Add non-streaming speech recognition examples for MFC (#212)
This commit is contained in:
@@ -0,0 +1,473 @@
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// NonStreamingSpeechRecognitionDlg.cpp : implementation file
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//
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// clang-format off
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#include "pch.h"
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#include "framework.h"
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#include "afxdialogex.h"
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#include "NonStreamingSpeechRecognition.h"
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#include "NonStreamingSpeechRecognitionDlg.h"
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// clang-format on
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#include <fstream>
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#include <sstream>
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#include <string>
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#include <vector>
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#ifdef _DEBUG
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#define new DEBUG_NEW
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#endif
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Microphone::Microphone() {
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PaError err = Pa_Initialize();
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if (err != paNoError) {
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fprintf(stderr, "portaudio error: %s\n", Pa_GetErrorText(err));
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exit(-2);
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}
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}
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Microphone::~Microphone() {
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PaError err = Pa_Terminate();
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if (err != paNoError) {
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fprintf(stderr, "portaudio error: %s\n", Pa_GetErrorText(err));
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exit(-2);
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}
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}
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// see
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// https://stackoverflow.com/questions/7153935/how-to-convert-utf-8-stdstring-to-utf-16-stdwstring
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static std::wstring Utf8ToUtf16(const std::string &utf8) {
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std::vector<unsigned long> unicode;
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size_t i = 0;
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while (i < utf8.size()) {
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unsigned long uni;
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size_t todo;
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bool error = false;
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unsigned char ch = utf8[i++];
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if (ch <= 0x7F) {
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uni = ch;
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todo = 0;
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} else if (ch <= 0xBF) {
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throw std::logic_error("not a UTF-8 string");
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} else if (ch <= 0xDF) {
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uni = ch & 0x1F;
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todo = 1;
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} else if (ch <= 0xEF) {
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uni = ch & 0x0F;
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todo = 2;
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} else if (ch <= 0xF7) {
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uni = ch & 0x07;
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todo = 3;
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} else {
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throw std::logic_error("not a UTF-8 string");
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}
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for (size_t j = 0; j < todo; ++j) {
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if (i == utf8.size()) throw std::logic_error("not a UTF-8 string");
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unsigned char ch = utf8[i++];
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if (ch < 0x80 || ch > 0xBF) throw std::logic_error("not a UTF-8 string");
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uni <<= 6;
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uni += ch & 0x3F;
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}
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if (uni >= 0xD800 && uni <= 0xDFFF)
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throw std::logic_error("not a UTF-8 string");
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if (uni > 0x10FFFF) throw std::logic_error("not a UTF-8 string");
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unicode.push_back(uni);
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}
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std::wstring utf16;
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for (size_t i = 0; i < unicode.size(); ++i) {
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unsigned long uni = unicode[i];
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if (uni <= 0xFFFF) {
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utf16 += (wchar_t)uni;
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} else {
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uni -= 0x10000;
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utf16 += (wchar_t)((uni >> 10) + 0xD800);
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utf16 += (wchar_t)((uni & 0x3FF) + 0xDC00);
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}
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}
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return utf16;
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}
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static std::string Cat(const std::vector<std::string> &results) {
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std::ostringstream os;
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std::string sep;
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int i = 0;
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for (i = 0; i != results.size(); ++i) {
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os << sep << i << ": " << results[i];
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sep = "\r\n";
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}
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return os.str();
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}
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// CNonStreamingSpeechRecognitionDlg dialog
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CNonStreamingSpeechRecognitionDlg::CNonStreamingSpeechRecognitionDlg(
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CWnd *pParent /*=nullptr*/)
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: CDialogEx(IDD_NONSTREAMINGSPEECHRECOGNITION_DIALOG, pParent) {
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m_hIcon = AfxGetApp()->LoadIcon(IDR_MAINFRAME);
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}
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CNonStreamingSpeechRecognitionDlg::~CNonStreamingSpeechRecognitionDlg() {
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if (recognizer_) {
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DestroyOfflineRecognizer(recognizer_);
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recognizer_ = nullptr;
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}
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}
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void CNonStreamingSpeechRecognitionDlg::DoDataExchange(CDataExchange *pDX) {
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CDialogEx::DoDataExchange(pDX);
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DDX_Control(pDX, IDC_EDIT1, my_text_);
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DDX_Control(pDX, IDOK, my_btn_);
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}
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BEGIN_MESSAGE_MAP(CNonStreamingSpeechRecognitionDlg, CDialogEx)
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ON_WM_PAINT()
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ON_WM_QUERYDRAGICON()
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ON_BN_CLICKED(IDOK, &CNonStreamingSpeechRecognitionDlg::OnBnClickedOk)
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END_MESSAGE_MAP()
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// CNonStreamingSpeechRecognitionDlg message handlers
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BOOL CNonStreamingSpeechRecognitionDlg::OnInitDialog() {
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CDialogEx::OnInitDialog();
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// Set the icon for this dialog. The framework does this automatically
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// when the application's main window is not a dialog
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SetIcon(m_hIcon, TRUE); // Set big icon
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SetIcon(m_hIcon, FALSE); // Set small icon
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// TODO: Add extra initialization here
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InitMicrophone();
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return TRUE; // return TRUE unless you set the focus to a control
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}
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// If you add a minimize button to your dialog, you will need the code below
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// to draw the icon. For MFC applications using the document/view model,
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// this is automatically done for you by the framework.
