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jianyou
Committed by GitHub

Add online punctuation and casing prediction model for English language (#1224)

... ... @@ -138,6 +138,10 @@ list(APPEND sources
offline-punctuation-impl.cc
offline-punctuation-model-config.cc
offline-punctuation.cc
online-cnn-bilstm-model.cc
online-punctuation-impl.cc
online-punctuation-model-config.cc
online-punctuation.cc
)
if(SHERPA_ONNX_ENABLE_TTS)
... ... @@ -243,6 +247,7 @@ if(SHERPA_ONNX_ENABLE_BINARY)
add_executable(sherpa-onnx-offline-language-identification sherpa-onnx-offline-language-identification.cc)
add_executable(sherpa-onnx-offline-parallel sherpa-onnx-offline-parallel.cc)
add_executable(sherpa-onnx-offline-punctuation sherpa-onnx-offline-punctuation.cc)
add_executable(sherpa-onnx-online-punctuation sherpa-onnx-online-punctuation.cc)
if(SHERPA_ONNX_ENABLE_TTS)
add_executable(sherpa-onnx-offline-tts sherpa-onnx-offline-tts.cc)
... ... @@ -256,6 +261,7 @@ if(SHERPA_ONNX_ENABLE_BINARY)
sherpa-onnx-offline-language-identification
sherpa-onnx-offline-parallel
sherpa-onnx-offline-punctuation
sherpa-onnx-online-punctuation
)
if(SHERPA_ONNX_ENABLE_TTS)
list(APPEND main_exes
... ...
// sherpa-onnx/csrc/online-cnn-bilstm-model-meta-data.h
//
// Copyright (c) 2024 Jian You (jianyou@cisco.com, Cisco Systems)
#ifndef SHERPA_ONNX_CSRC_ONLINE_CNN_BILSTM_MODEL_META_DATA_H_
#define SHERPA_ONNX_CSRC_ONLINE_CNN_BILSTM_MODEL_META_DATA_H_
namespace sherpa_onnx {
struct OnlineCNNBiLSTMModelMetaData {
int32_t comma_id;
int32_t period_id;
int32_t quest_id;
int32_t upper_id;
int32_t cap_id;
int32_t mix_case_id;
int32_t num_cases;
int32_t num_punctuations;
};
} // namespace sherpa_onnx
#endif // SHERPA_ONNX_CSRC_ONLINE_CNN_BILSTM_MODEL_META_DATA_H_
... ...
// sherpa-onnx/csrc/online-cnn-bilstm-model.cc
//
// Copyright (c) 2024 Jian You (jianyou@cisco.com, Cisco Systems)
#include "sherpa-onnx/csrc/online-cnn-bilstm-model.h"
#include <string>
#include <vector>
#include "sherpa-onnx/csrc/onnx-utils.h"
#include "sherpa-onnx/csrc/session.h"
#include "sherpa-onnx/csrc/text-utils.h"
namespace sherpa_onnx {
class OnlineCNNBiLSTMModel::Impl {
public:
explicit Impl(const OnlinePunctuationModelConfig &config)
: config_(config),
env_(ORT_LOGGING_LEVEL_ERROR),
sess_opts_(GetSessionOptions(config)),
allocator_{} {
auto buf = ReadFile(config_.cnn_bilstm);
Init(buf.data(), buf.size());
}
#if __ANDROID_API__ >= 9
Impl(AAssetManager *mgr, const OnlinePunctuationModelConfig &config)
: config_(config),
env_(ORT_LOGGING_LEVEL_ERROR),
sess_opts_(GetSessionOptions(config)),
allocator_{} {
auto buf = ReadFile(mgr, config_.cnn_bilstm);
Init(buf.data(), buf.size());
}
#endif
std::pair<Ort::Value, Ort::Value> Forward(Ort::Value token_ids, Ort::Value valid_ids, Ort::Value label_lens) {
std::array<Ort::Value, 3> inputs = {std::move(token_ids), std::move(valid_ids), std::move(label_lens)};
