зеркало из https://github.com/mozilla/kaldi.git
sandbox/pitch: committing program to compare features (for diagnostics)
git-svn-id: https://svn.code.sf.net/p/kaldi/code/sandbox/pitch@3198 5e6a8d80-dfce-4ca6-a32a-6e07a63d50c8
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@ -12,7 +12,7 @@ BINFILES = compute-mfcc-feats compute-plp-feats compute-fbank-feats \
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reverse-feats paste-feats select-feats subsample-feats process-pitch-feats \
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interpolate-pitch copy-feats-to-htk extract-rows apply-cmvn-sliding \
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compute-cmvn-stats-two-channel compute-kaldi-pitch-feats \
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process-kaldi-pitch-feats
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process-kaldi-pitch-feats compare-feats
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OBJFILES =
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@ -0,0 +1,98 @@
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// featbin/compare-feats.cc
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// Copyright 2009-2011 Microsoft Corporation
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// 2013 Johns Hopkins University (author: Daniel Povey)
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// See ../../COPYING for clarification regarding multiple authors
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//
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// Licensed under the Apache License, Version 2.0 (the "License");
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// you may not use this file except in compliance with the License.
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// You may obtain a copy of the License at
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//
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// http://www.apache.org/licenses/LICENSE-2.0
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//
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// THIS CODE IS PROVIDED *AS IS* BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
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// KIND, EITHER EXPRESS OR IMPLIED, INCLUDING WITHOUT LIMITATION ANY IMPLIED
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// WARRANTIES OR CONDITIONS OF TITLE, FITNESS FOR A PARTICULAR PURPOSE,
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// MERCHANTABLITY OR NON-INFRINGEMENT.
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// See the Apache 2 License for the specific language governing permissions and
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// limitations under the License.
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#include "base/kaldi-common.h"
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#include "util/common-utils.h"
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#include "matrix/kaldi-matrix.h"
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int main(int argc, char *argv[]) {
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try {
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using namespace kaldi;
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const char *usage =
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"Computes relative difference between two sets of features\n"
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"Can be used to figure out how different two sets of features are.\n"
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"Inputs must have same dimension\n"
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"\n"
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"Usage: compare-feats [options] <in-rspecifier1> <in-rspecifier1>\n"
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"e.g.: compare-feats ark:1.ark ark:2.ark\n";
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ParseOptions po(usage);
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po.Read(argc, argv);
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if (po.NumArgs() != 2) {
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po.PrintUsage();
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exit(1);
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}
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std::string rspecifier1 = po.GetArg(1), rspecifier2 = po.GetArg(2);
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int32 num_done = 0, num_err = 0;
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double prod1 = 0.0, prod2 = 0.0, cross_prod = 0.0;
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SequentialBaseFloatMatrixReader feat_reader1(rspecifier1);
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RandomAccessBaseFloatMatrixReader feat_reader2(rspecifier2);
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for (; !feat_reader1.Done(); feat_reader1.Next()) {
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std::string utt = feat_reader1.Key();
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const Matrix<BaseFloat> &feat1 = feat_reader1.Value();
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if (!feat_reader2.HasKey(utt)) {
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KALDI_WARN << "Second table has no feature for utterance "
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<< utt;
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num_err++;
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continue;
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}
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const Matrix<BaseFloat> &feat2 = feat_reader2.Value(utt);
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if (!SameDim(feat1, feat2)) {
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KALDI_WARN << "Feature dimensions differ for utterance "
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<< utt << ", " << feat1.NumRows() << " by "
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<< feat1.NumCols() << " vs. " << feat2.NumRows()
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<< " by " << feat2.NumCols();
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num_err++;
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continue;
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}
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prod1 += TraceMatMat(feat1, feat1, kTrans);
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prod2 += TraceMatMat(feat2, feat2, kTrans);
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cross_prod += TraceMatMat(feat1, feat2, kTrans);
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}
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KALDI_LOG << "Self-product of 1st features was " << prod1
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<< ", self-product of 2nd features was " << prod2
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<< ", cross-product was " << cross_prod;
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double similarity_metric = cross_prod / sqrt(prod1 * prod2);
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KALDI_LOG << "Similarity metric is " << similarity_metric
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<< " (1.0 means identical, the smaller the more different)";
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KALDI_LOG << "Processed " << num_done << " feature files, "
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<< num_err << " had errors.";
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} catch(const std::exception &e) {
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std::cerr << e.what();
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return -1;
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}
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}
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/*
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tested with:
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compare-feats 'ark:echo foo [ 1.0 2.0 ]|' 'ark:echo foo [ 1.0 2.0 ]|'
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*/
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