47, -48, -38, -46, -47, -36, -47, -48, -38, +-39, -40, -32, -14, -15, -13, 48, 48, 47, 63, 63, 63, +63, 63, 63, 63, 63, 63, 63, 63, 63, 63, 63, 63, +-82, -82, -69, -77, -77, -64, -69, -69, -56, -65, -65, -53, +-64, -63, -52, -62, -61, -50, -60, -59, -48, -60, -58, -48, +-59, -56, -46, -55, -53, -43, -55, -53, -43, -56, -54, -45, +-52, -51, -42, -48, -47, -40, -45, -44, -37, -43, -45, -37, +-46, -50, -43, -45, -50, -47, -47, -48, -44, -51, -47, -38, +-52, -48, -37, -50, -48, -36, -47, -47, -34, -45, -46, -36, +-33, -34, -31, -12, -12, -12, 38, 38, 38, 63, 63, 64, +63, 63, 64, 63, 63, 65, 64, 64, 65, 64, 64, 66, +-67, -68, -55, -64, -63, -50, -59, -58, -46, -57, -55, -46, +-60, -57, -48, -63, -60, -51, -62, -60, -50, -60, -57, -49, +-56, -54, -47, -57, -55, -49, -58, -57, -51, -59, -59, -52, +-57, -57, -49, -53, -53, -44, -48, -49, -37, -46, -45, -32, +-42, -45, -36, -30, -38, -38, -22, -29, -30, -36, -38, -36, +-45, -47, -42, -39, -42, -34, -36, -37, -29, -34, -37, -33, +-25, -26, -29, -10, -10, -13, 29, 29, 30, 65, 64, 67, +65, 64, 67, 65, 64, 67, 65, 64, 67, 65, 64, 67, +-64, -62, -49, -63, -61, -48, -62, -60, -48, -64, -61, -51, +-64, -61, -51, -65, -63, -52, -62, -60, -49, -53, -52, -45, +-43, -44, -39, -41, -42, -38, -46, -48, -45, -49, -50, -46, +-49, -50, -45, -52, -53, -46, -55, -57, -46, -55, -55, -42, +-50, -51, -42, -21, -28, -28, 17, 6, 0, 8, -7, -18, +-16, -36, -49, -3, -19, -29, -3, -11, -15, -9, -15, -19, +2, -2, -10, 7, 7, 0, 23, 23, 23, 65, 64, 67, +64, 63, 65, 63, 62, 64, 62, 61, 63, 61, 60, 61, +-62, -60, -47, -61, -59, -46, -61, -59, -46, -59, -58, -46, +-58, -57, -45, -58, -58, -45, -56, -57, -44, -51, -52, -45, +-44, -45, -43, -39, -41, -40, -37, -39, -37, -35, -36, -34, +-30, -31, -29, -27, -28, -25, -30, -32, -28, -42, -44, -39, +-45, -46, -42, -32, -36, -34, 19, 7, 0, 48, 21, 0, +35, -3, -36, 35, 4, -25, 7, -6, -21, 2, -4, -11, +25, 18, 11, 41, 38, 29, 19, 17, 14, 60, 59, 59, +59, 58, 58, 58, 57, 57, 57, 56, 56, 56, 55, 55, +-59, -57, -46, -59, -56, -46, -58, -55, -45, -54, -53, -42, +-53, -53, -42, -54, -55, -44, -55, -56, -46, -54, -55, -48, +-51, -51, -49, -48, -47, -45, -47, -46, -44, -44, -43, -40, +-38, -40, -38, -29, -32, -31, -18, -20, -21, -8, -10, -14, +-12, -16, -17, -29, -33, -30, -18, -26, -25, 9, -12, -30, +51, 9, -30, 56, 17, -20, -27, -42, -54, -40, -45, -43, +-14, -22, -20, 13, 8, 4, 5, 2, 0, 53, 52, 51, +55, 54, 54, 56, 55, 55, 56, 55, 56, 57, 56, 57, +-59, -57, -48, -60, -57, -48, -60, -57, -48, -56, -55, -47, +-53, -54, -47, -53, -54, -48, -53, -54, -49, -54, -54, -50, +-56, -52, -50, -57, -53, -50, -52, -49, -48, -49, -47, -46, +-45, -49, -45, -41, -46, -42, -38, -41, -39, -34, -34, -33, +-18, -20, -24, -15, -22, -21, -30, -35, -29, -25, -41, -50, +24, -13, -47, 44, 8, -24, -18, -31, -40, -57, -58, -53, +-63, -66, -60, -48, -52, -47, -15, -18, -13, 45, 43, 46, +59, 58, 60, 59, 59, 61, 60, 59, 62, 60, 60, 63, +-60, -57, -50, -57, -54, -47, -56, -53, -46, -51, -49, -45, +-42, -43, -43, -34, -37, -38, -30, -34, -35, -34, -33, -35, +-35, -35, -37, -33, 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resnet8_int8_input_data[] = {resnet8_int8_input_data_0000}; +const size_t resnet8_int8_input_data_len[] = {resnet8_int8_input_data_0000_len}; diff --git a/benchmark_sources/Int8/resnet8/resnet8_int8_data/resnet8_int8_input_data.h b/benchmark_sources/Int8/resnet8/resnet8_int8_data/resnet8_int8_input_data.h new file mode 100644 index 0000000..aeada5d --- /dev/null +++ b/benchmark_sources/Int8/resnet8/resnet8_int8_data/resnet8_int8_input_data.h @@ -0,0 +1,10 @@ +#ifndef RESNET8_INT8_INPUT_DATA_H +#define RESNET8_INT8_INPUT_DATA_H + +#include +#include + +const size_t resnet8_int8_data_sample_cnt = 1; +extern const int8_t* resnet8_int8_input_data[]; +extern const size_t resnet8_int8_input_data_len[]; +#endif /* RESNET8_INT8_INPUT_DATA_H */ diff --git a/benchmark_sources/Int8/resnet8/resnet8_int8_data/resnet8_int8_model_data.cc b/benchmark_sources/Int8/resnet8/resnet8_int8_data/resnet8_int8_model_data.cc new file mode 100644 index 0000000..bb9d6ba --- /dev/null +++ b/benchmark_sources/Int8/resnet8/resnet8_int8_data/resnet8_int8_model_data.cc @@ -0,0 +1,7838 @@ +#include "resnet8_int8_model_data.h" +const uint8_t resnet8_int8_model_data[] __attribute__((aligned(16))) ={ + 0x20, 0x00, 0x00, 0x00, 0x54, 0x46, 0x4c, 0x33, 0x00, 0x00, 0x00, 0x00, + 0x14, 0x00, 0x20, 0x00, 0x1c, 0x00, 0x18, 0x00, 0x14, 0x00, 0x10, 0x00, + 0x0c, 0x00, 0x00, 0x00, 0x08, 0x00, 0x04, 0x00, 0x14, 0x00, 0x00, 0x00, + 0x1c, 0x00, 0x00, 0x00, 0x80, 0x00, 0x00, 0x00, 0xd8, 0x00, 0x00, 0x00, + 0xf8, 0x32, 0x01, 0x00, 0x08, 0x33, 0x01, 0x00, 0x5c, 0x6e, 0x01, 0x00, + 0x03, 0x00, 0x00, 0x00, 0x01, 0x00, 0x00, 0x00, 0x04, 0x00, 0x00, 0x00, + 0x1e, 0xcc, 0xfe, 0xff, 0x0c, 0x00, 0x00, 0x00, 0x1c, 0x00, 0x00, 0x00, + 0x38, 0x00, 0x00, 0x00, 0x0f, 0x00, 0x00, 0x00, 0x73, 0x65, 0x72, 0x76, + 0x69, 0x6e, 0x67, 0x5f, 0x64, 0x65, 0x66, 0x61, 0x75, 0x6c, 0x74, 0x00, + 0x01, 0x00, 0x00, 0x00, 0x04, 0x00, 0x00, 0x00, 0x9c, 0xff, 0xff, 0xff, + 0x24, 0x00, 0x00, 0x00, 0x04, 0x00, 0x00, 0x00, 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0x00, 0x16, 0x0c, 0x00, 0x0e, 0x00, 0x0d, 0x00, 0x00, 0x00, + 0x08, 0x00, 0x04, 0x00, 0x0c, 0x00, 0x00, 0x00, 0x01, 0x00, 0x00, 0x00, + 0x02, 0x00, 0x00, 0x00, 0x00, 0x01, 0x0a, 0x00, 0x08, 0x00, 0x00, 0x00, + 0x00, 0x00, 0x04, 0x00, 0x0a, 0x00, 0x00, 0x00, 0x02, 0x00, 0x00, 0x00, + 0x0c, 0x00, 0x10, 0x00, 0x0f, 0x00, 0x00, 0x00, 0x08, 0x00, 0x04, 0x00, + 0x0c, 0x00, 0x00, 0x00, 0x03, 0x00, 0x00, 0x00, 0x03, 0x00, 0x00, 0x00, + 0x00, 0x00, 0x00, 0x03 +}; +const size_t resnet8_int8_model_data_len = 94000; diff --git a/benchmark_sources/Int8/resnet8/resnet8_int8_data/resnet8_int8_model_data.h b/benchmark_sources/Int8/resnet8/resnet8_int8_data/resnet8_int8_model_data.h new file mode 100644 index 0000000..f52570f --- /dev/null +++ b/benchmark_sources/Int8/resnet8/resnet8_int8_data/resnet8_int8_model_data.h @@ -0,0 +1,9 @@ +#ifndef RESNET8_INT8_MODEL_DATA_H +#define RESNET8_INT8_MODEL_DATA_H + +#include +#include + +extern const uint8_t resnet8_int8_model_data[]; +extern const size_t resnet8_int8_model_data_size; +#endif /* RESNET8_INT8_MODEL_DATA_H */ diff --git a/benchmark_sources/Int8/resnet8/resnet8_int8_data/resnet8_int8_model_settings.cc b/benchmark_sources/Int8/resnet8/resnet8_int8_data/resnet8_int8_model_settings.cc new file mode 100644 index 0000000..3ddbcc4 --- /dev/null +++ b/benchmark_sources/Int8/resnet8/resnet8_int8_data/resnet8_int8_model_settings.cc @@ -0,0 +1,2 @@ +#include "resnet8_int8_model_settings.h" +const char* resnet8_int8_model_labels[] = {"plane", "car", "bird", "cat", "deer", "dog", "frog", "horse", "ship", "truck"}; \ No newline at end of file diff --git a/benchmark_sources/Int8/resnet8/resnet8_int8_data/resnet8_int8_model_settings.h b/benchmark_sources/Int8/resnet8/resnet8_int8_data/resnet8_int8_model_settings.h new file mode 100644 index 0000000..1da5c6e --- /dev/null +++ b/benchmark_sources/Int8/resnet8/resnet8_int8_data/resnet8_int8_model_settings.h @@ -0,0 +1,9 @@ +#ifndef RESNET8_INT8_MODEL_SETTINGS_H +#define RESNET8_INT8_MODEL_SETTINGS_H + +#include +#include + +const size_t resnet8_int8_model_label_cnt = 10; +extern const char* resnet8_int8_model_labels[]; +#endif /* RESNET8_INT8_MODEL_SETTINGS_H */ diff --git a/benchmark_sources/Int8/resnet8/resnet8_int8_data/resnet8_int8_output_data_ref.cc b/benchmark_sources/Int8/resnet8/resnet8_int8_data/resnet8_int8_output_data_ref.cc new file mode 100644 index 0000000..3ebb4c6 --- /dev/null +++ b/benchmark_sources/Int8/resnet8/resnet8_int8_data/resnet8_int8_output_data_ref.cc @@ -0,0 +1,3 @@ +#include "resnet8_int8_output_data_ref.h" + +extern const uint8_t resnet8_int8_output_data_ref[] = {0}; diff --git a/benchmark_sources/Int8/resnet8/resnet8_int8_data/resnet8_int8_output_data_ref.h b/benchmark_sources/Int8/resnet8/resnet8_int8_data/resnet8_int8_output_data_ref.h new file mode 100644 index 0000000..dbdc9c7 --- /dev/null +++ b/benchmark_sources/Int8/resnet8/resnet8_int8_data/resnet8_int8_output_data_ref.h @@ -0,0 +1,8 @@ +#ifndef RESNET8_INT8_OUTPUT_DATA_REF_H +#define RESNET8_INT8_OUTPUT_DATA_REF_H + +#include +#include + +extern const uint8_t resnet8_int8_output_data_ref[]; +#endif /* RESNET8_INT8_OUTPUT_DATA_REF_H */ diff --git a/benchmark_sources/Int8/vww/CMakeLists.txt b/benchmark_sources/Int8/vww/CMakeLists.txt new file mode 100644 index 0000000..dca6009 --- /dev/null +++ b/benchmark_sources/Int8/vww/CMakeLists.txt @@ -0,0 +1 @@ +add_Benchmark(vww_int8 ${CMAKE_CURRENT_SOURCE_DIR} ${BUILD_DIR}/benchmark_sources/Int8/vww) \ No newline at end of file diff --git a/benchmark_sources/Int8/vww/vww_int8.cpp b/benchmark_sources/Int8/vww/vww_int8.cpp new file mode 100644 index 0000000..9e0a3b9 --- /dev/null +++ b/benchmark_sources/Int8/vww/vww_int8.cpp @@ -0,0 +1,107 @@ +#include +#include +#include +#include +#include + +#include "vww_int8_data/vww_int8_input_data.h" +#include "vww_int8_data/vww_int8_model_data.h" +#include "vww_int8_data/vww_int8_model_settings.h" +#include "vww_int8_data/vww_int8_output_data_ref.h" + +#include "tensorflow/lite/micro/tflite_bridge/micro_error_reporter.h" +#include "tensorflow/lite/micro/micro_interpreter.h" +#include "tensorflow/lite/micro/micro_mutable_op_resolver.h" +#include "tensorflow/lite/schema/schema_generated.h" + +extern "C" { +#include "runtime.h" +#include "uart.h" +#include "terminate_benchmark.h" +} + +constexpr size_t tensor_arena_size = 256 * 1024; +alignas(16) uint8_t tensor_arena[tensor_arena_size]; + +//commit before array.h added - 6f2828619641503942f2bd69ddee006ff7823130 + +int run_test() +{ + tflite::MicroErrorReporter micro_error_reporter; + tflite::ErrorReporter *error_reporter = µ_error_reporter; + + const tflite::Model *model = tflite::GetModel(vww_int8_model_data); + + static tflite::MicroMutableOpResolver<7> resolver; + resolver.AddFullyConnected(); + resolver.AddConv2D(); + resolver.AddDepthwiseConv2D(); + resolver.AddAveragePool2D(); + resolver.AddReshape(); + resolver.AddSoftmax(); + resolver.AddDequantize(); + + tflite::MicroInterpreter interpreter(model, resolver, tensor_arena, tensor_arena_size); + + if (interpreter.AllocateTensors() != kTfLiteOk) + { + TF_LITE_REPORT_ERROR(error_reporter, "ERROR: In AllocateTensors()."); + return -1; + } + + //for (size_t i = 0; i < vww_int8_data_sample_cnt; i++) + for (size_t i = 0; i < 1; i++) + { + memcpy(interpreter.input(0)->data.int8, (int8_t *)vww_int8_input_data[i], vww_int8_input_data_len[i]); + + if (interpreter.Invoke() != kTfLiteOk) + { + TF_LITE_REPORT_ERROR(error_reporter, "ERROR: In Invoke()."); + return -1; + } + + //start_cycle_count(); + + int8_t top_index = 0; + for (size_t j = 0; j < vww_int8_model_label_cnt; j++) + { + if (interpreter.output(0)->data.int8[j] > interpreter.output(0)->data.int8[top_index]) + { + top_index = j; + } + } + + if (top_index != vww_int8_output_data_ref[i]) + { + //uart_printf("ERROR: at #%d, top_index %d vww_int8_output_data_ref %d \n", i, top_index, vww_int8_output_data_ref[i]); + return -1; + } + else + { + //uart_printf("Sample #%d pass, top_index %d matches ref %d \n", i, top_index, vww_int8_output_data_ref[i]); + } + } + return 0; +} + +int main(int argc, char *argv[]) +{ + int ret = run_test(); + if (ret != 0) + { + #if defined(PRINT_OUTPUTS) + uart_printf("Test Failed!\n"); + #endif + benchmark_failure(); + + } + else + { + #if defined(PRINT_OUTPUTS) + uart_printf("Test Success!