auto ans =
sess_->Run({}, input_names_ptr_.data(), inputs.data(), inputs.size(),
output_names_ptr_.data(), output_names_ptr_.size());
return {std::move(ans[0]), std::move(ans[1])};
}
OrtAllocator *Allocator() const { return allocator_; }
const OnlineCNNBiLSTMModelMetaData &GetModelMetadata() const {
return meta_data_;
}
private:
void Init(void *model_data, size_t model_data_length) {
sess_ = std::make_unique<Ort::Session>(env_, model_data, model_data_length,
sess_opts_);
GetInputNames(sess_.get(), &input_names_, &input_names_ptr_);
GetOutputNames(sess_.get(), &output_names_, &output_names_ptr_);
// get meta data
Ort::ModelMetadata meta_data = sess_->GetModelMetadata();
Ort::AllocatorWithDefaultOptions allocator; // used in the macro below
SHERPA_ONNX_READ_META_DATA(meta_data_.comma_id, "COMMA");
SHERPA_ONNX_READ_META_DATA(meta_data_.period_id, "PERIOD");
SHERPA_ONNX_READ_META_DATA(meta_data_.quest_id, "QUESTION");
// assert here, because we will use the constant value
assert(meta_data_.comma_id == 1);
assert(meta_data_.period_id == 2);
assert(meta_data_.quest_id == 3);
SHERPA_ONNX_READ_META_DATA(meta_data_.upper_id, "UPPER");
SHERPA_ONNX_READ_META_DATA(meta_data_.cap_id, "CAP");
SHERPA_ONNX_READ_META_DATA(meta_data_.mix_case_id, "MIX_CASE");
assert(meta_data_.upper_id == 1);
assert(meta_data_.cap_id == 2);
assert(meta_data_.mix_case_id == 3);
// output shape is (T', num_cases)
meta_data_.num_cases =
sess_->GetOutputTypeInfo(0).GetTensorTypeAndShapeInfo().GetShape()[1];
meta_data_.num_punctuations =
sess_->GetOutputTypeInfo(1).GetTensorTypeAndShapeInfo().GetShape()[1];
}
private:
OnlinePunctuationModelConfig config_;
Ort::Env env_;
Ort::SessionOptions sess_opts_;
Ort::AllocatorWithDefaultOptions allocator_;
std::unique_ptr<Ort::Session> sess_;
std::vector<std::string> input_names_;
std::vector<const char *> input_names_ptr_;
std::vector<std::string> output_names_;
std::vector<const char *> output_names_ptr_;
OnlineCNNBiLSTMModelMetaData meta_data_;
};
OnlineCNNBiLSTMModel::OnlineCNNBiLSTMModel(
const OnlinePunctuationModelConfig &config)
: impl_(std::make_unique<Impl>(config)) {}
#if __ANDROID_API__ >= 9
OnlineCNNBiLSTMModel::OnlineCNNBiLSTMModel(
AAssetManager *mgr, const OnlinePunctuationModelConfig &config)
: impl_(std::make_unique<Impl>(mgr, config)) {}
#endif
OnlineCNNBiLSTMModel::~OnlineCNNBiLSTMModel() = default;
std::pair<Ort::Value, Ort::Value> OnlineCNNBiLSTMModel::Forward(Ort::Value token_ids,
Ort::Value valid_ids,
Ort::Value label_lens) const {
return impl_->Forward(std::move(token_ids), std::move(valid_ids), std::move(label_lens));
}
OrtAllocator *OnlineCNNBiLSTMModel::Allocator() const {
return impl_->Allocator();
}
const OnlineCNNBiLSTMModelMetaData &
OnlineCNNBiLSTMModel::GetModelMetadata() const {
return impl_->GetModelMetadata();
}
} // namespace sherpa_onnx
... ...
