applications/baremetal/main.cpp

/*
 * Copyright (c) 2021 Arm Limited. All rights reserved.
 *
 * SPDX-License-Identifier: Apache-2.0
 *
 * Licensed under the Apache License, Version 2.0 (the License); you may
 * not use this file except in compliance with the License.
 * You may obtain a copy of the License at
 *
 * www.apache.org/licenses/LICENSE-2.0
 *
 * Unless required by applicable law or agreed to in writing, software
 * distributed under the License is distributed on an AS IS BASIS, WITHOUT
 * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
 * See the License for the specific language governing permissions and
 * limitations under the License.
 */

/****************************************************************************
 * Includes
 ****************************************************************************/

// NPU driver
#include "ethosu_driver.h"
// Inference process
#include "inference_process.hpp"
// System includes
#include <stdio.h>
#include <vector>

// Model data
#include "input.h"
#include "model.h"
#include "output.h"

#ifdef ETHOSU
#include <ethosu_monitor.hpp>
#include <pmu_ethosu.h>
#endif

using namespace std;

/****************************************************************************
 * InferenceJob
 ****************************************************************************/

#ifndef TENSOR_ARENA_SIZE
#define TENSOR_ARENA_SIZE 2000000
#endif

__attribute__((section(".bss.tensor_arena"), aligned(16))) uint8_t TFLuTensorArena[TENSOR_ARENA_SIZE];

InferenceProcess::InferenceProcess inferenceProcess(TFLuTensorArena, TENSOR_ARENA_SIZE);

uint8_t outputData[sizeof(expectedOutputData)] __attribute__((aligned(16), section("output_data_sec")));

#ifdef ETHOSU
constexpr int32_t EventComponentNo = 0x00;
namespace {
std::vector<ethosu_pmu_event_type> pmuEventConfig{ETHOSU_PMU_CYCLE, ETHOSU_PMU_NPU_ACTIVE};
std::vector<int32_t> eventRecMessageIds{EventID(EventLevelDetail, EventComponentNo, ETHOSU_PMU_CYCLE),
                                        EventID(EventLevelDetail, EventComponentNo, ETHOSU_PMU_NPU_ACTIVE)};

const uint32_t delayMs = SystemCoreClock / 60ul;
struct ethosu_driver *ethosuDrv;
EthosUMonitor ethosuMonitor(eventRecMessageIds, EthosUMonitor::Backend::EVENT_RECORDER);
} // namespace

extern "C" {

void SysTick_Handler(void) {
    ethosuMonitor.monitorSample(ethosuDrv);
}

void ethosu_inference_begin(struct ethosu_driver *drv, const void *) {
    ethosuDrv = drv;
    ethosuMonitor.configure(drv, pmuEventConfig);

    // Enable polling
    SysTick_Config(delayMs);
}

void ethosu_inference_end(struct ethosu_driver *drv, const void *) {
    // Disable polling
    SysTick->CTRL = 0;

    ethosuDrv = 0;
    ethosuMonitor.monitorSample(drv);
    ethosuMonitor.release(drv);
}
}
#endif

int runInference() {
    // Load inference data
    vector<InferenceProcess::DataPtr> input;
    input.push_back(InferenceProcess::DataPtr(inputData, sizeof(inputData)));

    vector<InferenceProcess::DataPtr> output;
    output.push_back(InferenceProcess::DataPtr(outputData, sizeof(outputData)));

    vector<InferenceProcess::DataPtr> expected;
    expected.push_back(InferenceProcess::DataPtr(expectedOutputData, sizeof(expectedOutputData)));

    // Create job
    InferenceProcess::InferenceJob job(string(modelName),
                                       InferenceProcess::DataPtr(networkModelData, sizeof(networkModelData)),
                                       input,
                                       output,
                                       expected,
                                       512,
                                       std::vector<uint8_t>(4),
                                       false);

    // Run job
    bool failed = inferenceProcess.runJob(job);
    printf("Status of executed job: ");
    printf(failed ? "Failed\n" : "Success\n");

    return failed;
}

int main() {
#ifdef ETHOSU
    EventRecorderInitialize(EventRecordAll, 1);
#endif
    int ret = runInference();
    return ret;
}