\n"); + #endif + benchmark_success(); + } + + return ret; +} diff --git a/benchmark_sources/Int8/vww/vww_int8_data/vww_int8_input_data.cc b/benchmark_sources/Int8/vww/vww_int8_data/vww_int8_input_data.cc new file mode 100644 index 0000000..c4791e2 --- /dev/null +++ b/benchmark_sources/Int8/vww/vww_int8_data/vww_int8_input_data.cc @@ -0,0 +1,2311 @@ +#include "vww_int8_input_data.h" +const int8_t vww_int8_input_data_0000[] = { +27, 52, 86, 26, 51, 85, 26, 50, 84, 25, 49, 83, +24, 48, 82, 24, 48, 82, 23, 47, 81, 23, 47, 81, +22, 46, 81, 22, 48, 81, 21, 50, 84, 19, 50, 85, +14, 48, 84, 14, 50, 86, 25, 60, 98, 35, 71, 107, +47, 83, 117, 49, 83, 115, 58, 89, 120, 65, 92, 120, +62, 87, 112, 55, 79, 102, 44, 67, 89, 40, 61, 81, +46, 64, 81, 23, 38, 55, -22, -8, 7, -51, -39, -24, +-38, -26, -12, 26, 36, 50, 51, 61, 75, 52, 62, 75, +56, 66, 80, 61, 73, 87, 57, 69, 85, 66, 79, 96, +73, 88, 108, 61, 77, 98, 68, 86, 104, 65, 84, 95, +58, 78, 85, 62, 80, 90, 64, 82, 93, 64, 80, 93, +64, 80, 94, 55, 72, 88, 52, 69, 86, 59, 77, 98, +55, 79, 100, 51, 78, 101, 46, 76, 101, 41, 76, 102, +41, 77, 104, 42, 77, 105, 47, 75, 104, 47, 73, 98, +46, 74, 89, 46, 77, 81, 42, 78, 68, 39, 77, 53, +40, 81, 46, 44, 87, 42, 36, 80, 28, 27, 72, 17, +1, 44, -9, -25, 16, -34, -43, -2, -48, -12, 27, -15, +-1, 33, -3, -49, -24, -49, -81, -66, -82, -95, -81, -100, +-102, -85, -108, -98, -80, -106, -93, -75, -98, -90, -70, -84, +-85, -65, -69, -42, -24, -14, 18, 39, 58, 44, 64, 91, +35, 57, 81, 27, 52, 72, 34, 62, 71, 37, 67, 65, +22, 54, 43, 24, 58, 36, 0, 34, 3, -24, 14, -27, +-49, -7, -57, -54, -10, -63, -28, 14, -33, -10, 31, -6, +13, 53, 32, 36, 72, 70, 33, 63, 79, 1, 28, 56, +25, 52, 85, 28, 55, 88, 30, 56, 89, 29, 55, 88, +28, 54, 87, 27, 52, 86, 27, 51, 85, 26, 50, 84, +25, 49, 83, 21, 47, 80, 20, 47, 81, 22, 51, 86, +24, 57, 92, 29, 65, 99, 36, 72, 108, 44, 80, 114, +52, 87, 120, 54, 86, 116, 59, 87, 117, 63, 88, 114, +57, 79, 102, 43, 62, 83, 28, 47, 65, 29, 44, 59, +22, 36, 47, -15, -3, 7, -40, -30, -20, -36, -26, -19, +-11, -2, 3, 37, 44, 50, 51, 57, 63, 45, 52, 58, +56, 62, 68, 55, 63, 70, 28, 37, 46, 44, 55, 65, +72, 86, 98, 69, 84, 97, 71, 87, 99, 70, 86, 95, +63, 79, 87, 61, 76, 85, 61, 76, 86, 63, 78, 90, +65, 81, 95, 54, 70, 86, 54, 71, 89, 58, 78, 98, +55, 79, 100, 51, 78, 101, 45, 76, 101, 41, 76, 102, +41, 77, 104, 42, 77, 105, 47, 75, 104, 46, 73, 97, +46, 75, 88, 46, 78, 79, 41, 77, 65, 39, 77, 52, +41, 83, 46, 43, 86, 39, 35, 80, 27, 23, 67, 12, +-2, 40, -12, -31, 10, -39, -41, 0, -45, -4, 35, -7, +-7, 25, -9, -57, -34, -57, -83, -69, -84, -97, -83, -102, +-102, -85, -108, -97, -79, -105, -93, -74, -96, -90, -70, -82, +-84, -64, -66, -34, -16, -3, 24, 45, 65, 43, 63, 90, +34, 56, 79, 28, 54, 72, 36, 63, 71, 33, 64, 61, +24, 56, 44, 20, 54, 31, -4, 31, -1, -28, 11, -32, +-53, -10, -61, -51, -7, -60, -23, 19, -27, -9, 32, -3, +19, 58, 41, 38, 74, 75, 31, 60, 79, -4, 22, 51, +14, 43, 76, 14, 43, 75, 16, 44, 76, 19, 47, 79, +22, 49, 82, 25, 52, 85, 28, 55, 87, 30, 56, 89, +29, 55, 88, 19, 45, 78, 21, 47, 80, 29, 58, 92, +36, 69, 101, 43, 77, 108, 46, 81, 113, 46, 81, 111, +47, 80, 109, 51, 80, 107, 51, 77, 103, 55, 77, 100, +57, 75, 94, 46, 62, 80, 35, 49, 63, 27, 38, 48, +-19, -9, -2, -43, -34, -29, -27, -20, -16, -13, -7, -6, +1, 7, 7, 29, 32, 30, 30, 33, 30, 34, 36, 34, +52, 55, 52, 52, 55, 54, 11, 16, 16, 26, 32, 34, +65, 74, 78, 65, 76, 82, 57, 68, 75, 52, 63, 68, +41, 52, 57, 35, 45, 51, 36, 46, 54, 46, 57, 67, +66, 78, 90, 78, 92, 105, 61, 77, 93, 56, 74, 92, +53, 76, 96, 50, 77, 100, 44, 76, 100, 41, 76, 102, +42, 77, 105, 43, 77, 105, 47, 74, 103, 46, 73, 96, +46, 75, 87, 45, 78, 77, 41, 77, 63, 39, 78, 51, +42, 84, 45, 41, 85, 37, 35, 79, 26, 18, 62, 8, +-5, 37, -16, -37, 4, -45, -38, 2, -42, 4, 43, 1, +-14, 18, -15, -65, -45, -66, -85, -72, -87, -100, -85, -105, +-102, -85, -108, -96, -78, -104, -92, -73, -94, -89, -69, -80, +-76, -57, -56, -24, -5, 7, 28, 48, 70, 42, 62, 88, +32, 55, 78, 29, 55, 72, 37, 65, 71, 30, 60, 56, +26, 58, 44, 16, 49, 26, -7, 28, -5, -33, 7, -37, +-56, -13, -65, -48, -4, -57, -18, 25, -21, -8, 32, 0, +25, 63, 49, 40, 75, 79, 28, 56, 78, -9, 16, 47, +19, 50, 84, 15, 45, 79, 15, 45, 78, 15, 44, 78, +14, 44, 77, 14, 43, 76, 14, 43, 75, 16, 44, 76, +19, 47, 79, 23, 50, 83, 32, 59, 91, 47, 75, 105, +53, 83, 111, 46, 78, 104, 45, 77, 102, 45, 76, 101, +45, 73, 97, 46, 72, 95, 42, 64, 85, 47, 65, 84, +57, 72, 88, 51, 63, 77, 38, 46, 58, 7, 14, 21, +-49, -43, -39, -43, -37, -35, -15, -10, -11, -37, -35, -39, +-28, -28, -34, 8, 5, 0, 1, 0, -9, 8, 4, -3, +29, 27, 18, 50, 50, 41, 28, 29, 21, 27, 29, 23, +43, 47, 43, 34, 39, 38, 15, 20, 21, 0, 5, 8, +-3, 0, 3, -4, 0, 4, -1, 3, 8, 4, 9, 16, +24, 31, 38, 49, 56, 65, 65, 76, 87, 62, 77, 89, +57, 75, 91, 52, 76, 94, 48, 76, 98, 44, 77, 99, +44, 77, 102, 45, 77, 103, 47, 74, 100, 46, 73, 94, +46, 76, 85, 44, 78, 75, 40, 77, 61, 39, 79, 50, +43, 85, 45, 40, 83, 35, 34, 79, 25, 14, 57, 3, +-9, 33, -19, -43, -1, -50, -36, 5, -39, 12, 50, 9, +-20, 10, -21, -74, -55, -74, -87, -75, -90, -101, -85, -107, +-102, -84, -108, -96, -78, -103, -92, -73, -92, -88, -68, -77, +-69, -49, -46, -14, 4, 19, 32, 52, 75, 40, 61, 87, +31, 54, 76, 31, 57, 72, 38, 67, 71, 26, 57, 52, +28, 61, 45, 12, 45, 20, -11, 26, -10, -37, 4, -42, +-60, -17, -69, -45, -1, -54, -12, 30, -14, -6, 34, 3, +29, 66, 55, 39, 73, 79, 22, 50, 73, -13, 11, 43, +36, 71, 106, 34, 67, 102, 30, 63, 98, 26, 59, 93, +23, 54, 89, 19, 50, 84, 15, 45, 79, 15, 45, 79, +19, 49, 82, 34, 64, 94, 49, 76, 104, 54, 81, 106, +51, 79, 100, 47, 75, 94, 48, 76, 93, 48, 74, 90, +46, 69, 85, 37, 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vww_int8_input_data_0000_len = 27648; + +const int8_t* vww_int8_input_data[] = {vww_int8_input_data_0000}; +const size_t vww_int8_input_data_len[] = {vww_int8_input_data_0000_len}; diff --git a/benchmark_sources/Int8/vww/vww_int8_data/vww_int8_input_data.h b/benchmark_sources/Int8/vww/vww_int8_data/vww_int8_input_data.h new file mode 100644 index 0000000..3d8aa3e --- /dev/null +++ b/benchmark_sources/Int8/vww/vww_int8_data/vww_int8_input_data.h @@ -0,0 +1,10 @@ +#ifndef VWW_INT8_INPUT_DATA_H +#define VWW_INT8_INPUT_DATA_H + +#include +#include + +const size_t vww_int8_data_sample_cnt = 1; +extern const int8_t* vww_int8_input_data[]; +extern const size_t vww_int8_input_data_len[]; +#endif /* VWW_INT8_INPUT_DATA_H */ diff --git a/benchmark_sources/Int8/vww/vww_int8_data/vww_int8_model_data.cc b/benchmark_sources/Int8/vww/vww_int8_data/vww_int8_model_data.cc new file mode 100644 index 0000000..05405b1 --- /dev/null +++ b/benchmark_sources/Int8/vww/vww_int8_data/vww_int8_model_data.cc @@ -0,0 +1,24866 @@ +#include "vww_int8_model_data.h" +const uint8_t vww_int8_model_data[] __attribute__((aligned(16))) ={ + 0x1c, 0x00, 0x00, 0x00, 0x54, 0x46, 0x4c, 0x33, 0x14, 0x00, 0x20, 0x00, + 0x1c, 0x00, 0x18, 0x00, 0x14, 0x00, 0x10, 0x00, 0x0c, 0x00, 0x00, 0x00, + 0x08, 0x00, 0x04, 0x00, 0x14, 0x00, 0x00, 0x00, 0x1c, 0x00, 0x00, 0x00, + 0x80, 0x00, 0x00, 0x00, 0xd8, 0x00, 0x00, 0x00, 0x18, 0x3a, 0x03, 0x00, + 0x28, 0x3a, 0x03, 0x00, 0xa4, 0x8c, 0x04, 0x00, 0x03, 0x00, 0x00, 0x00, + 0x01, 0x00, 0x00, 0x00, 0x04, 0x00, 0x00, 0x00, 0xc2, 0xc4, 0xfc, 0xff, + 0x0c, 0x00, 0x00, 0x00, 0x1c, 0x00, 0x00, 0x00, 0x38, 0x00, 0x00, 0x00, + 0x0f, 0x00, 0x00, 0x00, 0x73, 0x65, 0x72, 0x76, 0x69, 0x6e, 0x67, 0x5f, + 0x64, 0x65, 0x66, 0x61, 0x75, 0x6c, 0x74, 0x00, 0x01, 0x00, 0x00, 0x00, + 0x04, 0x00, 0x00, 0x00, 0x9c, 0xff, 0xff, 0xff, 0x57, 0x00, 0x00, 0x00, + 0x04, 0x00, 0x00, 0x00, 0x05, 0x00, 0x00, 0x00, 0x64, 0x65, 0x6e, 0x73, + 0x65, 0x00, 0x00, 0x00, 0x01, 0x00, 0x00, 0x00, 0x04, 0x00, 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0x00, 0x00, + 0x04, 0x00, 0x00, 0x00, 0xa8, 0xff, 0xff, 0xff, 0x19, 0x00, 0x00, 0x00, + 0x02, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x19, 0xb8, 0xff, 0xff, 0xff, + 0x09, 0x00, 0x00, 0x00, 0x04, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x09, + 0x0c, 0x00, 0x0c, 0x00, 0x0b, 0x00, 0x00, 0x00, 0x00, 0x00, 0x04, 0x00, + 0x0c, 0x00, 0x00, 0x00, 0x16, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x16, + 0xe0, 0xff, 0xff, 0xff, 0x01, 0x00, 0x00, 0x00, 0x02, 0x00, 0x00, 0x00, + 0x00, 0x00, 0x00, 0x01, 0xf0, 0xff, 0xff, 0xff, 0x04, 0x00, 0x00, 0x00, + 0x03, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x04, 0x0c, 0x00, 0x10, 0x00, + 0x0f, 0x00, 0x00, 0x00, 0x08, 0x00, 0x04, 0x00, 0x0c, 0x00, 0x00, 0x00, + 0x03, 0x00, 0x00, 0x00, 0x03, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x03 +}; +const size_t vww_int8_model_data_len = 298344; diff --git a/benchmark_sources/Int8/vww/vww_int8_data/vww_int8_model_data.h b/benchmark_sources/Int8/vww/vww_int8_data/vww_int8_model_data.h new file mode 100644 index 0000000..6dee22c --- /dev/null +++ b/benchmark_sources/Int8/vww/vww_int8_data/vww_int8_model_data.h @@ -0,0 +1,9 @@ +#ifndef VWW_INT8_MODEL_DATA_H +#define VWW_INT8_MODEL_DATA_H + +#include +#include + +extern const uint8_t vww_int8_model_data[]; +extern const size_t vww_int8_model_data_size; +#endif /* VWW_INT8_MODEL_DATA_H */ diff --git a/benchmark_sources/Int8/vww/vww_int8_data/vww_int8_model_settings.cc b/benchmark_sources/Int8/vww/vww_int8_data/vww_int8_model_settings.cc new file mode 100644 index 0000000..0aedc88 --- /dev/null +++ b/benchmark_sources/Int8/vww/vww_int8_data/vww_int8_model_settings.cc @@ -0,0 +1,2 @@ +#include "vww_int8_model_settings.h" +const char* vww_int8_model_labels[] = {"non_person", "person"}; \ No newline at end of file diff --git a/benchmark_sources/Int8/vww/vww_int8_data/vww_int8_model_settings.h b/benchmark_sources/Int8/vww/vww_int8_data/vww_int8_model_settings.h new file mode 100644 index 0000000..2507e1f --- /dev/null +++ b/benchmark_sources/Int8/vww/vww_int8_data/vww_int8_model_settings.h @@ -0,0 +1,9 @@ +#ifndef VWW_INT8_MODEL_SETTINGS_H +#define VWW_INT8_MODEL_SETTINGS_H + +#include +#include + +const size_t vww_int8_model_label_cnt = 2; +extern const char* vww_int8_model_labels[]; +#endif /* VWW_INT8_MODEL_SETTINGS_H */ diff --git a/benchmark_sources/Int8/vww/vww_int8_data/vww_int8_output_data_ref.cc b/benchmark_sources/Int8/vww/vww_int8_data/vww_int8_output_data_ref.cc new file mode 100644 index 0000000..0fc83ec --- /dev/null +++ b/benchmark_sources/Int8/vww/vww_int8_data/vww_int8_output_data_ref.cc @@ -0,0 +1,3 @@ +#include "vww_int8_output_data_ref.h" + +extern const uint8_t vww_int8_output_data_ref[] = {0}; diff --git a/benchmark_sources/Int8/vww/vww_int8_data/vww_int8_output_data_ref.h b/benchmark_sources/Int8/vww/vww_int8_data/vww_int8_output_data_ref.h new file mode 100644 index 0000000..f31e582 --- /dev/null +++ b/benchmark_sources/Int8/vww/vww_int8_data/vww_int8_output_data_ref.h @@ -0,0 +1,8 @@ +#ifndef VWW_INT8_OUTPUT_DATA_REF_H +#define VWW_INT8_OUTPUT_DATA_REF_H + +#include +#include + +extern const uint8_t vww_int8_output_data_ref[]; +#endif /* VWW_INT8_OUTPUT_DATA_REF_H */ diff --git a/benchmark_sources/models/cifar10_resnet8/README.md b/benchmark_sources/models/cifar10_resnet8/README.md new file mode 100644 index 0000000..8bae5bc --- /dev/null +++ b/benchmark_sources/models/cifar10_resnet8/README.md @@ -0,0 +1,9 @@ +# ResNet8 for CIFAR10 Image Classification + +### Steps +1. Download the CIFAR10 dataset and put it inside the /dataset folder. +2. Create flatbuffers: `python -m create_flatbuffers --out_dir **OUT_DIR**--quant_mode **Q_MODE**`. \ +The arguments are as follows: + - OUT_DIR is the output directory where the generated flatbuffers will be saved + - Q_MODE can be either "fp32", "fp16", or "int8". + - Use the option `--separate_layers` to separate the layers of the full ResNet8 model and create flatbuffers for each of them \ No newline at end of file diff --git a/benchmark_sources/models/cifar10_resnet8/calibration_samples_idxs.npy b/benchmark_sources/models/cifar10_resnet8/calibration_samples_idxs.npy new file mode 100644 index 0000000000000000000000000000000000000000..20fb93a963fa3d2991c86848d1969fdef93d16a2 GIT binary patch literal 4128 zcmbW&`IFCe90%~PV(2L#ExUJ&8}Q6RwLIqrbr`4C4_O# zI7;Q1Mp%Rqts_T?93jb(QYr07y&wAz^!??v@8k7)J&)J>vvWFi@7Sehp-4{T)zpC* zBL-xrHjSn>%W9ljCz|@=uzy2j&m>(;4R zCps?rzkelGKN$J%H|U`d*CvLT^+1TZMM7K_6XLD=L#*!J)IwpMR4T-n;vpU@7GiqE 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a/benchmark_sources/models/cifar10_resnet8/create_flatbuffers.py b/benchmark_sources/models/cifar10_resnet8/create_flatbuffers.py new file mode 100644 index 0000000..a1f39ab --- /dev/null +++ b/benchmark_sources/models/cifar10_resnet8/create_flatbuffers.py @@ -0,0 +1,330 @@ +import os +import re +from pathlib import Path +import keras +import tensorflow as tf +from tensorflow.keras.layers import Input, Conv2D, BatchNormalization, Activation, Add, AveragePooling2D, Flatten, Dense +from tensorflow.keras.models import Model +from tensorflow.keras.regularizers import l2 +import numpy as np + +import get_dataset as cifar10_data +from utils import ( + write_flatbuffer_input_data, write_input_data_header, + write_model_flatbuffer, write_model_data_header, + write_model_settings, write_model_settings_header, + write_output_data, write_output_data_header, + write_cmakelists_file +) + +cwd = str(Path.cwd()) + + +def build_stem(): + inputs = Input(shape=(32, 32, 3), name="input_stem") + + x = Conv2D(16, 3, padding='same', kernel_initializer='he_normal', + kernel_regularizer=tf.keras.regularizers.l2(1e-4))(inputs) + x = BatchNormalization()(x) + out = Activation('relu')(x) + + return Model(inputs=inputs, outputs=out, name="stem") + + +def build_block0(): + inputs = Input(shape=(32, 32, 16), name="input_block0") + + y = Conv2D(16, 3, padding='same', kernel_initializer='he_normal', + kernel_regularizer=tf.keras.regularizers.l2(1e-4))(inputs) + y = BatchNormalization()(y) + y = Activation('relu')(y) + + y = Conv2D(16, 3, padding='same', kernel_initializer='he_normal', + kernel_regularizer=tf.keras.regularizers.l2(1e-4))(y) + y = BatchNormalization()(y) + + out = Add()([inputs, y]) + out = Activation('relu')(out) + + return Model(inputs=inputs, outputs=out, name="block0") + + +def build_block1(): + inputs = Input(shape=(32, 32, 16), name="input_block1") + + y = Conv2D(32, 3, strides=2, padding='same', kernel_initializer='he_normal', + kernel_regularizer=tf.keras.regularizers.l2(1e-4))(inputs) + y = BatchNormalization()(y) + y = Activation('relu')(y) + + y = Conv2D(32, 3, padding='same', kernel_initializer='he_normal', + kernel_regularizer=tf.keras.regularizers.l2(1e-4))(y) + y = BatchNormalization()(y) + + shortcut = Conv2D(32, 