// sherpa-onnx/csrc/online-cnn-bilstm-model.h
//
// Copyright (c) 2024 Jian You (jianyou@cisco.com, Cisco Systems)
#ifndef SHERPA_ONNX_CSRC_ONLINE_CNN_BILSTM_MODEL_H_
#define SHERPA_ONNX_CSRC_ONLINE_CNN_BILSTM_MODEL_H_
#include <memory>
#include <utility>
#if __ANDROID_API__ >= 9
#include "android/asset_manager.h"
#include "android/asset_manager_jni.h"
#endif
#include "onnxruntime_cxx_api.h" // NOLINT
#include "sherpa-onnx/csrc/online-cnn-bilstm-model-meta-data.h"
#include "sherpa-onnx/csrc/online-punctuation-model-config.h"
namespace sherpa_onnx {
/** This class implements
* https://github.com/frankyoujian/Edge-Punct-Casing/blob/main/onnx_decode_sentence.py
*/
class OnlineCNNBiLSTMModel {
public:
explicit OnlineCNNBiLSTMModel(
const OnlinePunctuationModelConfig &config);
#if __ANDROID_API__ >= 9
OnlineCNNBiLSTMModel(AAssetManager *mgr,
const OnlinePunctuationModelConfig &config);
#endif
~OnlineCNNBiLSTMModel();
/** Run the forward method of the model.
*
* @param token_ids A tensor of shape (N, T) of dtype int32.
* @param valid_ids A tensor of shape (N, T) of dtype int32.
* @param label_lens A tensor of shape (N) of dtype int32.
*
* @return Return a pair of tensors
* - case_logits: A 2-D tensor of shape (T', num_cases).
* - punct_logits: A 2-D tensor of shape (T', num_puncts).
*/
std::pair<Ort::Value, Ort::Value> Forward(Ort::Value token_ids, Ort::Value valid_ids, Ort::Value label_lens) const;
/** Return an allocator for allocating memory
*/
OrtAllocator *Allocator() const;
const OnlineCNNBiLSTMModelMetaData &GetModelMetadata() const;
private:
class Impl;
std::unique_ptr<Impl> impl_;
};
} // namespace sherpa_onnx
#endif // SHERPA_ONNX_CSRC_ONLINE_CNN_BILSTM_MODEL_H_
... ...
// sherpa-onnx/csrc/online-punctuation-cnn-bilstm-impl.h
//
// Copyright (c) 2024 Jian You (jianyou@cisco.com, Cisco Systems)
#ifndef SHERPA_ONNX_CSRC_ONLINE_PUNCTUATION_CNN_BILSTM_IMPL_H_
#define SHERPA_ONNX_CSRC_ONLINE_PUNCTUATION_CNN_BILSTM_IMPL_H_
#include <math.h>
#include <memory>
#include <string>
#include <utility>
#include <vector>
#include <algorithm>
#if __ANDROID_API__ >= 9
#include "android/asset_manager.h"
#include "android/asset_manager_jni.h"
#endif
#include "sherpa-onnx/csrc/macros.h"
#include "sherpa-onnx/csrc/math.h"
#include "sherpa-onnx/csrc/online-cnn-bilstm-model.h"
#include "sherpa-onnx/csrc/online-punctuation-impl.h"
#include "sherpa-onnx/csrc/online-punctuation.h"
#include "sherpa-onnx/csrc/online-cnn-bilstm-model-meta-data.h"
#include "sherpa-onnx/csrc/text-utils.h"
#include "sherpa-onnx/csrc/onnx-utils.h"
#include "ssentencepiece/csrc/ssentencepiece.h"
#include <chrono> // NOLINT
namespace sherpa_onnx {
static const int32_t kMaxSeqLen = 200;
class OnlinePunctuationCNNBiLSTMImpl : public OnlinePunctuationImpl {
public:
explicit OnlinePunctuationCNNBiLSTMImpl(
const OnlinePunctuationConfig &config)
: config_(config), model_(config.model) {
if (!config_.model.bpe_vocab.empty()) {
bpe_encoder_ = std::make_unique<ssentencepiece::Ssentencepiece>(
config_.model.bpe_vocab);
}
}
#if __ANDROID_API__ >= 9
OnlinePunctuationCNNBiLSTMImpl(AAssetManager *mgr,
const OnlinePunctuationConfig &config)
: config_(config), model_(mgr, config.model) {
if (!config_.model.bpe_vocab.empty()) {
auto buf = ReadFile(mgr, config_.model.bpe_vocab);
std::istringstream iss(std::string(buf.begin(), buf.end()));
bpe_encoder_ = std::make_unique<ssentencepiece::Ssentencepiece>(iss);
}
}
#endif