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void CNonStreamingSpeechRecognitionDlg::OnPaint() {
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if (IsIconic()) {
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CPaintDC dc(this); // device context for painting
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SendMessage(WM_ICONERASEBKGND, reinterpret_cast<WPARAM>(dc.GetSafeHdc()),
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0);
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// Center icon in client rectangle
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int cxIcon = GetSystemMetrics(SM_CXICON);
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int cyIcon = GetSystemMetrics(SM_CYICON);
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CRect rect;
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GetClientRect(&rect);
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int x = (rect.Width() - cxIcon + 1) / 2;
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int y = (rect.Height() - cyIcon + 1) / 2;
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// Draw the icon
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dc.DrawIcon(x, y, m_hIcon);
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} else {
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CDialogEx::OnPaint();
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}
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}
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// The system calls this function to obtain the cursor to display while the user
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// drags
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// the minimized window.
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HCURSOR CNonStreamingSpeechRecognitionDlg::OnQueryDragIcon() {
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return static_cast<HCURSOR>(m_hIcon);
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}
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static int32_t RecordCallback(const void *input_buffer,
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void * /*output_buffer*/,
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unsigned long frames_per_buffer, // NOLINT
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const PaStreamCallbackTimeInfo * /*time_info*/,
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PaStreamCallbackFlags /*status_flags*/,
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void *user_data) {
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auto dlg = reinterpret_cast<CNonStreamingSpeechRecognitionDlg *>(user_data);
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auto begin = reinterpret_cast<const float *>(input_buffer);
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auto end = begin + frames_per_buffer;
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dlg->samples_.insert(dlg->samples_.end(), begin, end);
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return dlg->started_ ? paContinue : paComplete;
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}
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void CNonStreamingSpeechRecognitionDlg::OnBnClickedOk() {
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if (!recognizer_) {
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AppendLineToMultilineEditCtrl("Creating recognizer...");
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AppendLineToMultilineEditCtrl("It will take several seconds. Please wait");
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InitRecognizer();
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if (!recognizer_) {
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// failed to create the recognizer
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return;
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}
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AppendLineToMultilineEditCtrl("Recognizer created!");
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}
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if (!started_) {
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samples_.clear();
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started_ = true;
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PaStreamParameters param;
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param.device = Pa_GetDefaultInputDevice();
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const PaDeviceInfo *info = Pa_GetDeviceInfo(param.device);
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param.channelCount = 1;
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param.sampleFormat = paFloat32;
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param.suggestedLatency = info->defaultLowInputLatency;
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param.hostApiSpecificStreamInfo = nullptr;
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float sample_rate = config_.feat_config.sample_rate;
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pa_stream_ = nullptr;
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PaError err =
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Pa_OpenStream(&pa_stream_, ¶m, nullptr, /* &outputParameters, */
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sample_rate,
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0, // frames per buffer
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paClipOff, // we won't output out of range samples
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// so don't bother clipping them
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RecordCallback, this);
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if (err != paNoError) {
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AppendLineToMultilineEditCtrl(std::string("PortAudio error: ") +
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Pa_GetErrorText(err));
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my_btn_.EnableWindow(FALSE);
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return;
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}
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err = Pa_StartStream(pa_stream_);
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if (err != paNoError) {
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AppendLineToMultilineEditCtrl(std::string("PortAudio error: ") +
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Pa_GetErrorText(err));
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my_btn_.EnableWindow(FALSE);
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return;
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}
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AppendLineToMultilineEditCtrl(
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"\r\nStarted! Please speak and click stop.\r\n");
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my_btn_.SetWindowText(_T("Stop"));
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} else {
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started_ = false;
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Pa_Sleep(200); // sleep for 200ms
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if (pa_stream_) {
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PaError err = Pa_CloseStream(pa_stream_);
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if (err != paNoError) {
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AppendLineToMultilineEditCtrl(std::string("PortAudio error: ") +
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Pa_GetErrorText(err));
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my_btn_.EnableWindow(FALSE);
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return;