1, strides=2, padding='same', kernel_initializer='he_normal', + kernel_regularizer=tf.keras.regularizers.l2(1e-4))(inputs) + + out = Add()([shortcut, y]) + out = Activation('relu')(out) + + return Model(inputs=inputs, outputs=out, name="block1") + + +def build_block2(): + inputs = Input(shape=(16, 16, 32), name="input_block2") + + y = Conv2D(64, 3, strides=2, padding='same', kernel_initializer='he_normal', + kernel_regularizer=tf.keras.regularizers.l2(1e-4))(inputs) + y = BatchNormalization()(y) + y = Activation('relu')(y) + + y = Conv2D(64, 3, padding='same', kernel_initializer='he_normal', + kernel_regularizer=tf.keras.regularizers.l2(1e-4))(y) + y = BatchNormalization()(y) + + shortcut = Conv2D(64, 1, strides=2, padding='same', kernel_initializer='he_normal', + kernel_regularizer=tf.keras.regularizers.l2(1e-4))(inputs) + + out = Add()([shortcut, y]) + out = Activation('relu')(out) + + return Model(inputs=inputs, outputs=out, name="block2") + + +def build_head(): + inputs = Input(shape=(8, 8, 64), name="input_head") + pool_size = int(np.amin(inputs.shape[1:3])) + + x = AveragePooling2D(pool_size=pool_size)(inputs) + x = Flatten()(x) + outputs = Dense(10, activation='softmax', kernel_initializer='he_normal')(x) + + return Model(inputs=inputs, outputs=outputs, name="head") + + +def convert_to_tflite(model, save_path, quant_mode="fp32", full_model=False): + assert quant_mode in ["fp32", "fp16", "int8"] + + if quant_mode == "fp32": + converter = tf.lite.TFLiteConverter.from_keras_model(model) + tflite_model = converter.convert() + with tf.io.gfile.GFile(save_path, 'wb') as f: + f.write(tflite_model) + elif quant_mode == "fp16": + converter = tf.lite.TFLiteConverter.from_keras_model(model) + + converter.experimental_enable_resource_variables = True + converter.optimizations = [tf.lite.Optimize.DEFAULT] + converter.target_spec.supported_ops = [ + tf.lite.OpsSet.TFLITE_BUILTINS, + ] + converter.target_spec.supported_types = [tf.float16] + + #converter.inference_input_type = tf.float16 + #converter.inference_output_type = tf.float16 + tflite_model = converter.convert() + + with tf.io.gfile.GFile(save_path, 'wb') as f: + f.write(tflite_model) + elif quant_mode == "int8": + converter = tf.lite.TFLiteConverter.from_keras_model(model) + + input_shape = list(model.input_shape) + batch_size = 1 + input_shape[0] = batch_size + input_shape = tuple(input_shape) + def representative_dataset_gen(): + if full_model: + data_dir = cwd + "/dataset/cifar-10-batches-py" + train_data, train_filenames, train_labels, test_data, test_filenames, test_labels, label_names = \ + cifar10_data.load_cifar_10_data(data_dir) + _idx = np.load(cwd + '/calibration_samples_idxs.npy') + for i in _idx: + sample_img = np.expand_dims(np.array(test_data[i], dtype=np.float32), axis=0) + yield [sample_img] + else: # random input + for _ in range(100): + yield [tf.random.normal(input_shape, dtype=np.float32)] + + converter.optimizations = [tf.lite.Optimize.DEFAULT] + converter.representative_dataset = representative_dataset_gen + converter.target_spec.supported_ops = [tf.lite.OpsSet.TFLITE_BUILTINS_INT8] + converter.inference_input_type = tf.int8 # or tf.uint8 + converter.inference_output_type = tf.int8 # or tf.uint8 + tflite_model = converter.convert() + with tf.io.gfile.GFile(save_path, 'wb') as f: + f.write(tflite_model) + + +def keras2tflite(keras_model, name, quant_mode, full_model=False, create_model_flatbuffers=True, class_names=None): + model_dir = os.path.join(OUT_DIR, name) + os.makedirs(model_dir, exist_ok=True) + tflite_save_path = os.path.join(model_dir, f"{name}_{quant_mode}.tflite") + convert_to_tflite(keras_model, tflite_save_path, quant_mode, full_model=full_model) + + if create_model_flatbuffers: + output_dir = os.path.join(model_dir, f"{name}_{quant_mode}_data") + os.makedirs(output_dir, exist_ok=True) + dtype_name = quant_mode + write_model_flatbuffer(output_dir, tflite_save_path) + write_model_data_header(output_dir, name, dtype_name) + class_names = class_names or [] + num_classes = len(class_names) + write_model_settings(output_dir, class_names, name, dtype_name) + write_model_settings_header(output_dir, num_classes, name, dtype_name) + write_output_data(output_dir, name, dtype_name) + write_output_data_header(output_dir, name, dtype_name) + + cpp_file_path = os.path.join(model_dir, f"{name}_{quant_mode}.cpp") + cpp_template_path = cwd + f"/template_{quant_mode}.cpp" + update_model_name_in_cpp(cpp_file_path, cpp_template_path, "model_name_replace", f"{name}_{quant_mode}") + write_cmakelists_file(model_dir, name, quant_mode) + + +def get_np_dtype(dtype_name): + if dtype_name == "fp32": + np_dtype = np.float32 + elif dtype_name == "fp16": + np_dtype = np.float16 + elif dtype_name == "int8": + np_dtype = np.int8 + return np_dtype + + +def run_block(input_tensor, block_name, quant_mode, create_input_flatbuffers=True): + assert quant_mode in ["fp32", "fp16", "int8"] + + model_dir = os.path.join(OUT_DIR, block_name) + os.makedirs(model_dir, exist_ok=True) + tflite_model_path = os.path.join(model_dir, f"{block_name}_{quant_mode}.tflite") + + # Load TFLite model + interpreter = tf.lite.Interpreter(model_path=tflite_model_path) + interpreter.allocate_tensors() + + input_details = interpreter.get_input_details() + output_details = interpreter.get_output_details() + + # input_type = interpreter.get_input_details()[0]['dtype'] + if quant_mode in ["fp32", "fp16"]: + # NOTE: tflite expects fp32 input for fp16 model + input_data = np.array(input_tensor, dtype=np.float32) + elif quant_mode == "int8": + input_data = np.array(input_tensor, dtype=np.float32) + input_scale, input_zero_point = input_details[0]["quantization"] + input_data = np.array(input_data/input_scale + input_zero_point, dtype=np.int8) # quantized int8 input + + if create_input_flatbuffers: + dtype_name = quant_mode + output_dir = os.path.join(model_dir, f"{block_name}_{quant_mode}_data") + os.makedirs(output_dir, exist_ok=True) + + data_flat = input_data.flatten() + np_dtype = get_np_dtype(dtype_name) + data_flat = np.array(data_flat, dtype=np_dtype) + + write_flatbuffer_input_data(output_dir, data_flat, block_name, dtype_name, num_samples=1) + write_input_data_header(output_dir, block_name, dtype_name, num_samples=1) + + # Set input + interpreter.set_tensor(input_details[0]['index'], input_data) + + # Inference + interpreter.invoke() + + # Get output + output = interpreter.get_tensor(output_details[0]['index']) + return output + + +def update_model_name_in_cpp(output_file_path, cpp_template_path, old_model_name, new_model_name): + path = Path(cpp_template_path) + if not path.exists(): + print(f"Error: File '{cpp_template_path}' not found.") + return + + with path.open("r", encoding="utf-8") as f: + content = f.read() + + # Replace all occurrences of the old model name + updated_content = re.sub(old_model_name, new_model_name, content) + # print(updated_content) + + # Optional: backup the original file + # backup_path = path.with_suffix(".cpp.bak") + # path.rename(backup_path) + + # Write the modified content to the original file path + output_file_path = Path(output_file_path) + with output_file_path.open("w", encoding="utf-8") as f: + f.write(updated_content) + + print(f"Written cpp file in {output_file_path}") + # print(f"Updated model name from '{old_model_name}' to '{new_model_name}' in '{output_file_path}'.") + # print(f"Original file backed up as '{backup_path}'.") + + +if __name__ == "__main__": + import argparse + from keras_model import resnet_v1_eembc + + parser = argparse.ArgumentParser(description="Convert ResNet8 to TFLite and create flatbuffers") + parser.add_argument("--quant_mode", type=str, help="Quantization Mode", default="fp32", choices=["fp32", "fp16", "int8"]) + parser.add_argument("--out_dir", type=str, help="Output directory to save the created flatbuffers", required=True) + parser.add_argument('--separate_layers', action='store_true', help='Convert the Resnet8 layers separately') + args = parser.parse_args() + quant_mode = args.quant_mode + + # Create directory to save TFLite models + if quant_mode == "int8": + dir_name = "Int8" + elif quant_mode == "fp16": + dir_name = "FP16" + elif quant_mode == "fp32": + dir_name = "FP32" + OUT_DIR = os.path.join(args.out_dir, dir_name) + os.makedirs(OUT_DIR, exist_ok=True) + + # Get CIFAR10 data + cwd = str(Path.cwd()) + data_dir = cwd + "/dataset/cifar-10-batches-py" + generator = cifar10_data.get_cifar10_generator(data_dir) + data, label = next(generator) + print(data.shape) # (1, 32, 32, 3) + data_flat = data.flatten() + print(data_flat.size) # 3072 + class_names = ["plane", "car", "bird", "cat", "deer", "dog", "frog", "horse", "ship", "truck"] + + # Load pretrained model + model = keras.models.load_model(cwd + "/models/pretrainedResnet.h5") + # model = resnet_v1_eembc() + # Convert to TFLite + keras2tflite(model, "resnet8", quant_mode, full_model=True, class_names=class_names) + # Run forward and save the input data + # x = np.random.rand(1, 32, 32, 3).astype(np.float32) + x = data + y = run_block(x, "resnet8", quant_mode) + + if args.separate_layers: + # Separate the layers of the full ResNet model and create flatbuffers for each of them + + # Convert to TFLite + stem = build_stem() + keras2tflite(stem, "resnet8_block_stem", quant_mode, class_names=class_names) + block0 = build_block0() + keras2tflite(block0, "resnet8_block_res0", quant_mode, class_names=class_names) + block1 = build_block1() + keras2tflite(block1, "resnet8_block_res1", quant_mode, class_names=class_names) + block2 = build_block2() + keras2tflite(block2, "resnet8_block_res2", quant_mode, class_names=class_names) + head = build_head() + keras2tflite(head, "resnet8_block_head", quant_mode, class_names=class_names) + + # Run forward and save the input data + # x = np.random.rand(1, 32, 32, 3).astype(np.float32) + x = data + x = run_block(x, "resnet8_block_stem", quant_mode) + x = run_block(x, "resnet8_block_res0", quant_mode) + x = run_block(x, "resnet8_block_res1", quant_mode) + x = run_block(x, "resnet8_block_res2", quant_mode) + y = run_block(x, "resnet8_block_head", quant_mode) diff --git a/benchmark_sources/models/cifar10_resnet8/get_dataset.py b/benchmark_sources/models/cifar10_resnet8/get_dataset.py new file mode 100644 index 0000000..271ea0f --- /dev/null +++ b/benchmark_sources/models/cifar10_resnet8/get_dataset.py @@ -0,0 +1,94 @@ +""" +Reference: https://github.com/mlcommons/tiny/blob/master/benchmark/training/image_classification/train.py +""" + +import numpy as np +import pickle +import tensorflow as tf +from tensorflow.keras.utils import to_categorical + + +def unpickle(file): + """load the cifar-10 data""" + + with open(file, 'rb') as fo: + data = pickle.load(fo, encoding='bytes') + return data + + +def load_cifar_10_data(data_dir, negatives=False): + """ + Return train_data, train_filenames, train_labels, test_data, test_filenames, test_labels + """ + # label_names: ['airplane', 'automobile', 'bird', 'cat', 'deer', 'dog', 'frog', 'horse', 'ship', 'truck'] + meta_data_dict = unpickle(data_dir + "/batches.meta") + cifar_label_names = meta_data_dict[b'label_names'] + cifar_label_names = np.array(cifar_label_names) + + # training data + cifar_train_data = None + cifar_train_filenames = [] + cifar_train_labels = [] + + for i in range(1, 6): + cifar_train_data_dict = unpickle(data_dir + "/data_batch_{}".format(i)) + if i == 1: + cifar_train_data = cifar_train_data_dict[b'data'] + else: + cifar_train_data = np.vstack((cifar_train_data, cifar_train_data_dict[b'data'])) + cifar_train_filenames += cifar_train_data_dict[b'filenames'] + cifar_train_labels += cifar_train_data_dict[b'labels'] + + cifar_train_data = cifar_train_data.reshape((len(cifar_train_data), 3, 32, 32)) + if negatives: + cifar_train_data = cifar_train_data.transpose(0, 2, 3, 1).astype(np.float32) + else: + cifar_train_data = np.rollaxis(cifar_train_data, 1, 4) + cifar_train_filenames = np.array(cifar_train_filenames) + cifar_train_labels = np.array(cifar_train_labels) + + cifar_test_data_dict = unpickle(data_dir + "/test_batch") + cifar_test_data = cifar_test_data_dict[b'data'] + cifar_test_filenames = cifar_test_data_dict[b'filenames'] + cifar_test_labels = cifar_test_data_dict[b'labels'] + + cifar_test_data = cifar_test_data.reshape((len(cifar_test_data), 3, 32, 32)) + if negatives: + cifar_test_data = cifar_test_data.transpose(0, 2, 3, 1).astype(np.float32) + else: + cifar_test_data = np.rollaxis(cifar_test_data, 1, 4) + cifar_test_filenames = np.array(cifar_test_filenames) + cifar_test_labels = np.array(cifar_test_labels) + + return cifar_train_data, cifar_train_filenames, to_categorical(cifar_train_labels), \ + cifar_test_data, cifar_test_filenames, to_categorical(cifar_test_labels), cifar_label_names + + +def get_cifar10_generator(data_dir): + train_data, train_filenames, train_labels, test_data, test_filenames, test_labels, label_names = \ + load_cifar_10_data(data_dir) + + print("Train data: ", train_data.shape) + print("Train