std::string AddPunctuationWithCase(const std::string &text) const override {
if (text.empty()) {
return {};
}
std::vector<int32_t> tokens_list; // N * kMaxSeqLen
std::vector<int32_t> valids_list; // N * kMaxSeqLen
std::vector<int32_t> label_len_list; // N
EncodeSentences(text, tokens_list, valids_list, label_len_list);
const auto &meta_data = model_.GetModelMetadata();
auto memory_info =
Ort::MemoryInfo::CreateCpu(OrtDeviceAllocator, OrtMemTypeDefault);
int32_t n = label_len_list.size();
std::array<int64_t, 2> token_ids_shape = {n, kMaxSeqLen};
Ort::Value token_ids = Ort::Value::CreateTensor(memory_info, tokens_list.data(), tokens_list.size(),
token_ids_shape.data(), token_ids_shape.size());
std::array<int64_t, 2> valid_ids_shape = {n, kMaxSeqLen};
Ort::Value valid_ids = Ort::Value::CreateTensor(memory_info, valids_list.data(), valids_list.size(),
valid_ids_shape.data(), valid_ids_shape.size());
std::array<int64_t, 1> label_len_shape = {n};
Ort::Value label_len = Ort::Value::CreateTensor(memory_info, label_len_list.data(), label_len_list.size(),
label_len_shape.data(), label_len_shape.size());
auto pair = model_.Forward(std::move(token_ids), std::move(valid_ids), std::move(label_len));
std::vector<int32_t> case_pred;
std::vector<int32_t> punct_pred;
const float* active_case_logits = pair.first.GetTensorData<float>();
const float* active_punct_logits = pair.second.GetTensorData<float>();
std::vector<int64_t> case_logits_shape = pair.first.GetTensorTypeAndShapeInfo().GetShape();
for (int32_t i = 0; i < case_logits_shape[0]; ++i) {
const float* p_cur_case = active_case_logits + i * meta_data.num_cases;
auto index_case = static_cast<int32_t>(std::distance(
p_cur_case, std::max_element(p_cur_case, p_cur_case + meta_data.num_cases)));
case_pred.push_back(index_case);
const float* p_cur_punct = active_punct_logits + i * meta_data.num_punctuations;
auto index_punct = static_cast<int32_t>(std::distance(
p_cur_punct, std::max_element(p_cur_punct, p_cur_punct + meta_data.num_punctuations)));
punct_pred.push_back(index_punct);
}
std::string ans = DecodeSentences(text, case_pred, punct_pred);
return ans;
}
private:
void EncodeSentences(const std::string& text,
std::vector<int32_t>& tokens_list,
std::vector<int32_t>& valids_list,
std::vector<int32_t>& label_len_list) const {
std::vector<int32_t> tokens;
std::vector<int32_t> valids;
int32_t label_len = 0;
tokens.push_back(1); // hardcode 1 now, 1 - <s>
valids.push_back(1);
std::stringstream ss(text);
std::string word;
while (ss >> word) {
std::vector<int32_t> word_tokens;
bpe_encoder_->Encode(word, &word_tokens);
int32_t seq_len = tokens.size() + word_tokens.size();
if (seq_len > kMaxSeqLen - 1) {
tokens.push_back(2); // hardcode 2 now, 2 - </s>
valids.push_back(1);
label_len = std::count(valids.begin(), valids.end(), 1);
if (tokens.size() < kMaxSeqLen) {
tokens.resize(kMaxSeqLen, 0);
valids.resize(kMaxSeqLen, 0);
}
assert(tokens.size() == kMaxSeqLen);
assert(valids.size() == kMaxSeqLen);
tokens_list.insert(tokens_list.end(), tokens.begin(), tokens.end());
valids_list.insert(valids_list.end(), valids.begin(), valids.end());
label_len_list.push_back(label_len);
std::vector<int32_t>().swap(tokens);
std::vector<int32_t>().swap(valids);
label_len = 0;
tokens.push_back(1); // hardcode 1 now, 1 - <s>
valids.push_back(1);
}
tokens.insert(tokens.end(), word_tokens.begin(), word_tokens.end());
valids.push_back(1); // only the first sub word is valid
