/* * SPDX-FileCopyrightText: Copyright 2021-2022 Arm Limited and/or its affiliates * 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 * * http://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. */ #include "UseCaseHandler.hpp" /* Handlers for different user options. */ #include "UseCaseCommonUtils.hpp" /* Utils functions. */ #include "RNNoiseModel.hpp" /* Model class for running inference. */ #include "InputFiles.hpp" /* For input audio clips. */ #include "log_macros.h" /* Logging functions */ #include "BufAttributes.hpp" /* Buffer attributes to be applied */ namespace arm { namespace app { static uint8_t tensorArena[ACTIVATION_BUF_SZ] ACTIVATION_BUF_ATTRIBUTE; namespace rnn { extern uint8_t* GetModelPointer(); extern size_t GetModelLen(); } /* namespace rnn */ } /* namespace app */ } /* namespace arm */ enum opcodes { MENU_OPT_RUN_INF_NEXT = 1, /* Run on next vector. */ MENU_OPT_RUN_INF_CHOSEN, /* Run on a user provided vector index. */ MENU_OPT_RUN_INF_ALL, /* Run inference on all. */ MENU_OPT_SHOW_MODEL_INFO, /* Show model info. */ MENU_OPT_LIST_AUDIO_CLIPS /* List the current baked audio clip features. */ }; static void DisplayMenu() { printf("\n\n"); printf("User input required\n"); printf("Enter option number from:\n\n"); printf(" %u. Run noise reduction on the next WAV\n", MENU_OPT_RUN_INF_NEXT); printf(" %u. Run noise reduction on a WAV at chosen index\n", MENU_OPT_RUN_INF_CHOSEN); printf(" %u. Run noise reduction on all WAVs\n", MENU_OPT_RUN_INF_ALL); printf(" %u. Show NN model info\n", MENU_OPT_SHOW_MODEL_INFO); printf(" %u. List audio clips\n\n", MENU_OPT_LIST_AUDIO_CLIPS); printf(" Choice: "); fflush(stdout); } static bool SetAppCtxClipIdx(arm::app::ApplicationContext& ctx, uint32_t idx) { if (idx >= NUMBER_OF_FILES) { printf_err("Invalid idx %" PRIu32 " (expected less than %u)\n", idx, NUMBER_OF_FILES); return false; } ctx.Set("clipIndex", idx); return true; } void main_loop() { arm::app::RNNoiseModel model; /* Model wrapper object. */ bool executionSuccessful = true; constexpr bool bUseMenu = NUMBER_OF_FILES > 1 ? true : false; /* Load the model. */ if (!model.Init(arm::app::tensorArena, sizeof(arm::app::tensorArena), arm::app::rnn::GetModelPointer(), arm::app::rnn::GetModelLen())) { printf_err("Failed to initialise model\n"); return; } /* Instantiate application context. */ arm::app::ApplicationContext caseContext; arm::app::Profiler profiler{"noise_reduction"}; caseContext.Set("profiler", profiler); caseContext.Set("numInputFeatures", arm::app::rnn::g_NumInputFeatures); caseContext.Set("frameLength", arm::app::rnn::g_FrameLength); caseContext.Set("frameStride", arm::app::rnn::g_FrameStride); caseContext.Set("model", model); SetAppCtxClipIdx(caseContext, 0); #if defined(MEM_DUMP_BASE_ADDR) && defined(MPS3_PLATFORM) /* For this use case, for valid targets, we dump contents * of the output tensor to a certain location in memory to * allow offline tools to pick this data up. */ constexpr size_t memDumpMaxLen = MEM_DUMP_LEN; uint8_t* memDumpBaseAddr = reinterpret_cast(MEM_DUMP_BASE_ADDR); size_t memDumpBytesWritten = 0; caseContext.Set("MEM_DUMP_LEN", memDumpMaxLen); caseContext.Set("MEM_DUMP_BASE_ADDR", memDumpBaseAddr); caseContext.Set("MEM_DUMP_BYTE_WRITTEN", &memDumpBytesWritten); #endif /* defined(MEM_DUMP_BASE_ADDR) && defined(MPS3_PLATFORM) */ /* Loop. */ do { int menuOption = MENU_OPT_RUN_INF_NEXT; if (bUseMenu) { DisplayMenu(); menuOption = arm::app::ReadUserInputAsInt(); printf("\n"); } switch (menuOption) { case MENU_OPT_RUN_INF_NEXT: executionSuccessful = NoiseReductionHandler(caseContext, false); break; case MENU_OPT_RUN_INF_CHOSEN: { printf(" Enter the audio clip IFM index [0, %d]: ", NUMBER_OF_FILES-1); fflush(stdout); auto clipIndex = static_cast(arm::app::ReadUserInputAsInt()); SetAppCtxClipIdx(caseContext, clipIndex); executionSuccessful = NoiseReductionHandler(caseContext, false); break; } case MENU_OPT_RUN_INF_ALL: executionSuccessful = NoiseReductionHandler(caseContext, true); break; case MENU_OPT_SHOW_MODEL_INFO: executionSuccessful = model.ShowModelInfoHandler(); break; case MENU_OPT_LIST_AUDIO_CLIPS: executionSuccessful = ListFilesHandler(caseContext); break; default: printf("Incorrect choice, try again."); break; } } while (executionSuccessful && bUseMenu); info("Main loop terminated.\n"); }