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PaddleSpeech/speechx/examples/ds2_ol/feat/cmvn-json2kaldi.cc

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// Copyright (c) 2022 PaddlePaddle Authors. All Rights Reserved.
//
// 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.
// Note: Do not print/log ondemand object.
#include "base/common.h"
#include "base/flags.h"
#include "base/log.h"
#include "kaldi/matrix/kaldi-matrix.h"
#include "kaldi/util/kaldi-io.h"
#include "utils/file_utils.h"
// #include "boost/json.hpp"
#include <boost/json/src.hpp>
DEFINE_string(json_file, "", "cmvn json file");
DEFINE_string(cmvn_write_path, "./cmvn.ark", "write cmvn");
DEFINE_bool(binary, true, "write cmvn in binary (true) or text(false)");
using namespace boost::json; // from <boost/json.hpp>
int main(int argc, char* argv[]) {
gflags::ParseCommandLineFlags(&argc, &argv, false);
google::InitGoogleLogging(argv[0]);
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LOG(INFO) << "cmvn josn path: " << FLAGS_json_file;
auto ifs = std::ifstream(FLAGS_json_file);
std::string json_str = ppspeech::ReadFile2String(FLAGS_json_file);
auto value = boost::json::parse(json_str);
if (!value.is_object()) {
LOG(ERROR) << "Input json file format error.";
}
for (auto obj : value.as_object()) {
if (obj.key() == "mean_stat") {
LOG(INFO) << "mean_stat:" << obj.value();
}
if (obj.key() == "var_stat") {
LOG(INFO) << "var_stat: " << obj.value();
}
if (obj.key() == "frame_num") {
LOG(INFO) << "frame_num: " << obj.value();
}
}
boost::json::array mean_stat = value.at("mean_stat").as_array();
std::vector<kaldi::BaseFloat> mean_stat_vec;
for (auto it = mean_stat.begin(); it != mean_stat.end(); it++) {
mean_stat_vec.push_back(it->as_double());
}
boost::json::array var_stat = value.at("var_stat").as_array();
std::vector<kaldi::BaseFloat> var_stat_vec;
for (auto it = var_stat.begin(); it != var_stat.end(); it++) {
var_stat_vec.push_back(it->as_double());
}
kaldi::int32 frame_num = uint64_t(value.at("frame_num").as_int64());
LOG(INFO) << "nframe: " << frame_num;
size_t mean_size = mean_stat_vec.size();
kaldi::Matrix<double> cmvn_stats(2, mean_size + 1);
for (size_t idx = 0; idx < mean_size; ++idx) {
cmvn_stats(0, idx) = mean_stat_vec[idx];
cmvn_stats(1, idx) = var_stat_vec[idx];
}
cmvn_stats(0, mean_size) = frame_num;
LOG(INFO) << cmvn_stats;
kaldi::WriteKaldiObject(cmvn_stats, FLAGS_cmvn_write_path, FLAGS_binary);
LOG(INFO) << "cmvn stats have write into: " << FLAGS_cmvn_write_path;
LOG(INFO) << "Binary: " << FLAGS_binary;
return 0;
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}