int32_t remaining_size = static_cast<int32_t>(word_tokens.size()) - 1;
if (remaining_size > 0) {
int32_t valids_cur_size = static_cast<int32_t>(valids.size());
valids.resize(valids_cur_size + remaining_size, 0);
}
}
if (tokens.size() > 0) {
tokens.push_back(2); // hardcode 2 now, 2 - </s>
valids.push_back(1);
label_len = std::count(valids.begin(), valids.end(), 1);
if (tokens.size() < kMaxSeqLen) {
tokens.resize(kMaxSeqLen, 0);
valids.resize(kMaxSeqLen, 0);
}
assert(tokens.size() == kMaxSeqLen);
assert(valids.size() == kMaxSeqLen);
tokens_list.insert(tokens_list.end(), tokens.begin(), tokens.end());
valids_list.insert(valids_list.end(), valids.begin(), valids.end());
label_len_list.push_back(label_len);
}
}
std::string DecodeSentences(const std::string& raw_text,
const std::vector<int32_t>& case_pred,
const std::vector<int32_t>& punct_pred) const {
std::string result_text;
std::istringstream iss(raw_text);
std::vector<std::string> words;
std::string word;
while (iss >> word) {
words.emplace_back(word);
}
assert(words.size() == case_pred.size());
assert(words.size() == punct_pred.size());
for (int32_t i = 0; i < words.size(); ++i) {
std::string prefix = ((i != 0) ? " " : "");
result_text += prefix;
switch (case_pred[i]) {
case 1: // upper
{
std::transform(words[i].begin(), words[i].end(), words[i].begin(), [](auto c){ return std::toupper(c); });
result_text += words[i];
break;
}
case 2: // cap
{
words[i][0] = std::toupper(words[i][0]);
result_text += words[i];
break;
}
case 3: // mix case
{
// TODO:
// Need to add a map containing supported mix case words so that we can fetch the predicted word from the map
// e.g. mcdonald's -> McDonald's
result_text += words[i];
break;
}
default:
{
result_text += words[i];
break;
}
}
std::string suffix;
switch (punct_pred[i]) {
case 1: // comma
{
suffix = ",";
break;
}
case 2: // period
{
suffix = ".";
break;
}
case 3: // question
{
suffix = "?";
break;
}
default:
break;
}
result_text += suffix;
}
return result_text;
}
private:
OnlinePunctuationConfig config_;
OnlineCNNBiLSTMModel model_;
std::unique_ptr<ssentencepiece::Ssentencepiece> bpe_encoder_;
};
} // namespace sherpa_onnx
#endif // SHERPA_ONNX_CSRC_ONLINE_PUNCTUATION_CNN_BILSTM_IMPL_H_
... ...
// sherpa-onnx/csrc/online-punctuation-impl.cc
//
// Copyright (c) 2024 Jian You (jianyou@cisco.com, Cisco Systems)
#include "sherpa-onnx/csrc/online-punctuation-impl.h"
#if __ANDROID_API__ >= 9
#include "android/asset_manager.h"
#include "android/asset_manager_jni.h"
#endif
#include "sherpa-onnx/csrc/macros.h"
#include "sherpa-onnx/csrc/online-punctuation-cnn-bilstm-impl.h"
namespace sherpa_onnx {
std::unique_ptr<OnlinePunctuationImpl> OnlinePunctuationImpl::Create(
const OnlinePunctuationConfig &config) {
if (!config.model.cnn_bilstm.empty() && !config.model.bpe_vocab.empty()) {
return std::make_unique<OnlinePunctuationCNNBiLSTMImpl>(config);
}
SHERPA_ONNX_LOGE("Please specify a punctuation model and bpe vocab! Return a null pointer");
return nullptr;
}
#if __ANDROID_API__ >= 9
std::unique_ptr<OnlinePunctuationImpl> OnlinePunctuationImpl::Create(
AAssetManager *mgr, const OnlinePunctuationConfig &config) {
if (!config.model.cnn_bilstm.empty() && !config.model.bpe_vocab.empty()) {
return std::make_unique<OnlinePunctuationCNNBiLSTMImpl>(mgr, config);
}
SHERPA_ONNX_LOGE("Please specify a punctuation model and bpe vocab! Return a null pointer");
return nullptr;
}
#endif
} // namespace sherpa_onnx
... ...