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}
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}
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pa_stream_ = nullptr;
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SherpaOnnxOfflineStream *stream = CreateOfflineStream(recognizer_);
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AcceptWaveformOffline(stream, config_.feat_config.sample_rate,
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samples_.data(), samples_.size());
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DecodeOfflineStream(recognizer_, stream);
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SherpaOnnxOfflineRecognizerResult *r = GetOfflineStreamResult(stream);
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results_.emplace_back(r->text);
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auto str = Utf8ToUtf16(Cat(results_).c_str());
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my_text_.SetWindowText(str.c_str());
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my_text_.SetFocus();
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my_text_.SetSel(-1);
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DestroyOfflineRecognizerResult(r);
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DestroyOfflineStream(stream);
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// AfxMessageBox("Stopped", MB_OK);
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my_btn_.SetWindowText(_T("Start"));
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AppendLineToMultilineEditCtrl("\r\nStopped. Please click start and speak");
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}
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}
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void CNonStreamingSpeechRecognitionDlg::InitMicrophone() {
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int default_device = Pa_GetDefaultInputDevice();
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int device_count = Pa_GetDeviceCount();
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if (default_device == paNoDevice) {
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// CString str;
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// str.Format(_T("No default input device found!"));
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// AfxMessageBox(str, MB_OK | MB_ICONSTOP);
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// exit(-1);
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AppendLineToMultilineEditCtrl("No default input device found!");
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my_btn_.EnableWindow(FALSE);
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return;
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}
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AppendLineToMultilineEditCtrl(std::string("Selected device ") +
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Pa_GetDeviceInfo(default_device)->name);
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}
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bool CNonStreamingSpeechRecognitionDlg::Exists(const std::string &filename) {
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std::ifstream is(filename);
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return is.good();
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}
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void CNonStreamingSpeechRecognitionDlg::ShowInitRecognizerHelpMessage() {
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my_btn_.EnableWindow(FALSE);
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std::string msg =
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"\r\nPlease go to\r\n"
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"https://k2-fsa.github.io/sherpa/onnx/pretrained_models/index.html "
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"\r\n";
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msg += "to download a non-streaming model, i.e., an offline model.\r\n";
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msg +=
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"You need to rename them to encoder.onnx, decoder.onnx, and "
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"joiner.onnx correspoondingly.\r\n\r\n";
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msg += "It supports both transducer models and paraformer models.\r\n\r\n";
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msg +=
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"We give two examples below to show you how to download models\r\n\r\n";
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msg += "(1) Transducer\r\n\r\n";
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msg +=
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"We use "
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"https://huggingface.co/pkufool/"
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"icefall-asr-zipformer-wenetspeech-20230615 below\r\n";
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msg +=
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"wget "
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"https://huggingface.co/pkufool/"
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"icefall-asr-zipformer-wenetspeech-20230615/resolve/main/exp/"
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"encoder-epoch-12-avg-4.onnx\r\n";
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msg +=
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"wget "
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"https://huggingface.co/pkufool/"
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"icefall-asr-zipformer-wenetspeech-20230615/resolve/main/exp/"
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"decoder-epoch-12-avg-4.onnx\r\n";
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msg +=
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"wget "
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"https://huggingface.co/pkufool/"
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"icefall-asr-zipformer-wenetspeech-20230615/resolve/main/exp/"
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"joiner-epoch-12-avg-4.onnx\r\n";
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msg += "\r\n Now rename them\r\n";
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msg += "mv encoder-epoch-12-avg-4.onnx encoder.onnx\r\n";
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msg += "mv decoder-epoch-12-avg-4.onnx decoder.onnx\r\n";
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msg += "mv joiner-epoch-12-avg-4.onnx joiner.onnx\r\n\r\n";
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msg += "(2) Paraformer\r\n\r\n";
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msg +=
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"wget "
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"https://huggingface.co/csukuangfj/"
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"sherpa-onnx-paraformer-zh-2023-03-28/resolve/main/model.onnx\r\n";
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msg +=
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"wget "
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"https://huggingface.co/csukuangfj/sherpa-onnx-paraformer-zh-2023-03-28/"
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"resolve/main/tokens.txt\r\n\r\n";
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msg += "\r\n Now rename them\r\n";
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msg += "mv model.onnx paraformer.onnx\r\n";
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msg += "\r\n";
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msg += "That's it!\r\n";