filenames: ", train_filenames.shape) + print("Train labels: ", train_labels.shape) + print("Test data: ", test_data.shape) + print("Test filenames: ", test_filenames.shape) + print("Test labels: ", test_labels.shape) + print("Label names: ", label_names.shape) + + #define data generator + datagen = tf.keras.preprocessing.image.ImageDataGenerator( + rotation_range=15, + width_shift_range=0.1, + height_shift_range=0.1, + horizontal_flip=True, + #brightness_range=(0.9, 1.2), + #contrast_range=(0.9, 1.2), + validation_split=0.2 + ) + + # normalization + datagen.fit(train_data) + + generator = datagen.flow(train_data, train_labels, batch_size=1) + return generator diff --git a/benchmark_sources/models/cifar10_resnet8/keras_model.py b/benchmark_sources/models/cifar10_resnet8/keras_model.py new file mode 100644 index 0000000..d8abc69 --- /dev/null +++ b/benchmark_sources/models/cifar10_resnet8/keras_model.py @@ -0,0 +1,185 @@ +""" +Reference: https://github.com/mlcommons/tiny/blob/master/benchmark/training/image_classification/keras_model.py +""" + +import numpy as np +import os + +import tensorflow as tf +from tensorflow.keras.models import Model +from tensorflow.keras.layers import Input, Dense, Activation, Flatten, BatchNormalization +from tensorflow.keras.layers import Conv2D, AveragePooling2D, MaxPooling2D +from tensorflow.keras.regularizers import l2 + + +# get model +def get_model_name(): + if os.path.exists("models/trainedResnet.h5"): + return "trainedResnet" + else: + return "pretrainedResnet" + + +def get_quant_model_name(): + if os.path.exists("models/trainedResnet.h5"): + return "trainedResnet" + else: + return "pretrainedResnet" + + +# define model +def resnet_v1_eembc(): + # Resnet parameters + input_shape=[32,32,3] # default size for cifar10 + num_classes=10 # default class number for cifar10 + num_filters = 16 # this should be 64 for an official resnet model + + # Input layer, change kernel size to 7x7 and strides to 2 for an official resnet + inputs = Input(shape=input_shape) + x = Conv2D(num_filters, + kernel_size=3, + strides=1, + padding='same', + kernel_initializer='he_normal', + kernel_regularizer=l2(1e-4))(inputs) + x = BatchNormalization()(x) + x = Activation('relu')(x) + #x = MaxPooling2D(pool_size=(2, 2))(x) # uncomment this for official resnet model + + + # First stack + + # Weight layers + y = Conv2D(num_filters, + kernel_size=3, + strides=1, + padding='same', + kernel_initializer='he_normal', + kernel_regularizer=l2(1e-4))(x) + y = BatchNormalization()(y) + y = Activation('relu')(y) + y = Conv2D(num_filters, + kernel_size=3, + strides=1, + padding='same', + kernel_initializer='he_normal', + kernel_regularizer=l2(1e-4))(y) + y = BatchNormalization()(y) + + # Overall residual, connect weight layer and identity paths + x = tf.keras.layers.add([x, y]) + x = Activation('relu')(x) + + + # Second stack + + # Weight layers + num_filters = 32 # Filters need to be double for each stack + y = Conv2D(num_filters, + kernel_size=3, + strides=2, + padding='same', + kernel_initializer='he_normal', + kernel_regularizer=l2(1e-4))(x) + y = BatchNormalization()(y) + y = Activation('relu')(y) + y = Conv2D(num_filters, + kernel_size=3, + strides=1, + padding='same', + kernel_initializer='he_normal', + kernel_regularizer=l2(1e-4))(y) + y = BatchNormalization()(y) + + # Adjust for change in dimension due to stride in identity + x = Conv2D(num_filters, + kernel_size=1, + strides=2, + padding='same', + kernel_initializer='he_normal', + kernel_regularizer=l2(1e-4))(x) + + # Overall residual, connect weight layer and identity paths + x = tf.keras.layers.add([x, y]) + x = Activation('relu')(x) + + + # Third stack + + # Weight layers + num_filters = 64 + y = Conv2D(num_filters, + kernel_size=3, + strides=2, + padding='same', + kernel_initializer='he_normal', + kernel_regularizer=l2(1e-4))(x) + y = BatchNormalization()(y) + y = Activation('relu')(y) + y = Conv2D(num_filters, + kernel_size=3, + strides=1, + padding='same', + kernel_initializer='he_normal', + kernel_regularizer=l2(1e-4))(y) + y = BatchNormalization()(y) + + # Adjust for change in dimension due to stride in identity + x = Conv2D(num_filters, + kernel_size=1, + strides=2, + padding='same', + kernel_initializer='he_normal', + kernel_regularizer=l2(1e-4))(x) + + # Overall residual, connect weight layer and identity paths + x = tf.keras.layers.add([x, y]) + x = Activation('relu')(x) + + + # Fourth stack. + # While the paper uses four stacks, for cifar10 that leads to a large increase in complexity for minor benefits + # Uncomments to use it + + # # Weight layers + # num_filters = 128 + # y = Conv2D(num_filters, + # kernel_size=3, + # strides=2, + # padding='same', + # kernel_initializer='he_normal', + # kernel_regularizer=l2(1e-4))(x) + # y = BatchNormalization()(y) + # y = Activation('relu')(y) + # y = Conv2D(num_filters, + # kernel_size=3, + # strides=1, + # padding='same', + # kernel_initializer='he_normal', + # kernel_regularizer=l2(1e-4))(y) + # y = BatchNormalization()(y) + + # # Adjust for change in dimension due to stride in identity + # x = Conv2D(num_filters, + # kernel_size=1, + # strides=2, + # padding='same', + # kernel_initializer='he_normal', + # kernel_regularizer=l2(1e-4))(x) + + # # Overall residual, connect weight layer and identity paths + # x = tf.keras.layers.add([x, y]) + # x = Activation('relu')(x) + + + # Final classification layer. + pool_size = int(np.amin(x.shape[1:3])) + x = AveragePooling2D(pool_size=pool_size)(x) + y = Flatten()(x) + outputs = Dense(num_classes, + activation='softmax', + kernel_initializer='he_normal')(y) + + # Instantiate model. + model = Model(inputs=inputs, outputs=outputs) + return model diff --git a/benchmark_sources/models/cifar10_resnet8/models/pretrainedResnet.h5 b/benchmark_sources/models/cifar10_resnet8/models/pretrainedResnet.h5 new file mode 100644 index 0000000000000000000000000000000000000000..cbd69708c39f96a3ed09141bcac029bbfe8be256 GIT binary patch literal 1116712 zcmeEP2V4}n_g{*F2!eDJ5y65D=^#7Fi~{z81;v6$7o|xP3rbNz1w~Psy&9ES<<2}QXDysAWxe~S7G?;%ZL&tF$G5scW~hF zDOvt($Q0vn!bIO#KHt(MU;Yya^mFLtDCnp&(_0fJJjTcw6Xo~^dV2Y}PV@5hnG_nr zPYetS_4W6i;T2pfO+d@as}WnUfv_bbui|p8$mz$|6#<_X9CeO7XNp&_TZn78S8#}L zU;sZ|M@mXqQlL$uy5xm5u=O?(#6(HLd_@k$@RJwvb9eKY;uYZeOFlxyW%vl7_}(rh zAs-PQ9)SVgzCMB~b@&Ysw5g$Xb+F=RGW-N8`kkMOkY8x9n{R+`fR8J~@>l%w1s!Ji z3GfotEc{aEj})h=5C>MjSv%1$TtpVd*b9-JkZaIRJeVn>w_&&^rHZ~pF!8K>(U&YH z9`s!FMV=X$NuxwxoSAs(e35{qvH1>7g#{ikafXc~_?sZW+KFPuE>tt)6rm>iBE{D- 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"model_name_replace_data/model_name_replace_model_data.h" +#include "model_name_replace_data/model_name_replace_model_settings.h" +#include "model_name_replace_data/model_name_replace_output_data_ref.h" + +#include "tensorflow/lite/micro/tflite_bridge/micro_error_reporter.h" +#include "tensorflow/lite/micro/micro_interpreter.h" +#include "tensorflow/lite/micro/micro_mutable_op_resolver.h" +#include "tensorflow/lite/schema/schema_generated.h" + +extern "C" { +#include "runtime.h" +#include "uart.h" +#include "terminate_benchmark.h" +} + +constexpr size_t tensor_arena_size = 256 * 1024 * 4; +alignas(16) uint8_t tensor_arena[tensor_arena_size]; + +int run_test() +{ + //tflite::MicroErrorReporter micro_error_reporter; + //tflite::ErrorReporter *error_reporter = µ_error_reporter; + + const tflite::Model *model = tflite::GetModel(model_name_replace_model_data); + + static tflite::MicroMutableOpResolver<8> resolver; + resolver.AddFullyConnected(); + resolver.AddConv2D(); + resolver.AddDepthwiseConv2D(); + resolver.AddAveragePool2D(); + resolver.AddReshape(); + resolver.AddSoftmax(); + resolver.AddAdd(); + resolver.AddDequantize(); + + tflite::MicroInterpreter interpreter(model, resolver, tensor_arena, tensor_arena_size); + + if (interpreter.AllocateTensors() != kTfLiteOk) + { + //TF_LITE_REPORT_ERROR(error_reporter, "ERROR: In AllocateTensors()."); + return -1; + } + + //for (size_t i = 0; i < model_name_replace_data_sample_cnt; i++) + for (size_t i = 0; i < 1; i++) + { + memcpy(interpreter.input(0)->data.f, (float *)model_name_replace_input_data[i], model_name_replace_input_data_len[i] * 2); //Bytes to copy is 4*len + + if (interpreter.Invoke() != kTfLiteOk) + { + //TF_LITE_REPORT_ERROR(error_reporter, "ERROR: In Invoke()."); + return -1; + } + + int8_t top_index = 0; + _Float16* output_ptr = (_Float16*)interpreter.output(0)->data.f; + for (size_t j = 0; j < model_name_replace_model_label_cnt; j++) + { + if (output_ptr[j] > output_ptr[top_index]) + { + top_index = j; + } + } + + if (top_index != model_name_replace_output_data_ref[i]) + { + //uart_printf("ERROR: at #%d, top_index %d model_name_replace_output_data_ref %d \n", i, top_index, model_name_replace_output_data_ref[i]); + return -1; + } + else + { + //uart_printf("Sample #%d pass, top_index %d matches ref %d \n", i, top_index, model_name_replace_output_data_ref[i]); + } + } + return 0; +} + +int main(int argc, char *argv[]) +{ + int ret = run_test(); + if (ret != 0) + { + #if defined(PRINT_OUTPUTS) + uart_printf("Test Failed!\n"); + #endif + benchmark_failure(); + + } + else + { + #if defined(PRINT_OUTPUTS) + uart_printf("Test Success!\n"); + #endif + benchmark_success(); + } + + return ret; +} diff --git a/benchmark_sources/models/cifar10_resnet8/template_fp32.cpp b/benchmark_sources/models/cifar10_resnet8/template_fp32.cpp new file mode 100644 index 0000000..1efafde --- /dev/null +++ b/benchmark_sources/models/cifar10_resnet8/template_fp32.cpp @@ -0,0 +1,104 @@ +#include +#include +#include +#include +#include + +#include "model_name_replace_data/model_name_replace_input_data.h" +#include "model_name_replace_data/model_name_replace_model_data.h" +#include "model_name_replace_data/model_name_replace_model_settings.h" +#include "model_name_replace_data/model_name_replace_output_data_ref.h" + +#include "tensorflow/lite/micro/tflite_bridge/micro_error_reporter.h" +#include "tensorflow/lite/micro/micro_interpreter.h" +#include "tensorflow/lite/micro/micro_mutable_op_resolver.h" +#include "tensorflow/lite/schema/schema_generated.h" + +extern "C" { +#include "runtime.h" +#include "uart.h" +#include "terminate_benchmark.h" +} + +constexpr size_t tensor_arena_size = 256 * 1024 * 4; +alignas(16) uint8_t tensor_arena[tensor_arena_size]; + +int run_test() +{ + //tflite::MicroErrorReporter micro_error_reporter; + //tflite::ErrorReporter *error_reporter = µ_error_reporter; + + const tflite::Model *model = tflite::GetModel(model_name_replace_model_data); + + static tflite::MicroMutableOpResolver<8> resolver; + resolver.AddFullyConnected(); + resolver.AddConv2D(); + resolver.AddDepthwiseConv2D(); + resolver.AddAveragePool2D(); + resolver.AddReshape(); + resolver.AddSoftmax(); + resolver.AddAdd(); + resolver.AddDequantize(); + + tflite::MicroInterpreter interpreter(model, resolver, tensor_arena, tensor_arena_size); + + if (interpreter.AllocateTensors() != kTfLiteOk) + { + //TF_LITE_REPORT_ERROR(error_reporter, "ERROR: In AllocateTensors()."); + return -1; + } + + //for (size_t i = 0; i < model_name_replace_data_sample_cnt; i++) + for (size_t i = 0; i < 1; i++) + { + memcpy(interpreter.input(0)->data.f, (float *)model_name_replace_input_data[i], model_name_replace_input_data_len[i] * 4); //Bytes to copy is 4*len + + if (interpreter.Invoke() != kTfLiteOk) + { + //TF_LITE_REPORT_ERROR(error_reporter, "ERROR: In Invoke()."); + return -1; + } + + int8_t top_index = 0; + for (size_t j = 0; j < model_name_replace_model_label_cnt; j++) + { + if (interpreter.output(0)->data.f[j] > interpreter.output(0)->data.f[top_index]) + { + top_index = j; + } + } + + if (top_index != model_name_replace_output_data_ref[i]) + { + //uart_printf("ERROR: at #%d, top_index %d model_name_replace_output_data_ref %d \n", i, top_index, model_name_replace_output_data_ref[i]); + return -1; + } + else + { + //uart_printf("Sample #%d pass, top_index %d matches ref %d \n", i, top_index, model_name_replace_output_data_ref[i]); + } + } + return 0; +} + +int main(int argc, char *argv[]) +{ + int ret = run_test(); + if (ret != 0) + { + #if defined(PRINT_OUTPUTS) + uart_printf("Test Failed!\n"); + #endif + benchmark_failure(); + + } + else + { + #if defined(PRINT_OUTPUTS) + uart_printf("Test Success!