// sherpa-onnx/csrc/online-punctuation-impl.h
//
// Copyright (c) 2024 Jian You (jianyou@cisco.com, Cisco Systems)
#ifndef SHERPA_ONNX_CSRC_ONLINE_PUNCTUATION_IMPL_H_
#define SHERPA_ONNX_CSRC_ONLINE_PUNCTUATION_IMPL_H_
#include <memory>
#include <string>
#include <vector>
#if __ANDROID_API__ >= 9
#include "android/asset_manager.h"
#include "android/asset_manager_jni.h"
#endif
#include "sherpa-onnx/csrc/online-punctuation.h"
namespace sherpa_onnx {
class OnlinePunctuationImpl {
public:
virtual ~OnlinePunctuationImpl() = default;
static std::unique_ptr<OnlinePunctuationImpl> Create(
const OnlinePunctuationConfig &config);
#if __ANDROID_API__ >= 9
static std::unique_ptr<OnlinePunctuationImpl> Create(
AAssetManager *mgr, const OnlinePunctuationConfig &config);
#endif
virtual std::string AddPunctuationWithCase(const std::string &text) const = 0;
};
} // namespace sherpa_onnx
#endif // SHERPA_ONNX_CSRC_ONLINE_PUNCTUATION_IMPL_H_
... ...
// sherpa-onnx/csrc/online-punctuation-model-config.cc
//
// Copyright (c) 2024 Jian You (jianyou@cisco.com, Cisco Systems)
#include "sherpa-onnx/csrc/online-punctuation-model-config.h"
#include "sherpa-onnx/csrc/file-utils.h"
#include "sherpa-onnx/csrc/macros.h"
namespace sherpa_onnx {
void OnlinePunctuationModelConfig::Register(ParseOptions *po) {
po->Register("cnn-bilstm", &cnn_bilstm,
"Path to the light-weight CNN-BiLSTM model");
po->Register("bpe-vocab", &bpe_vocab,
"Path to the bpe vocab file");
po->Register("num-threads", &num_threads,
"Number of threads to run the neural network");
po->Register("debug", &debug,
"true to print model information while loading it.");
po->Register("provider", &provider,
"Specify a provider to use: cpu, cuda, coreml");
}
bool OnlinePunctuationModelConfig::Validate() const {
if (cnn_bilstm.empty()) {
SHERPA_ONNX_LOGE("Please provide --cnn-bilstm");
return false;
}
if (!FileExists(cnn_bilstm)) {
SHERPA_ONNX_LOGE("--cnn-bilstm '%s' does not exist",
cnn_bilstm.c_str());
return false;
}
if (bpe_vocab.empty()) {
SHERPA_ONNX_LOGE("Please provide --bpe-vocab");
return false;
}
if (!FileExists(bpe_vocab)) {
SHERPA_ONNX_LOGE("--bpe-vocab '%s' does not exist",
bpe_vocab.c_str());
return false;
}
return true;
}
std::string OnlinePunctuationModelConfig::ToString() const {
std::ostringstream os;
os << "OnlinePunctuationModelConfig(";
os << "cnn_bilstm=\"" << cnn_bilstm << "\", ";
os << "bpe_vocab=\"" << bpe_vocab << "\", ";
os << "num_threads=" << num_threads << ", ";
os << "debug=" << (debug ? "True" : "False") << ", ";
os << "provider=\"" << provider << "\")";
return os.str();
}
} // namespace sherpa_onnx
... ...