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AppendLineToMultilineEditCtrl(msg);
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}
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void CNonStreamingSpeechRecognitionDlg::InitParaformer() {
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std::string paraformer = "./paraformer.onnx";
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std::string tokens = "./tokens.txt";
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bool is_ok = true;
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if (Exists("./paraformer.int8.onnx")) {
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paraformer = "./paraformer.int8.onnx";
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} else if (!Exists(paraformer)) {
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std::string msg = paraformer + " does not exist!";
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AppendLineToMultilineEditCtrl(msg);
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is_ok = false;
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}
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if (!Exists(tokens)) {
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std::string msg = tokens + " does not exist!";
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AppendLineToMultilineEditCtrl(msg);
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is_ok = false;
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}
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if (!is_ok) {
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ShowInitRecognizerHelpMessage();
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return;
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}
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memset(&config_, 0, sizeof(config_));
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config_.feat_config.sample_rate = 16000;
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config_.feat_config.feature_dim = 80;
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config_.model_config.paraformer.model = paraformer.c_str();
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config_.model_config.tokens = tokens.c_str();
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config_.model_config.num_threads = 1;
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config_.model_config.debug = 1;
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config_.decoding_method = "greedy_search";
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config_.max_active_paths = 4;
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recognizer_ = CreateOfflineRecognizer(&config_);
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}
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void CNonStreamingSpeechRecognitionDlg::InitRecognizer() {
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if (Exists("./paraformer.onnx") || Exists("./paraformer.int8.onnx")) {
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InitParaformer();
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return;
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}
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// assume it is transducer
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std::string encoder = "./encoder.onnx";
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std::string decoder = "./decoder.onnx";
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std::string joiner = "./joiner.onnx";
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std::string tokens = "./tokens.txt";
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bool is_ok = true;
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if (!Exists(encoder)) {
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std::string msg = encoder + " does not exist!";
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AppendLineToMultilineEditCtrl(msg);
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is_ok = false;
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}
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if (!Exists(decoder)) {
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std::string msg = decoder + " does not exist!";
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AppendLineToMultilineEditCtrl(msg);
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is_ok = false;
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}
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if (!Exists(joiner)) {
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std::string msg = joiner + " does not exist!";
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AppendLineToMultilineEditCtrl(msg);
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is_ok = false;
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}
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if (!Exists(tokens)) {
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std::string msg = tokens + " does not exist!";
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AppendLineToMultilineEditCtrl(msg);
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is_ok = false;
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}
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if (!is_ok) {
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ShowInitRecognizerHelpMessage();
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return;
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}
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memset(&config_, 0, sizeof(config_));
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config_.feat_config.sample_rate = 16000;
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config_.feat_config.feature_dim = 80;
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config_.model_config.transducer.encoder = encoder.c_str();
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config_.model_config.transducer.decoder = decoder.c_str();
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config_.model_config.transducer.joiner = joiner.c_str();
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config_.model_config.tokens = tokens.c_str();
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config_.model_config.num_threads = 1;
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config_.model_config.debug = 0;
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config_.decoding_method = "greedy_search";
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config_.max_active_paths = 4;
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recognizer_ = CreateOfflineRecognizer(&config_);
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}
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void CNonStreamingSpeechRecognitionDlg::AppendTextToEditCtrl(
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const std::string &s) {
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// get the initial text length
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int nLength = my_text_.GetWindowTextLength();
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// put the selection at the end of text
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my_text_.SetSel(nLength, nLength);
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// replace the selection
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std::wstring wstr = Utf8ToUtf16(s);
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my_text_.ReplaceSel(wstr.c_str());
|
||||
}
|
||||
|
||||
void CNonStreamingSpeechRecognitionDlg::AppendLineToMultilineEditCtrl(
|
||||
const std::string &s) {
|
||||
AppendTextToEditCtrl("\r\n" + s);
|
||||
}
|
||||
Reference in New Issue
Block a user