\n"); + #endif + benchmark_success(); + } + + return ret; +} diff --git a/benchmark_sources/models/cifar10_resnet8/template_int8.cpp b/benchmark_sources/models/cifar10_resnet8/template_int8.cpp new file mode 100644 index 0000000..53ff0b8 --- /dev/null +++ b/benchmark_sources/models/cifar10_resnet8/template_int8.cpp @@ -0,0 +1,108 @@ +#include +#include +#include +#include +#include + +#include "model_name_replace_data/model_name_replace_input_data.h" +#include "model_name_replace_data/model_name_replace_model_data.h" +#include "model_name_replace_data/model_name_replace_model_settings.h" +#include "model_name_replace_data/model_name_replace_output_data_ref.h" + +#include "tensorflow/lite/micro/tflite_bridge/micro_error_reporter.h" +#include "tensorflow/lite/micro/micro_interpreter.h" +#include "tensorflow/lite/micro/micro_mutable_op_resolver.h" +#include "tensorflow/lite/schema/schema_generated.h" + +extern "C" { +#include "runtime.h" +#include "uart.h" +#include "terminate_benchmark.h" +} + +constexpr size_t tensor_arena_size = 256 * 1024; +alignas(16) uint8_t tensor_arena[tensor_arena_size]; + +//commit before array.h added - 6f2828619641503942f2bd69ddee006ff7823130 + +int run_test() +{ + tflite::MicroErrorReporter micro_error_reporter; + tflite::ErrorReporter *error_reporter = µ_error_reporter; + + const tflite::Model *model = tflite::GetModel(model_name_replace_model_data); + + static tflite::MicroMutableOpResolver<8> resolver; + resolver.AddFullyConnected(); + resolver.AddConv2D(); + resolver.AddDepthwiseConv2D(); + resolver.AddAveragePool2D(); + resolver.AddReshape(); + resolver.AddSoftmax(); + resolver.AddAdd(); + resolver.AddDequantize(); + + tflite::MicroInterpreter interpreter(model, resolver, tensor_arena, tensor_arena_size); + + if (interpreter.AllocateTensors() != kTfLiteOk) + { + TF_LITE_REPORT_ERROR(error_reporter, "ERROR: In AllocateTensors()."); + return -1; + } + + //for (size_t i = 0; i < model_name_replace_data_sample_cnt; i++) + for (size_t i = 0; i < 1; i++) + { + memcpy(interpreter.input(0)->data.int8, (int8_t *)model_name_replace_input_data[i], model_name_replace_input_data_len[i]); + + if (interpreter.Invoke() != kTfLiteOk) + { + TF_LITE_REPORT_ERROR(error_reporter, "ERROR: In Invoke()."); + return -1; + } + + //start_cycle_count(); + + int8_t top_index = 0; + for (size_t j = 0; j < model_name_replace_model_label_cnt; j++) + { + if (interpreter.output(0)->data.int8[j] > interpreter.output(0)->data.int8[top_index]) + { + top_index = j; + } + } + + if (top_index != model_name_replace_output_data_ref[i]) + { + //uart_printf("ERROR: at #%d, top_index %d model_name_replace_output_data_ref %d \n", i, top_index, model_name_replace_output_data_ref[i]); + return -1; + } + else + { + //uart_printf("Sample #%d pass, top_index %d matches ref %d \n", i, top_index, model_name_replace_output_data_ref[i]); + } + } + return 0; +} + +int main(int argc, char *argv[]) +{ + int ret = run_test(); + if (ret != 0) + { + #if defined(PRINT_OUTPUTS) + uart_printf("Test Failed!\n"); + #endif + benchmark_failure(); + + } + else + { + #if defined(PRINT_OUTPUTS) + uart_printf("Test Success!\n"); + #endif + benchmark_success(); + } + + return ret; +} diff --git a/benchmark_sources/models/cifar10_resnet8/utils.py b/benchmark_sources/models/cifar10_resnet8/utils.py new file mode 100644 index 0000000..6d4c35d --- /dev/null +++ b/benchmark_sources/models/cifar10_resnet8/utils.py @@ -0,0 +1,205 @@ +import os +import subprocess, sys +from pathlib import Path +import numpy as np + + +def get_c_dtype(dtype_name): + if dtype_name == "fp32": + c_dtype = "float" + elif dtype_name == "fp16": + c_dtype = "_Float16" + elif dtype_name == "int8": + c_dtype = "int8_t" + return c_dtype + + +def write_output_data(output_dir, name, dtype_name): + data_name = f"{name}_{dtype_name}_output_data_ref" + output_path = os.path.join(output_dir, data_name) + c_dtype = get_c_dtype(dtype_name) + + f = open(f"{output_path}.cc", "w") + f.writelines(f"#include \"{name}_{dtype_name}_output_data_ref.h\"\n\n") + + f.writelines(f"extern const uint8_t {name}_{dtype_name}_output_data_ref[] = {{0}};\n") + + print("Output data file written to", output_path) + + +def write_output_data_header(output_dir, name, dtype_name): + data_name = f"{name}_{dtype_name}_output_data_ref" + output_path = os.path.join(output_dir, data_name) + c_dtype = get_c_dtype(dtype_name) + + f = open(f"{output_path}.h", "w") + f.writelines(f"#ifndef {data_name.upper()}_H\n") + f.writelines(f"#define {data_name.upper()}_H\n\n") + + f.writelines(f"#include \n") + f.writelines(f"#include \n\n") + + f.writelines(f"extern const uint8_t {name}_{dtype_name}_output_data_ref[];\n") + + f.writelines(f"#endif /* {data_name.upper()}_H */\n") + + print("Output data header file written to", output_path) + + +def write_model_settings(output_dir, class_names, name, dtype_name): + # class_names = ["plane", "car", "bird", "cat", "deer", "dog", "frog", "horse", "ship", "truck"] + data_name = f"{name}_{dtype_name}_model_settings" + output_path = os.path.join(output_dir, data_name) + c_dtype = get_c_dtype(dtype_name) + + f = open(f"{output_path}.cc", "w") + f.writelines(f"#include \"{name}_{dtype_name}_model_settings.h\"\n") + f.writelines(f'const char* {name}_{dtype_name}_model_labels[] = ' + '{' + ', '.join(f'"{cls}"' for cls in class_names) + '};') + + print("Model settings file written to", output_path) + + +def write_model_settings_header(output_dir, num_classes, name, dtype_name): + data_name = f"{name}_{dtype_name}_model_settings" + output_path = os.path.join(output_dir, data_name) + c_dtype = get_c_dtype(dtype_name) + + f = open(f"{output_path}.h", "w") + f.writelines(f"#ifndef {data_name.upper()}_H\n") + f.writelines(f"#define {data_name.upper()}_H\n\n") + + f.writelines(f"#include \n") + f.writelines(f"#include \n\n") + + f.writelines(f"const size_t {name}_{dtype_name}_model_label_cnt = {num_classes};\n") + f.writelines(f"extern const char* {name}_{dtype_name}_model_labels[];\n") + + f.writelines(f"#endif /* {data_name.upper()}_H */\n") + + print("Input header file written to", output_path) + + +def write_input_data_header(output_dir, name, dtype_name, num_samples=1): + data_name = f"{name}_{dtype_name}_input_data" + output_path = os.path.join(output_dir, data_name) + c_dtype = get_c_dtype(dtype_name) + + f = open(f"{output_path}.h", "w") + f.writelines(f"#ifndef {data_name.upper()}_H\n") + f.writelines(f"#define {data_name.upper()}_H\n\n") + f.writelines(f"#include \n") + f.writelines(f"#include \n\n") + + f.writelines(f"const size_t {name}_{dtype_name}_data_sample_cnt = {num_samples};\n") + f.writelines(f"extern const {c_dtype}* {name}_{dtype_name}_input_data[];\n") + f.writelines(f"extern const size_t {name}_{dtype_name}_input_data_len[];\n") + + f.writelines(f"#endif /* {data_name.upper()}_H */\n") + + print("Input header file written to", output_path) + + +def write_flatbuffer_input_data(output_dir, data, name, dtype_name, num_samples=1): + data_name = f"{name}_{dtype_name}_input_data" + output_path = os.path.join(output_dir, data_name) + f = open(f"{output_path}.cc", "w") + f.writelines(f"#include \"{data_name}.h\"\n") + + if dtype_name == "fp32": + c_dtype = "float" + elif dtype_name == "fp16": + c_dtype = "_Float16" + elif dtype_name == "int8": + c_dtype = "int8_t" + + # for j in range(num_samples): + j = num_samples + sample_name = f"{data_name}_000{j-1}" + f.writelines(f"const {c_dtype} {sample_name}[] = " + "{\n") + for i in range(len(data)): + f.write(str(data[i])+", ") + if((i+1)%12 == 0): + f.write("\n") + + f.writelines("};\n") + data_size = np.prod(data.shape) + f.writelines(f"const size_t {sample_name}_len = {data_size};\n\n") + + f.writelines(f"const {c_dtype}* {data_name}[] = {{{sample_name}}};\n") + f.writelines(f"const size_t {data_name}_len[] = {{{sample_name}_len}};\n") + f.close() + + print("Input flatbuffer written to", output_path) + + +def write_model_data_header(output_dir, name, dtype_name): + data_name = f"{name}_{dtype_name}_model_data" + output_path = os.path.join(output_dir, data_name) + # c_dtype = get_c_dtype(dtype_name) + + f = open(f"{output_path}.h", "w") + f.writelines(f"#ifndef {data_name.upper()}_H\n") + f.writelines(f"#define {data_name.upper()}_H\n\n") + + f.writelines(f"#include \n") + f.writelines(f"#include \n\n") + + f.writelines(f"extern const uint8_t {name}_{dtype_name}_model_data[];\n") + f.writelines(f"extern const size_t {name}_{dtype_name}_model_data_size;\n") + + f.writelines(f"#endif /* {data_name.upper()}_H */\n") + + print("Model data header file written to", output_path) + + +def write_model_flatbuffer(output_dir, tflite_model_path): + assert tflite_model_path.endswith('.tflite') + + # Create Flatbuffer of tflite models + model_name = os.path.basename(tflite_model_path).split('.')[0] # e.g., resnet8_int8.tflite -> resnet8_int8 + model_data_name = f"{model_name}_model_data" # e.g., resnet8_int8 -> resnet8_int8_model_data + model_data_path = os.path.join(output_dir, f"{model_data_name}.cc") # e.g., resnet8_int8_model_data.cc + + # Flatbuffer + subprocess.run("xxd -i " + tflite_model_path + " > " + model_data_path, shell=True, executable="/bin/bash") + fb = open(model_data_path, "r+") + flatbuffer_contents = [] + flatbuffer_contents.append(f"#include \"{model_data_name}.h\"\n") + flatbuffer_contents.append(f"const uint8_t {model_data_name}[] __attribute__((aligned(16))) =" + "{\n") + fb_old_name="" + for line in fb: + if fb_old_name != "": + line_temp = line.replace("unsigned int", "const size_t") + line_temp = line_temp.replace(fb_old_name, model_data_name) + flatbuffer_contents.append(line_temp) + + if "unsigned char " in line: + fb_old_name = line.replace("unsigned char ", "") + fb_old_name = fb_old_name.replace("[] = {", "") + fb_old_name = fb_old_name.replace("\n","") + + fb.seek(0) + fb.truncate() + for line in flatbuffer_contents: + fb.writelines(line) + + fb.close() + print("Model flatbuffer written to", model_data_path) + + +def write_cmakelists_file(output_dir, name, dtype_name): + model_name = f"{name}_{dtype_name}" + data_name = f"CMakeLists.txt" + output_path = os.path.join(output_dir, data_name) + + if dtype_name == "int8": + dir_name = "Int8" + elif dtype_name == "fp16": + dir_name = "FP16" + elif dtype_name == "fp32": + dir_name = "FP32" + + f = open(output_path, "w") + f.writelines(f"add_Benchmark({name}_{dtype_name} ${{CMAKE_CURRENT_SOURCE_DIR}} ${{BUILD_DIR}}/benchmark_sources/{dir_name}/{name})") + + print("CMakeLists file written to", output_path) diff --git a/benchmark_sources/models/vww/README.md b/benchmark_sources/models/vww/README.md new file mode 100644 index 0000000..031b975 --- /dev/null +++ b/benchmark_sources/models/vww/README.md @@ -0,0 +1,13 @@ +# MobileNetV1 for Visual Wake Words tasks (MLPerfTiny) + +### Steps +1. Download the dataset and put it inside the /dataset folder: + ``` + wget https://www.silabs.com/public/files/github/machine_learning/benchmarks/datasets/vw_coco2014_96.tar.gz + tar -xvf vw_coco2014_96.tar.gz + ``` +2. Create flatbuffers: `python -m create_flatbuffers --out_dir **OUT_DIR**--quant_mode **Q_MODE**`. \ +The arguments are as follows: + - OUT_DIR is the output directory where the generated flatbuffers will be saved + - Q_MODE can be either "fp32", "fp16", or "int8". + - Use the option `--separate_layers` to separate the layers of the full MobileNetV1 model and create flatbuffers for each of them \ No newline at end of file diff --git a/benchmark_sources/models/vww/calibration_data.txt b/benchmark_sources/models/vww/calibration_data.txt new file mode 100644 index 0000000..0318f58 --- /dev/null +++ b/benchmark_sources/models/vww/calibration_data.txt @@ -0,0 +1,12 @@ +The following files were used to calibrate the model for quantized conversion: +COCO_val2014_000000333756.jpg +COCO_val2014_000000279895.jpg +COCO_train2014_000000113212.jpg +COCO_val2014_000000467821.jpg +COCO_train2014_000000263440.jpg +COCO_val2014_000000531803.jpg +COCO_train2014_000000370727.jpg +COCO_train2014_000000249435.jpg +COCO_train2014_000000416860.jpg +COCO_val2014_000000205523.jpg +COCO_train2014_000000432502.jpg \ No newline at end of file diff --git a/benchmark_sources/models/vww/create_flatbuffers.py b/benchmark_sources/models/vww/create_flatbuffers.py new file mode 100644 index 0000000..485a9ad --- /dev/null +++ b/benchmark_sources/models/vww/create_flatbuffers.py @@ -0,0 +1,390 @@ +import os +from pathlib import Path +import keras +import tensorflow as tf +from tensorflow.keras.layers import Input, Conv2D, DepthwiseConv2D, BatchNormalization, Activation, Add, AveragePooling2D, Flatten, Dense +from tensorflow.keras.models import Model +from tensorflow.keras.regularizers import l2 +import numpy as np +import re + +import get_dataset as vww_data +from keras_model import mobilenet_v1 +from utils import ( + write_flatbuffer_input_data, write_input_data_header, + write_model_flatbuffer, write_model_data_header, + write_model_settings, write_model_settings_header, + write_output_data, write_output_data_header, + write_cmakelists_file +) + +cwd = str(Path.cwd()) + + +def depthwise_block(x, num_filters, stride): + x = DepthwiseConv2D(kernel_size=3, strides=stride, padding='same', + kernel_initializer='he_normal', kernel_regularizer=l2(1e-4))(x) + x = BatchNormalization()(x) + x = Activation('relu')(x) + + x = Conv2D(num_filters, kernel_size=1, strides=1, padding='same', + kernel_initializer='he_normal', kernel_regularizer=l2(1e-4))(x) + x = BatchNormalization()(x) + x = Activation('relu')(x) + return x + + +def build_stem(): + inputs = Input(shape=(96, 96, 3), name="input_stem") + x = Conv2D(8, kernel_size=3, strides=2, padding='same', + kernel_initializer='he_normal', kernel_regularizer=l2(1e-4))(inputs) + x = BatchNormalization()(x) + out = Activation('relu')(x) + return Model(inputs=inputs, outputs=out, name="stem") + + +def build_block0(): + inputs = Input(shape=(48, 48, 8), name="input_block0") + num_filters = 16 + out = depthwise_block(inputs, num_filters, stride=1) + return Model(inputs=inputs, outputs=out, name="block0") + + +def build_block1(): + inputs = Input(shape=(48, 48, 16), name="input_block1") + num_filters = 32 + out = depthwise_block(inputs, num_filters, stride=2) + return Model(inputs=inputs, outputs=out, name="block1") + + +def build_block2(): + inputs = Input(shape=(24, 24, 32), name="input_block2") + num_filters = 32 + out = depthwise_block(inputs, num_filters, stride=1) + return Model(inputs=inputs, outputs=out, name="block2") + + +def build_block3(): + inputs = Input(shape=(24, 24, 32), name="input_block3") + num_filters = 64 + out = depthwise_block(inputs, num_filters, stride=2) + return Model(inputs=inputs, outputs=out, name="block3") + + +def build_block4(): + inputs = Input(shape=(12, 12, 64), name="input_block4") + num_filters = 64 + out = depthwise_block(inputs, num_filters, stride=1) + return Model(inputs=inputs, outputs=out, name="block4") + + +def build_block5(): + inputs = Input(shape=(12, 12, 64), name="input_block5") + num_filters = 128 + out = depthwise_block(inputs, num_filters, stride=2) + return Model(inputs=inputs, outputs=out, name="block5") + + +def build_block6(): + inputs = Input(shape=(6, 6, 128), name="input_block6") + num_filters = 128 + out = depthwise_block(inputs, num_filters, stride=1) + return Model(inputs=inputs, outputs=out, name="block6") + + +def build_block7(): + inputs = Input(shape=(6, 6, 128), name="input_block7") + num_filters = 128 + out = depthwise_block(inputs, num_filters, stride=1) + return Model(inputs=inputs, outputs=out, name="block7") + + +def build_block8(): + inputs = Input(shape=(6, 6, 128), name="input_block8") + num_filters = 128 + out = depthwise_block(inputs, num_filters, stride=1) + return Model(inputs=inputs, outputs=out, name="block8") + + +def build_block9(): + inputs = Input(shape=(6, 6, 128), name="input_block9") + num_filters = 128 + out = depthwise_block(inputs, num_filters, stride=1) + return Model(inputs=inputs, outputs=out, name="block9") + + +def build_block10(): + inputs = Input(shape=(6, 6, 128), name="input_block10") + num_filters = 128 + out = depthwise_block(inputs, num_filters, stride=1) + return Model(inputs=inputs, outputs=out, name="block10") + + +def build_block11(): + inputs = Input(shape=(6, 6, 128), name="input_block11") + num_filters = 256 + out = depthwise_block(inputs, num_filters, stride=2) + return Model(inputs=inputs, outputs=out, name="block11") + + +def build_block12(): + inputs = Input(shape=(3, 3, 256), name="input_block12") + num_filters = 256 + out = depthwise_block(inputs, num_filters, stride=1) + return Model(inputs=inputs, outputs=out, name="block12") + + +def build_head(): + inputs = Input(shape=(3, 3, 256), name="input_head") + x = AveragePooling2D(pool_size=inputs.shape[1:3])(inputs) + x = Flatten()(x) + outputs = Dense(2, activation='softmax')(x) + return Model(inputs=inputs, outputs=outputs, name="head") + + +def convert_to_tflite(model, save_path, quant_mode="fp32", full_model=False): + assert quant_mode in ["fp32", "fp16", "int8"] + + if quant_mode == "fp32": + converter = tf.lite.TFLiteConverter.from_keras_model(model) + tflite_model = converter.convert() + with tf.io.gfile.GFile(save_path, 'wb') as f: + f.write(tflite_model) + elif quant_mode == "fp16": + converter = tf.lite.TFLiteConverter.from_keras_model(model) + + converter.experimental_enable_resource_variables = True + converter.optimizations = [tf.lite.Optimize.DEFAULT] + converter.target_spec.supported_ops = [ + tf.lite.OpsSet.TFLITE_BUILTINS, + ] + converter.target_spec.supported_types = [tf.float16] + + #converter.inference_input_type = tf.float16 + #converter.inference_output_type = tf.float16 + tflite_model = converter.convert() + + with tf.io.gfile.GFile(save_path, 'wb') as f: + f.write(tflite_model) + elif quant_mode == "int8": + converter = tf.lite.TFLiteConverter.from_keras_model(model) + + input_shape = list(model.input_shape) + batch_size = 1 + input_shape[0] = batch_size + input_shape = tuple(input_shape) + def representative_dataset_gen(): + if full_model: + data_dir = cwd + "/dataset/vw_coco2014_96" + dataset_dir = os.path.join(data_dir, "person") + for idx, image_file in enumerate(os.listdir(dataset_dir)): + # 10 representative images should be enough for calibration. + if idx > 10: + return + full_path = os.path.join(dataset_dir, image_file) + if os.path.isfile(full_path): + img = tf.keras.preprocessing.image.load_img( + full_path, color_mode='rgb').resize((96, 96)) + arr = tf.keras.preprocessing.image.img_to_array(img) + # Scale input to [0, 1.0] like in training. + yield [arr.reshape(1, 96, 96, 3) / 255.] + else: # random input + for _ in range(100): + yield [tf.random.normal(input_shape, dtype=np.float32)] + + converter.optimizations = [tf.lite.Optimize.DEFAULT] + converter.representative_dataset = representative_dataset_gen + converter.target_spec.supported_ops = [tf.lite.OpsSet.TFLITE_BUILTINS_INT8] + converter.inference_input_type = tf.int8 # or tf.uint8; should match dat_q in eval_quantized_model.py + converter.inference_output_type = tf.int8 # or tf.uint8 + tflite_model = converter.convert() + with tf.io.gfile.GFile(save_path, 'wb') as f: + f.write(tflite_model) + + +def keras2tflite(keras_model, name, quant_mode, full_model=False, create_model_flatbuffers=True, class_names=None): + model_dir = os.path.join(OUT_DIR, name) + os.makedirs(model_dir, exist_ok=True) + tflite_save_path = os.path.join(model_dir, f"{name}_{quant_mode}.tflite") + convert_to_tflite(keras_model, tflite_save_path, quant_mode, full_model=full_model) + + if create_model_flatbuffers: + output_dir = os.path.join(model_dir, f"{name}_{quant_mode}_data") + os.makedirs(output_dir, exist_ok=True) + dtype_name = quant_mode + write_model_flatbuffer(output_dir, tflite_save_path) + write_model_data_header(output_dir, name, dtype_name) + class_names = class_names or [] + num_classes = len(class_names) + write_model_settings(output_dir, class_names, name, dtype_name) + write_model_settings_header(output_dir, num_classes, name, dtype_name) + write_output_data(output_dir, name, dtype_name) + write_output_data_header(output_dir, name, dtype_name) + + cpp_file_path = os.path.join(model_dir, f"{name}_{quant_mode}.cpp") + cpp_template_path = cwd + f"/template_{quant_mode}.cpp" + update_model_name_in_cpp(cpp_file_path, cpp_template_path, "model_name_replace", f"{name}_{quant_mode}") + write_cmakelists_file(model_dir, name, quant_mode) + + +def get_np_dtype(dtype_name): + if dtype_name == "fp32": + np_dtype = np.float32 + elif dtype_name == "fp16": + np_dtype = np.float16 + elif dtype_name == "int8": + np_dtype = np.int8 + return np_dtype + + +def run_block(input_tensor, block_name, quant_mode, create_input_flatbuffers=True): + assert quant_mode in ["fp32", "fp16", "int8"] + + model_dir = os.path.join(OUT_DIR, block_name) + os.makedirs(model_dir, exist_ok=True) + tflite_model_path = os.path.join(model_dir, f"{block_name}_{quant_mode}.tflite") + + # Load TFLite model + interpreter = tf.lite.Interpreter(model_path=tflite_model_path) + interpreter.allocate_tensors() + + input_details = interpreter.get_input_details() + output_details = interpreter.get_output_details() + + # input_type = interpreter.get_input_details()[0]['dtype'] + if quant_mode in ["fp32", "fp16"]: + # NOTE: tflite expects fp32 input for fp16 model + input_data = np.array(input_tensor, dtype=np.float32) + elif quant_mode == "int8": + input_data = np.array(input_tensor, dtype=np.float32) + input_scale, input_zero_point = input_details[0]["quantization"] + input_data = np.array(input_data/input_scale + input_zero_point, dtype=np.int8) # int8 input + + if create_input_flatbuffers: + dtype_name = quant_mode + output_dir = os.path.join(model_dir, f"{block_name}_{quant_mode}_data") + os.makedirs(output_dir, exist_ok=True) + + data_flat = input_data.flatten() + np_dtype = get_np_dtype(dtype_name) + data_flat = np.array(data_flat, dtype=np_dtype) + + write_flatbuffer_input_data(output_dir, data_flat, block_name, dtype_name, num_samples=1) + write_input_data_header(output_dir, block_name, dtype_name, num_samples=1) + + # Set input + interpreter.set_tensor(input_details[0]['index'], input_data) + + # Inference + interpreter.invoke() + + # Get output + output = interpreter.get_tensor(output_details[0]['index']) + return output + + +def update_model_name_in_cpp(output_file_path, cpp_template_path, old_model_name, new_model_name): + path = Path(cpp_template_path) + if not path.exists(): + print(f"Error: File '{cpp_template_path}' not found.") + return + + with path.open("r", encoding="utf-8") as f: + content = f.read() + + # Replace all occurrences of the old model name + updated_content = re.sub(old_model_name, new_model_name, content) + # print(updated_content) + + # Optional: backup the original file + # backup_path = path.with_suffix(".cpp.bak") + # path.rename(backup_path) + + # Write the modified content to the original file path + output_file_path = Path(output_file_path) + with output_file_path.open("w", encoding="utf-8") as f: + f.write(updated_content) + + print(f"Written cpp file in {output_file_path}") + # print(f"Updated model name from '{old_model_name}' to '{new_model_name}' in '{output_file_path}'.") + # print(f"Original file backed up as '{backup_path}'.") + + +if __name__ == "__main__": + import argparse + + parser = argparse.ArgumentParser(description="Convert MobileNetV1 to TFLite and create flatbuffers") + parser.add_argument("--quant_mode", type=str, help="Quantization Mode", default="fp16", choices=["fp32", "fp16", "int8"]) + parser.add_argument("--out_dir", type=str, help="Output directory to save the created flatbuffers", required=True) + parser.add_argument('--separate_layers', action='store_true', help='Convert the MobileNetV1 layers separately') + args = parser.parse_args() + quant_mode = args.quant_mode + + # Create directory to save TFLite models + if quant_mode == "int8": + dir_name = "Int8" + elif quant_mode == "fp16": + dir_name = "FP16" + elif quant_mode == "fp32": + dir_name = "FP32" + OUT_DIR = os.path.join(args.out_dir, dir_name) + os.makedirs(OUT_DIR, exist_ok=True) + + # Get input data + cwd = str(Path.cwd()) + data_dir = cwd + "/dataset/vw_coco2014_96" + generator = vww_data.get_vww_generator(data_dir, batch_size=1) + data, label = next(generator) + print(data.shape) + data_flat = data.flatten() + data_len = data_flat.size + print(data_len) + class_names = ["non_person", "person"] + + # Load pretrained model + model = keras.models.load_model(cwd + "/models/vww_96.h5") + # model = mobilenet_v1() + # Convert to TFLite + keras2tflite(model, "vww", quant_mode, full_model=True, class_names=class_names) + # Run forward and save the input data + x = data + out = run_block(x, "vww", quant_mode) + + + if args.separate_layers: + # Separate the layers of the full MobileNetV1 model and create flatbuffers for each of them + + # Convert to TFLite + keras2tflite(build_stem(), "vww_block_stem", quant_mode, class_names=class_names) + keras2tflite(build_block0(), "vww_block_0", quant_mode, class_names=class_names) + keras2tflite(build_block1(), "vww_block_1", quant_mode, class_names=class_names) + keras2tflite(build_block2(), "vww_block_2", quant_mode, class_names=class_names) + keras2tflite(build_block3(), "vww_block_3", quant_mode, class_names=class_names) + keras2tflite(build_block4(), "vww_block_4", quant_mode, class_names=class_names) + keras2tflite(build_block5(), "vww_block_5", quant_mode, class_names=class_names) + keras2tflite(build_block6(), "vww_block_6", quant_mode, class_names=class_names) + keras2tflite(build_block7(), "vww_block_7", quant_mode, class_names=class_names) + keras2tflite(build_block8(), "vww_block_8", quant_mode, class_names=class_names) + keras2tflite(build_block9(), "vww_block_9", quant_mode, class_names=class_names) + keras2tflite(build_block10(), "vww_block_10", quant_mode, class_names=class_names) + keras2tflite(build_block11(), "vww_block_11", quant_mode, class_names=class_names) + keras2tflite(build_block12(), "vww_block_12", quant_mode, class_names=class_names) + keras2tflite(build_head(), "vww_block_head", quant_mode, class_names=class_names) + + # Run forward + x = data + x = run_block(x, "vww_block_stem", quant_mode) + x = run_block(x, "vww_block_0", quant_mode) + x = run_block(x, "vww_block_1", quant_mode) + x = run_block(x, "vww_block_2", quant_mode) + x = run_block(x, "vww_block_3", quant_mode) + x = run_block(x, "vww_block_4", quant_mode) + x = run_block(x, "vww_block_5", quant_mode) + x = run_block(x, "vww_block_6", quant_mode) + x = run_block(x, "vww_block_7", quant_mode) + x = run_block(x, "vww_block_8", quant_mode) + x = run_block(x, "vww_block_9", quant_mode) + x = run_block(x, "vww_block_10", quant_mode) + x = run_block(x, "vww_block_11", quant_mode) + x = run_block(x, "vww_block_12", quant_mode) + y = run_block(x, "vww_block_head", quant_mode) diff --git a/benchmark_sources/models/vww/get_dataset.py b/benchmark_sources/models/vww/get_dataset.py new file mode 100644 index 0000000..37e4b94 --- /dev/null +++ b/benchmark_sources/models/vww/get_dataset.py @@ -0,0 +1,33 @@ +import os +import tensorflow as tf +import argparse + +IMAGE_SIZE = 96 + + +def get_vww_generator(data_dir, batch_size=1): + datagen = tf.keras.preprocessing.image.ImageDataGenerator( + rotation_range=10, + width_shift_range=0.05, + height_shift_range=0.05, + zoom_range=.1, + horizontal_flip=True, + validation_split=0.1, + rescale=1. / 255 + ) + train_generator = datagen.flow_from_directory( + data_dir, + target_size=(IMAGE_SIZE, IMAGE_SIZE), + batch_size=batch_size, + subset='training', + color_mode='rgb' + ) + val_generator = datagen.flow_from_directory( + data_dir, + target_size=(IMAGE_SIZE, IMAGE_SIZE), + batch_size=batch_size, + subset='validation', + color_mode='rgb' + ) + + return train_generator diff --git a/benchmark_sources/models/vww/keras_model.py b/benchmark_sources/models/vww/keras_model.py new file mode 100644 index 0000000..50025d4 --- /dev/null +++ b/benchmark_sources/models/vww/keras_model.py @@ -0,0 +1,294 @@ +""" +Reference: https://github.com/mlcommons/tiny/blob/master/benchmark/training/visual_wake_words/vww_model.py + +MobilnetV1 from Silican Labs github page: +https://github.com/SiliconLabs/platform_ml_models/blob/master/eembc/Person_detection/mobilenet_v1_eembc.py +""" + +import numpy as np + +import tensorflow as tf +from tensorflow.keras.models import Model +from tensorflow.keras.layers import Input, Dense, Activation, Flatten, BatchNormalization +from tensorflow.keras.layers import Conv2D, DepthwiseConv2D, AveragePooling2D, MaxPooling2D +from tensorflow.keras.regularizers import l2 + + +#define model +def mobilenet_v1(): + # Mobilenet parameters + input_shape = [96, 96, 3] # resized to 96x96 per EEMBC requirement + num_classes = 2 # person and non-person + num_filters = 8 # normally 32, but running with alpha=.25 per EEMBC requirement + + inputs = Input(shape=input_shape) + x = inputs # Keras model uses ZeroPadding2D() + + # 1st layer, pure conv + # Keras 2.2 model has padding='valid' and disables bias + x = Conv2D(num_filters, + kernel_size=3, + strides=2, + padding='same', + kernel_initializer='he_normal', + kernel_regularizer=l2(1e-4))(x) + x = BatchNormalization()(x) + x = Activation('relu')(x) # Keras uses ReLU6 instead of pure ReLU + + # 2nd layer, depthwise separable conv + # Filter size is always doubled before the pointwise conv + # Keras uses ZeroPadding2D() and padding='valid' + x = DepthwiseConv2D(kernel_size=3, + strides=1, + padding='same', + kernel_initializer='he_normal', + kernel_regularizer=l2(1e-4))(x) + x = BatchNormalization()(x) + x = Activation('relu')(x) + + num_filters = 2*num_filters + x = Conv2D(num_filters, + kernel_size=1, + strides=1, + padding='same', + kernel_initializer='he_normal', + kernel_regularizer=l2(1e-4))(x) + x = BatchNormalization()(x) + x = Activation('relu')(x) + + # 3rd layer, depthwise separable conv + x = DepthwiseConv2D(kernel_size=3, + strides=2, + padding='same', + kernel_initializer='he_normal', + kernel_regularizer=l2(1e-4))(x) + x = BatchNormalization()(x) + x = Activation('relu')(x) + + num_filters = 2*num_filters + x = Conv2D(num_filters, + kernel_size=1, + strides=1, + padding='same', + kernel_initializer='he_normal', + kernel_regularizer=l2(1e-4))(x) + x = BatchNormalization()(x) + x = Activation('relu')(x) + + # 4th layer, depthwise separable conv + x = DepthwiseConv2D(kernel_size=3, + strides=1, + padding='same', + kernel_initializer='he_normal', + kernel_regularizer=l2(1e-4))(x) + x = BatchNormalization()(x) + x = Activation('relu')(x) + + x = Conv2D(num_filters, + kernel_size=1, + strides=1, + padding='same', + kernel_initializer='he_normal', + kernel_regularizer=l2(1e-4))(x) + x = BatchNormalization()(x) + x = Activation('relu')(x) + + # 5th layer, depthwise separable conv + x = DepthwiseConv2D(kernel_size=3, + strides=2, + padding='same', + kernel_initializer='he_normal', + kernel_regularizer=l2(1e-4))(x) + x = BatchNormalization()(x) + x = Activation('relu')(x) + + num_filters = 2*num_filters + x = Conv2D(num_filters, + kernel_size=1, + strides=1, + padding='same', + kernel_initializer='he_normal', + kernel_regularizer=l2(1e-4))(x) + x = BatchNormalization()(x) + x = Activation('relu')(x) + + # 6th layer, depthwise separable conv + x = DepthwiseConv2D(kernel_size=3, + strides=1, + padding='same', + kernel_initializer='he_normal', + kernel_regularizer=l2(1e-4))(x) + x = BatchNormalization()(x) + x = Activation('relu')(x) + + x = Conv2D(num_filters, + kernel_size=1, + strides=1, + padding='same', + kernel_initializer='he_normal', + kernel_regularizer=l2(1e-4))(x) + x = BatchNormalization()(x) + x = Activation('relu')(x) + + # 7th layer, depthwise separable conv + x = DepthwiseConv2D(kernel_size=3, + strides=2, + padding='same', + kernel_initializer='he_normal', + kernel_regularizer=l2(1e-4))(x) + x = BatchNormalization()(x) + x = Activation('relu')(x) + + num_filters = 2*num_filters + x = Conv2D(num_filters, + kernel_size=1, + strides=1, + padding='same', + kernel_initializer='he_normal', + kernel_regularizer=l2(1e-4))(x) + x = BatchNormalization()(x) + x = Activation('relu')(x) + + # 8th-12th layers, identical depthwise separable convs + # 8th + x = DepthwiseConv2D(kernel_size=3, + strides=1, + padding='same', + kernel_initializer='he_normal', + kernel_regularizer=l2(1e-4))(x) + x = BatchNormalization()(x) + x = Activation('relu')(x) + + x = Conv2D(num_filters, + kernel_size=1, + strides=1, + padding='same', + kernel_initializer='he_normal', + kernel_regularizer=l2(1e-4))(x) + x = BatchNormalization()(x) + x = Activation('relu')(x) + + # 9th + x = DepthwiseConv2D(kernel_size=3, + strides=1, + padding='same', + kernel_initializer='he_normal', + kernel_regularizer=l2(1e-4))(x) + x = BatchNormalization()(x) + x = Activation('relu')(x) + + x = Conv2D(num_filters, + kernel_size=1, + strides=1, + padding='same', + kernel_initializer='he_normal', + kernel_regularizer=l2(1e-4))(x) + x = BatchNormalization()(x) + x = Activation('relu')(x) + + # 10th + x = DepthwiseConv2D(kernel_size=3, + strides=1, + padding='same', + kernel_initializer='he_normal', + kernel_regularizer=l2(1e-4))(x) + x = BatchNormalization()(x) + x = Activation('relu')(x) + + x = Conv2D(num_filters, + kernel_size=1, + strides=1, + padding='same', + kernel_initializer='he_normal', + kernel_regularizer=l2(1e-4))(x) + x = BatchNormalization()(x) + x = Activation('relu')(x) + + # 11th + x = DepthwiseConv2D(kernel_size=3, + strides=1, + padding='same', + kernel_initializer='he_normal', + kernel_regularizer=l2(1e-4))(x) + x = BatchNormalization()(x) + x = Activation('relu')(x) + + x = Conv2D(num_filters, + kernel_size=1, + strides=1, + padding='same', + kernel_initializer='he_normal', + kernel_regularizer=l2(1e-4))(x) + x = BatchNormalization()(x) + x = Activation('relu')(x) + + # 12th + x = DepthwiseConv2D(kernel_size=3, + strides=1, + padding='same', + kernel_initializer='he_normal', + kernel_regularizer=l2(1e-4))(x) + x = BatchNormalization()(x) + x = Activation('relu')(x) + + x = Conv2D(num_filters, + kernel_size=1, + strides=1, + padding='same', + kernel_initializer='he_normal', + kernel_regularizer=l2(1e-4))(x) + x = BatchNormalization()(x) + x = Activation('relu')(x) + + # 13th layer, depthwise separable conv + x = DepthwiseConv2D(kernel_size=3, + strides=2, + padding='same', + kernel_initializer='he_normal', + kernel_regularizer=l2(1e-4))(x) + x = BatchNormalization()(x) + x = Activation('relu')(x) + + num_filters = 2*num_filters + x = Conv2D(num_filters, + kernel_size=1, + strides=1, + padding='same', + kernel_initializer='he_normal', + kernel_regularizer=l2(1e-4))(x) + x = BatchNormalization()(x) + x = Activation('relu')(x) + + # 14th layer, depthwise separable conv + x = DepthwiseConv2D(kernel_size=3, + strides=1, + padding='same', + kernel_initializer='he_normal', + kernel_regularizer=l2(1e-4))(x) + x = BatchNormalization()(x) + x = Activation('relu')(x) + + x = Conv2D(num_filters, + kernel_size=1, + strides=1, + padding='same', + kernel_initializer='he_normal', + kernel_regularizer=l2(1e-4))(x) + x = BatchNormalization()(x) + x = Activation('relu')(x) + + # Average pooling, max polling may be used also + # Keras employs GlobalAveragePooling2D + x = AveragePooling2D(pool_size=x.shape[1:3])(x) + #x = MaxPooling2D(pool_size=x.shape[1:3])(x) + + # Keras inserts Dropout() and a pointwise Conv2D() here + # We are staying with the paper base structure + + # Flatten, FC layer and classify + x = Flatten()(x) + outputs = Dense(num_classes, activation='softmax')(x) + + # Instantiate model. + model = Model(inputs=inputs, outputs=outputs) + return model diff --git a/benchmark_sources/models/vww/models/vww_96.h5 b/benchmark_sources/models/vww/models/vww_96.h5 new 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zrQ>4`Z_sfM>3CB2*YtGNagU^mJ2Bk@-IOm6t?~M_sHf}u<-zhF{34}p$d?Ce9^f1%H}T6utx7H3bRG9lYyZ31MI_kjxW|vmJJqI=x|ClYiLHO{%>-TCm&ftm-F3&l zJk;t3_qpKH^2zCN}M0I$S$SO5S3 literal 0 HcmV?d00001 diff --git a/benchmark_sources/models/vww/template_fp16.cpp b/benchmark_sources/models/vww/template_fp16.cpp new file mode 100644 index 0000000..e9e4e6c --- /dev/null +++ b/benchmark_sources/models/vww/template_fp16.cpp @@ -0,0 +1,104 @@ +#include +#include +#include +#include +#include + +#include "model_name_replace_data/model_name_replace_input_data.h" +#include "model_name_replace_data/model_name_replace_model_data.h" +#include "model_name_replace_data/model_name_replace_model_settings.h" +#include "model_name_replace_data/model_name_replace_output_data_ref.h" + +#include "tensorflow/lite/micro/tflite_bridge/micro_error_reporter.h" +#include "tensorflow/lite/micro/micro_interpreter.h" +#include "tensorflow/lite/micro/micro_mutable_op_resolver.h" +#include "tensorflow/lite/schema/schema_generated.h" + +extern "C" { +#include "runtime.h" +#include "uart.h" +#include "terminate_benchmark.h" +} + +constexpr size_t tensor_arena_size = 256 * 1024 * 4; +alignas(16) uint8_t tensor_arena[tensor_arena_size]; + +int run_test() +{ + //tflite::MicroErrorReporter micro_error_reporter; + //tflite::ErrorReporter *error_reporter = µ_error_reporter; + + const tflite::Model *model = tflite::GetModel(model_name_replace_model_data); + + static tflite::MicroMutableOpResolver<7> resolver; + resolver.AddFullyConnected(); + resolver.AddConv2D(); + resolver.AddDepthwiseConv2D(); + resolver.AddAveragePool2D(); + resolver.AddReshape(); + resolver.AddSoftmax(); + resolver.AddDequantize(); + + tflite::MicroInterpreter interpreter(model, resolver, tensor_arena, tensor_arena_size); + + if (interpreter.AllocateTensors() != kTfLiteOk) + { + // TF_LITE_REPORT_ERROR(error_reporter, "ERROR: In AllocateTensors()."); + return -1; + } + + //for (size_t i = 0; i < model_name_replace_data_sample_cnt; i++) + for (size_t i = 0; i < 1; i++) + { + memcpy(interpreter.input(0)->data.f, (float *)model_name_replace_input_data[i], model_name_replace_input_data_len[i] * 2); //Bytes to copy is 4*len + + if (interpreter.Invoke() != kTfLiteOk) + { + //TF_LITE_REPORT_ERROR(error_reporter, "ERROR: In Invoke()."); + return -1; + } + + int8_t top_index = 0; + _Float16* output_ptr = (_Float16*)interpreter.output(0)->data.f; + for (size_t j = 0; j < model_name_replace_model_label_cnt; j++) + { + if (output_ptr[j] > output_ptr[top_index]) + { + top_index = j; + } + } + + if (top_index != model_name_replace_output_data_ref[i]) + { + //uart_printf("ERROR: at #%d, top_index %d model_name_replace_output_data_ref %d \n", i, top_index, model_name_replace_output_data_ref[i]); + return -1; + } + else + { + //uart_printf("Sample #%d pass, top_index %d matches ref %d \n", i, top_index, model_name_replace_output_data_ref[i]); + } + } + return 0; +} + +int main(int argc, char *argv[]) +{ + int ret = run_test(); + if (ret != 0) + { + #if defined(PRINT_OUTPUTS) + uart_printf("Test Failed!\n"); + #endif + benchmark_failure(); + + } + else + { + #if defined(PRINT_OUTPUTS) + uart_printf("Test Success!