// sherpa-onnx/csrc/online-punctuation-model-config.h
//
// Copyright (c) 2024 Jian You (jianyou@cisco.com, Cisco Systems)
#ifndef SHERPA_ONNX_CSRC_ONLINE_PUNCTUATION_MODEL_CONFIG_H_
#define SHERPA_ONNX_CSRC_ONLINE_PUNCTUATION_MODEL_CONFIG_H_
#include <string>
#include "sherpa-onnx/csrc/parse-options.h"
namespace sherpa_onnx {
struct OnlinePunctuationModelConfig {
std::string cnn_bilstm;
std::string bpe_vocab;
int32_t num_threads = 1;
bool debug = false;
std::string provider = "cpu";
OnlinePunctuationModelConfig() = default;
OnlinePunctuationModelConfig(const std::string &cnn_bilstm,
const std::string &bpe_vocab,
int32_t num_threads, bool debug,
const std::string &provider)
: cnn_bilstm(cnn_bilstm),
bpe_vocab(bpe_vocab),
num_threads(num_threads),
debug(debug),
provider(provider) {}
void Register(ParseOptions *po);
bool Validate() const;
std::string ToString() const;
};
} // namespace sherpa_onnx
#endif // SHERPA_ONNX_CSRC_ONLINE_PUNCTUATION_MODEL_CONFIG_H_
... ...
// sherpa-onnx/csrc/online-punctuation.cc
//
// Copyright (c) 2024 Jian You (jianyou@cisco.com, Cisco Systems)
#include "sherpa-onnx/csrc/online-punctuation.h"
#if __ANDROID_API__ >= 9
#include "android/asset_manager.h"
#include "android/asset_manager_jni.h"
#endif
#include "sherpa-onnx/csrc/macros.h"
#include "sherpa-onnx/csrc/online-punctuation-impl.h"
namespace sherpa_onnx {
void OnlinePunctuationConfig::Register(ParseOptions *po) {
model.Register(po);
}
bool OnlinePunctuationConfig::Validate() const {
if (!model.Validate()) {
return false;
}
return true;
}
std::string OnlinePunctuationConfig::ToString() const {
std::ostringstream os;
os << "OnlinePunctuationConfig(";
os << "model=" << model.ToString() << ")";
return os.str();
}
OnlinePunctuation::OnlinePunctuation(const OnlinePunctuationConfig &config)
: impl_(OnlinePunctuationImpl::Create(config)) {}
#if __ANDROID_API__ >= 9
OnlinePunctuation::OnlinePunctuation(AAssetManager *mgr,
const OnlinePunctuationConfig &config)
: impl_(OnlinePunctuationImpl::Create(mgr, config)) {}
#endif
OnlinePunctuation::~OnlinePunctuation() = default;
std::string OnlinePunctuation::AddPunctuationWithCase(const std::string &text) const {
return impl_->AddPunctuationWithCase(text);
}
} // namespace sherpa_onnx
... ...
// sherpa-onnx/csrc/online-punctuation.h
//
// Copyright (c) 2024 Jian You (jianyou@cisco.com, Cisco Systems)
#ifndef SHERPA_ONNX_CSRC_ONLINE_PUNCTUATION_H_
#define SHERPA_ONNX_CSRC_ONLINE_PUNCTUATION_H_
#include <memory>
#include <string>
#include <vector>
#if __ANDROID_API__ >= 9
#include "android/asset_manager.h"
#include "android/asset_manager_jni.h"
#endif
#include "sherpa-onnx/csrc/online-punctuation-model-config.h"
#include "sherpa-onnx/csrc/parse-options.h"
namespace sherpa_onnx {
struct OnlinePunctuationConfig {
OnlinePunctuationModelConfig model;
OnlinePunctuationConfig() = default;
explicit OnlinePunctuationConfig(const OnlinePunctuationModelConfig &model)
: model(model) {}
void Register(ParseOptions *po);
bool Validate() const;
std::string ToString() const;
};
class OnlinePunctuationImpl;
class OnlinePunctuation {
public:
explicit OnlinePunctuation(const OnlinePunctuationConfig &config);
#if __ANDROID_API__ >= 9
OnlinePunctuation(AAssetManager *mgr,
const OnlinePunctuationConfig &config);
#endif
~OnlinePunctuation();
// Add punctuation and casing to the input text and return it.
std::string AddPunctuationWithCase(const std::string &text) const;
private:
std::unique_ptr<OnlinePunctuationImpl> impl_;
};
} // namespace sherpa_onnx
#endif // SHERPA_ONNX_CSRC_ONLINE_PUNCTUATION_H_
... ...
