Support spoken language identification with whisper (#694)
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117
sherpa-onnx/csrc/spoken-language-identification.cc
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117
sherpa-onnx/csrc/spoken-language-identification.cc
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// sherpa-onnx/csrc/spoken-language-identification.cc
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//
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// Copyright (c) 2024 Xiaomi Corporation
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#include "sherpa-onnx/csrc/spoken-language-identification.h"
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#include <string>
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#include "sherpa-onnx/csrc/file-utils.h"
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#include "sherpa-onnx/csrc/macros.h"
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#include "sherpa-onnx/csrc/spoken-language-identification-impl.h"
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namespace sherpa_onnx {
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void SpokenLanguageIdentificationWhisperConfig::Register(ParseOptions *po) {
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po->Register(
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"whisper-encoder", &encoder,
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"Path to then encoder of a whisper multilingual model. Support only "
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"tiny, base, small, medium, large.");
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po->Register(
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"whisper-decoder", &decoder,
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"Path to the decoder of a whisper multilingual model. Support only "
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"tiny, base, small, medium, large.");
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po->Register(
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"whisper-tail-paddings", &tail_paddings,
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"Suggested value: 300 for multilingual models. "
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"Since we have removed the 30-second constraint, we need to add some "
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"tail padding frames "
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"so that whisper can detect the eot token. Leave it to -1 to use 1000");
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}
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bool SpokenLanguageIdentificationWhisperConfig::Validate() const {
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if (encoder.empty()) {
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SHERPA_ONNX_LOGE("Please provide --whisper-encoder");
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return false;
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}
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if (!FileExists(encoder)) {
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SHERPA_ONNX_LOGE("whisper encoder file %s does not exist", encoder.c_str());
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return false;
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}
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if (decoder.empty()) {
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SHERPA_ONNX_LOGE("Please provide --whisper-decoder");
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return false;
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}
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if (!FileExists(decoder)) {
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SHERPA_ONNX_LOGE("whisper decoder file %s does not exist", decoder.c_str());
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return false;
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}
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return true;
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}
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std::string SpokenLanguageIdentificationWhisperConfig::ToString() const {
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std::ostringstream os;
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os << "SpokenLanguageIdentificationWhisperConfig(";
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os << "encoder=\"" << encoder << "\", ";
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os << "decoder=\"" << decoder << "\", ";
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os << "tail_paddings=" << tail_paddings << ")";
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return os.str();
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}
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void SpokenLanguageIdentificationConfig::Register(ParseOptions *po) {
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whisper.Register(po);
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po->Register("num-threads", &num_threads,
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"Number of threads to run the neural network");
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po->Register("debug", &debug,
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"true to print model information while loading it.");
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po->Register("provider", &provider,
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"Specify a provider to use: cpu, cuda, coreml");
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}
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bool SpokenLanguageIdentificationConfig::Validate() const {
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if (!whisper.Validate()) {
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return false;
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}
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return true;
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}
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std::string SpokenLanguageIdentificationConfig::ToString() const {
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std::ostringstream os;
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os << "SpokenLanguageIdentificationConfig(";
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os << "whisper=\"" << whisper.ToString() << "\", ";
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os << "num_threads=" << num_threads << ", ";
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os << "debug=" << (debug ? "True" : "False") << ", ";
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os << "provider=\"" << provider << "\")";
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return os.str();
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}
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SpokenLanguageIdentification::SpokenLanguageIdentification(
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const SpokenLanguageIdentificationConfig &config)
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: impl_(SpokenLanguageIdentificationImpl::Create(config)) {}
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SpokenLanguageIdentification::~SpokenLanguageIdentification() = default;
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std::unique_ptr<OfflineStream> SpokenLanguageIdentification::CreateStream()
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const {
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return impl_->CreateStream();
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}
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std::string SpokenLanguageIdentification::Compute(OfflineStream *s) const {
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return impl_->Compute(s);
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}
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} // namespace sherpa_onnx
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