\n"); + #endif + benchmark_success(); + } + + return ret; +} diff --git a/benchmark_sources/models/vww/template_fp32.cpp b/benchmark_sources/models/vww/template_fp32.cpp new file mode 100644 index 0000000..0c1b216 --- /dev/null +++ b/benchmark_sources/models/vww/template_fp32.cpp @@ -0,0 +1,103 @@ +#include +#include +#include +#include +#include + +#include "model_name_replace_data/model_name_replace_input_data.h" +#include "model_name_replace_data/model_name_replace_model_data.h" +#include "model_name_replace_data/model_name_replace_model_settings.h" +#include "model_name_replace_data/model_name_replace_output_data_ref.h" + +#include "tensorflow/lite/micro/tflite_bridge/micro_error_reporter.h" +#include "tensorflow/lite/micro/micro_interpreter.h" +#include "tensorflow/lite/micro/micro_mutable_op_resolver.h" +#include "tensorflow/lite/schema/schema_generated.h" + +extern "C" { +#include "runtime.h" +#include "uart.h" +#include "terminate_benchmark.h" +} + +constexpr size_t tensor_arena_size = 256 * 1024 * 4; +alignas(16) uint8_t tensor_arena[tensor_arena_size]; + +int run_test() +{ + //tflite::MicroErrorReporter micro_error_reporter; + //tflite::ErrorReporter *error_reporter = µ_error_reporter; + + const tflite::Model *model = tflite::GetModel(model_name_replace_model_data); + + static tflite::MicroMutableOpResolver<7> resolver; + resolver.AddFullyConnected(); + resolver.AddConv2D(); + resolver.AddDepthwiseConv2D(); + resolver.AddAveragePool2D(); + resolver.AddReshape(); + resolver.AddSoftmax(); + resolver.AddDequantize(); + + tflite::MicroInterpreter interpreter(model, resolver, tensor_arena, tensor_arena_size); + + if (interpreter.AllocateTensors() != kTfLiteOk) + { + //TF_LITE_REPORT_ERROR(error_reporter, "ERROR: In AllocateTensors()."); + return -1; + } + + //for (size_t i = 0; i < model_name_replace_data_sample_cnt; i++) + for (size_t i = 0; i < 1; i++) + { + memcpy(interpreter.input(0)->data.f, (float *)model_name_replace_input_data[i], model_name_replace_input_data_len[i] * 4); //Bytes to copy is 4*len + + if (interpreter.Invoke() != kTfLiteOk) + { + //TF_LITE_REPORT_ERROR(error_reporter, "ERROR: In Invoke()."); + return -1; + } + + int8_t top_index = 0; + for (size_t j = 0; j < model_name_replace_model_label_cnt; j++) + { + if (interpreter.output(0)->data.f[j] > interpreter.output(0)->data.f[top_index]) + { + top_index = j; + } + } + + if (top_index != model_name_replace_output_data_ref[i]) + { + //uart_printf("ERROR: at #%d, top_index %d model_name_replace_output_data_ref %d \n", i, top_index, model_name_replace_output_data_ref[i]); + return -1; + } + else + { + //uart_printf("Sample #%d pass, top_index %d matches ref %d \n", i, top_index, model_name_replace_output_data_ref[i]); + } + } + return 0; +} + +int main(int argc, char *argv[]) +{ + int ret = run_test(); + if (ret != 0) + { + #if defined(PRINT_OUTPUTS) + uart_printf("Test Failed!\n"); + #endif + benchmark_failure(); + + } + else + { + #if defined(PRINT_OUTPUTS) + uart_printf("Test Success!\n"); + #endif + benchmark_success(); + } + + return ret; +} diff --git a/benchmark_sources/models/vww/template_int8.cpp b/benchmark_sources/models/vww/template_int8.cpp new file mode 100644 index 0000000..86eb84e --- /dev/null +++ b/benchmark_sources/models/vww/template_int8.cpp @@ -0,0 +1,107 @@ +#include +#include +#include +#include +#include + +#include "model_name_replace_data/model_name_replace_input_data.h" +#include "model_name_replace_data/model_name_replace_model_data.h" +#include "model_name_replace_data/model_name_replace_model_settings.h" +#include "model_name_replace_data/model_name_replace_output_data_ref.h" + +#include "tensorflow/lite/micro/tflite_bridge/micro_error_reporter.h" +#include "tensorflow/lite/micro/micro_interpreter.h" +#include "tensorflow/lite/micro/micro_mutable_op_resolver.h" +#include "tensorflow/lite/schema/schema_generated.h" + +extern "C" { +#include "runtime.h" +#include "uart.h" +#include "terminate_benchmark.h" +} + +constexpr size_t tensor_arena_size = 256 * 1024; +alignas(16) uint8_t tensor_arena[tensor_arena_size]; + +//commit before array.h added - 6f2828619641503942f2bd69ddee006ff7823130 + +int run_test() +{ + tflite::MicroErrorReporter micro_error_reporter; + tflite::ErrorReporter *error_reporter = µ_error_reporter; + + const tflite::Model *model = tflite::GetModel(model_name_replace_model_data); + + static tflite::MicroMutableOpResolver<7> resolver; + resolver.AddFullyConnected(); + resolver.AddConv2D(); + resolver.AddDepthwiseConv2D(); + resolver.AddAveragePool2D(); + resolver.AddReshape(); + resolver.AddSoftmax(); + resolver.AddDequantize(); + + tflite::MicroInterpreter interpreter(model, resolver, tensor_arena, tensor_arena_size); + + if (interpreter.AllocateTensors() != kTfLiteOk) + { + TF_LITE_REPORT_ERROR(error_reporter, "ERROR: In AllocateTensors()."); + return -1; + } + + //for (size_t i = 0; i < model_name_replace_data_sample_cnt; i++) + for (size_t i = 0; i < 1; i++) + { + memcpy(interpreter.input(0)->data.int8, (int8_t *)model_name_replace_input_data[i], model_name_replace_input_data_len[i]); + + if (interpreter.Invoke() != kTfLiteOk) + { + TF_LITE_REPORT_ERROR(error_reporter, "ERROR: In Invoke()."); + return -1; + } + + //start_cycle_count(); + + int8_t top_index = 0; + for (size_t j = 0; j < model_name_replace_model_label_cnt; j++) + { + if (interpreter.output(0)->data.int8[j] > interpreter.output(0)->data.int8[top_index]) + { + top_index = j; + } + } + + if (top_index != model_name_replace_output_data_ref[i]) + { + //uart_printf("ERROR: at #%d, top_index %d model_name_replace_output_data_ref %d \n", i, top_index, model_name_replace_output_data_ref[i]); + return -1; + } + else + { + //uart_printf("Sample #%d pass, top_index %d matches ref %d \n", i, top_index, model_name_replace_output_data_ref[i]); + } + } + return 0; +} + +int main(int argc, char *argv[]) +{ + int ret = run_test(); + if (ret != 0) + { + #if defined(PRINT_OUTPUTS) + uart_printf("Test Failed!\n"); + #endif + benchmark_failure(); + + } + else + { + #if defined(PRINT_OUTPUTS) + uart_printf("Test Success!\n"); + #endif + benchmark_success(); + } + + return ret; +} diff --git a/benchmark_sources/models/vww/utils.py b/benchmark_sources/models/vww/utils.py new file mode 100644 index 0000000..c2573ef --- /dev/null +++ b/benchmark_sources/models/vww/utils.py @@ -0,0 +1,206 @@ +import os +import subprocess, sys +from pathlib import Path +import numpy as np + + +def get_c_dtype(dtype_name): + if dtype_name == "fp32": + c_dtype = "float" + elif dtype_name == "fp16": + c_dtype = "_Float16" + elif dtype_name == "int8": + c_dtype = "int8_t" + return c_dtype + + +def write_output_data(output_dir, name, dtype_name): + data_name = f"{name}_{dtype_name}_output_data_ref" + output_path = os.path.join(output_dir, data_name) + c_dtype = get_c_dtype(dtype_name) + + f = open(f"{output_path}.cc", "w") + f.writelines(f"#include \"{name}_{dtype_name}_output_data_ref.h\"\n\n") + + f.writelines(f"extern const uint8_t {name}_{dtype_name}_output_data_ref[] = {{0}};\n") + + print("Output data file written to", output_path) + + +def write_output_data_header(output_dir, name, dtype_name): + data_name = f"{name}_{dtype_name}_output_data_ref" + output_path = os.path.join(output_dir, data_name) + c_dtype = get_c_dtype(dtype_name) + + f = open(f"{output_path}.h", "w") + f.writelines(f"#ifndef {data_name.upper()}_H\n") + f.writelines(f"#define {data_name.upper()}_H\n\n") + + f.writelines(f"#include \n") + f.writelines(f"#include \n\n") + + f.writelines(f"extern const uint8_t {name}_{dtype_name}_output_data_ref[];\n") + + f.writelines(f"#endif /* {data_name.upper()}_H */\n") + + print("Output data header file written to", output_path) + + +def write_model_settings(output_dir, class_names, name, dtype_name): + # class_names = ["plane", "car", "bird", "cat", "deer", "dog", "frog", "horse", "ship", "truck"] + data_name = f"{name}_{dtype_name}_model_settings" + output_path = os.path.join(output_dir, data_name) + c_dtype = get_c_dtype(dtype_name) + + f = open(f"{output_path}.cc", "w") + f.writelines(f"#include \"{name}_{dtype_name}_model_settings.h\"\n") + f.writelines(f'const char* {name}_{dtype_name}_model_labels[] = ' + '{' + ', '.join(f'"{cls}"' for cls in class_names) + '};') + + print("Model settings file written to", output_path) + + +def write_model_settings_header(output_dir, num_classes, name, dtype_name): + data_name = f"{name}_{dtype_name}_model_settings" + output_path = os.path.join(output_dir, data_name) + c_dtype = get_c_dtype(dtype_name) + + f = open(f"{output_path}.h", "w") + f.writelines(f"#ifndef {data_name.upper()}_H\n") + f.writelines(f"#define {data_name.upper()}_H\n\n") + + f.writelines(f"#include \n") + f.writelines(f"#include \n\n") + + f.writelines(f"const size_t {name}_{dtype_name}_model_label_cnt = {num_classes};\n") + f.writelines(f"extern const char* {name}_{dtype_name}_model_labels[];\n") + + f.writelines(f"#endif /* {data_name.upper()}_H */\n") + + print("Input header file written to", output_path) + + +def write_input_data_header(output_dir, name, dtype_name, num_samples=1): + data_name = f"{name}_{dtype_name}_input_data" + output_path = os.path.join(output_dir, data_name) + c_dtype = get_c_dtype(dtype_name) + + f = open(f"{output_path}.h", "w") + f.writelines(f"#ifndef {data_name.upper()}_H\n") + f.writelines(f"#define {data_name.upper()}_H\n\n") + f.writelines(f"#include \n") + f.writelines(f"#include \n\n") + + f.writelines(f"const size_t {name}_{dtype_name}_data_sample_cnt = {num_samples};\n") + f.writelines(f"extern const {c_dtype}* {name}_{dtype_name}_input_data[];\n") + f.writelines(f"extern const size_t {name}_{dtype_name}_input_data_len[];\n") + + f.writelines(f"#endif /* {data_name.upper()}_H */\n") + + print("Input header file written to", output_path) + + +def write_flatbuffer_input_data(output_dir, data, name, dtype_name, num_samples=1): + data_name = f"{name}_{dtype_name}_input_data" + output_path = os.path.join(output_dir, data_name) + f = open(f"{output_path}.cc", "w") + f.writelines(f"#include \"{data_name}.h\"\n") + + if dtype_name == "fp32": + c_dtype = "float" + elif dtype_name == "fp16": + c_dtype = "_Float16" + elif dtype_name == "int8": + c_dtype = "int8_t" + + # for j in range(num_samples): + j = num_samples + sample_name = f"{data_name}_000{j-1}" + f.writelines(f"const {c_dtype} {sample_name}[] = " + "{\n") + for i in range(len(data)): + f.write(str(data[i])+", ") + if((i+1)%12 == 0): + f.write("\n") + + f.writelines("};\n") + data_size = np.prod(data.shape) + f.writelines(f"const size_t {sample_name}_len = {data_size};\n\n") + + f.writelines(f"const {c_dtype}* {data_name}[] = {{{sample_name}}};\n") + f.writelines(f"const size_t {data_name}_len[] = {{{sample_name}_len}};\n") + f.close() + + print("Input flatbuffer written to", output_path) + + +def write_model_data_header(output_dir, name, dtype_name): + data_name = f"{name}_{dtype_name}_model_data" + output_path = os.path.join(output_dir, data_name) + # c_dtype = get_c_dtype(dtype_name) + + f = open(f"{output_path}.h", "w") + f.writelines(f"#ifndef {data_name.upper()}_H\n") + f.writelines(f"#define {data_name.upper()}_H\n\n") + + f.writelines(f"#include \n") + f.writelines(f"#include \n\n") + + f.writelines(f"extern const uint8_t {name}_{dtype_name}_model_data[];\n") + f.writelines(f"extern const size_t {name}_{dtype_name}_model_data_size;\n") + + f.writelines(f"#endif /* {data_name.upper()}_H */\n") + + print("Model data header file written to", output_path) + + +def write_model_flatbuffer(output_dir, tflite_model_path): + assert tflite_model_path.endswith('.tflite') + + # Create Flatbuffer of tflite models + model_name = os.path.basename(tflite_model_path).split('.')[0] # e.g., toycar_int8.tflite -> toycar_int8 + model_data_name = f"{model_name}_model_data" # e.g., toycar_int8 -> toycar_int8_model_data + model_data_path = os.path.join(output_dir, f"{model_data_name}.cc") # e.g., toycar_int8_model_data.cc + + # Flatbuffer + # https://ai.google.dev/edge/litert/microcontrollers/build_convert#convert_to_a_c_array + subprocess.run("xxd -i " + tflite_model_path + " > " + model_data_path, shell=True, executable="/bin/bash") + fb = open(model_data_path, "r+") + flatbuffer_contents = [] + flatbuffer_contents.append(f"#include \"{model_data_name}.h\"\n") + flatbuffer_contents.append(f"const uint8_t {model_data_name}[] __attribute__((aligned(16))) =" + "{\n") + fb_old_name="" + for line in fb: + if fb_old_name != "": + line_temp = line.replace("unsigned int", "const size_t") + line_temp = line_temp.replace(fb_old_name, model_data_name) + flatbuffer_contents.append(line_temp) + + if "unsigned char " in line: + fb_old_name = line.replace("unsigned char ", "") + fb_old_name = fb_old_name.replace("[] = {", "") + fb_old_name = fb_old_name.replace("\n","") + + fb.seek(0) + fb.truncate() + for line in flatbuffer_contents: + fb.writelines(line) + + fb.close() + print("Model flatbuffer written to", model_data_path) + + +def write_cmakelists_file(output_dir, name, dtype_name): + model_name = f"{name}_{dtype_name}" + data_name = f"CMakeLists.txt" + output_path = os.path.join(output_dir, data_name) + + if dtype_name == "int8": + dir_name = "Int8" + elif dtype_name == "fp16": + dir_name = "FP16" + elif dtype_name == "fp32": + dir_name = "FP32" + + f = open(output_path, "w") + f.writelines(f"add_Benchmark({name}_{dtype_name} ${{CMAKE_CURRENT_SOURCE_DIR}} ${{BUILD_DIR}}/benchmark_sources/{dir_name}/{name})") + + print("CMakeLists file written to", output_path) \ No newline at end of file

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