... ... @@ -300,4 +300,9 @@ Ort::SessionOptions GetSessionOptions(
return GetSessionOptionsImpl(config.num_threads, config.provider);
}
Ort::SessionOptions GetSessionOptions(
const OnlinePunctuationModelConfig &config) {
return GetSessionOptionsImpl(config.num_threads, config.provider);
}
} // namespace sherpa_onnx
... ...
... ... @@ -12,6 +12,7 @@
#include "sherpa-onnx/csrc/offline-lm-config.h"
#include "sherpa-onnx/csrc/offline-model-config.h"
#include "sherpa-onnx/csrc/offline-punctuation-model-config.h"
#include "sherpa-onnx/csrc/online-punctuation-model-config.h"
#include "sherpa-onnx/csrc/online-lm-config.h"
#include "sherpa-onnx/csrc/online-model-config.h"
#include "sherpa-onnx/csrc/speaker-embedding-extractor.h"
... ... @@ -52,6 +53,9 @@ Ort::SessionOptions GetSessionOptions(const AudioTaggingModelConfig &config);
Ort::SessionOptions GetSessionOptions(
const OfflinePunctuationModelConfig &config);
Ort::SessionOptions GetSessionOptions(
const OnlinePunctuationModelConfig &config);
} // namespace sherpa_onnx
#endif // SHERPA_ONNX_CSRC_SESSION_H_
... ...
// sherpa-onnx/csrc/sherpa-onnx-online-punctuation.cc
//
// Copyright (c) 2024 Jian You (jianyou@cisco.com, Cisco Systems)
#include <stdio.h>
#include <iostream>
#include <chrono> // NOLINT
#include "sherpa-onnx/csrc/online-punctuation.h"
#include "sherpa-onnx/csrc/parse-options.h"
int main(int32_t argc, char *argv[]) {
const char *kUsageMessage = R"usage(
Add punctuations to the input text.
The input text can contain English words.
Usage:
Please download the model from:
https://huggingface.co/frankyoujian/Edge-Punct-Casing/resolve/main/sherpa-onnx-cnn-bilstm-unigram-bpe-en.7z
./bin/Release/sherpa-onnx-online-punctuation \
--cnn-bilstm=/path/to/model.onnx \
--bpe-vocab=/path/to/bpe.vocab \
"how are you i am fine thank you"
The output text should look like below:
"How are you? I am fine. Thank you."
)usage";
sherpa_onnx::ParseOptions po(kUsageMessage);
sherpa_onnx::OnlinePunctuationConfig config;
config.Register(&po);
po.Read(argc, argv);
if (po.NumArgs() != 1) {
fprintf(stderr,
"Error: Please provide only 1 positional argument containing the "
"input text.\n\n");
po.PrintUsage();
exit(EXIT_FAILURE);
}
fprintf(stderr, "%s\n", config.ToString().c_str());
if (!config.Validate()) {
fprintf(stderr, "Errors in config!\n");
return -1;
}
fprintf(stderr, "Creating OnlinePunctuation ...\n");
sherpa_onnx::OnlinePunctuation punct(config);
fprintf(stderr, "Started\n");
const auto begin = std::chrono::steady_clock::now();
std::string text = po.GetArg(1);
std::string text_with_punct_case = punct.AddPunctuationWithCase(text);
const auto end = std::chrono::steady_clock::now();
fprintf(stderr, "Done\n");
float elapsed_seconds =
std::chrono::duration_cast<std::chrono::milliseconds>(end - begin)
.count() /
1000.;
fprintf(stderr, "Num threads: %d\n", config.model.num_threads);
fprintf(stderr, "Elapsed seconds: %.3f s\n", elapsed_seconds);
fprintf(stderr, "Input text: %s\n", text.c_str());
fprintf(stderr, "Output text: %s\n", text_with_punct_case.c_str());
}
... ...