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src/bin/transform-vec.cc 3.07 KB
8dcb6dfcb   Yannick Estève   first commit
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  // bin/transform-vec.cc
  
  // Copyright 2009-2012  Microsoft Corporation
  //           2012-2014  Johns Hopkins University (author: Daniel Povey)
  
  // See ../../COPYING for clarification regarding multiple authors
  //
  // 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
  //
  // THIS CODE IS PROVIDED *AS IS* BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
  // KIND, EITHER EXPRESS OR IMPLIED, INCLUDING WITHOUT LIMITATION ANY IMPLIED
  // WARRANTIES OR CONDITIONS OF TITLE, FITNESS FOR A PARTICULAR PURPOSE,
  // MERCHANTABLITY OR NON-INFRINGEMENT.
  // See the Apache 2 License for the specific language governing permissions and
  // limitations under the License.
  
  #include "base/kaldi-common.h"
  #include "util/common-utils.h"
  #include "matrix/kaldi-matrix.h"
  
  
  int main(int argc, char *argv[]) {
    try {
      using namespace kaldi;
  
      const char *usage =
          "This program applies a linear or affine transform to individual vectors, e.g.
  "
          "iVectors.  It is transform-feats, except it works on vectors rather than matrices,
  "
          "and expects a single transform matrix rather than possibly a table of matrices
  "
          "
  "
          "Usage: transform-vec [options] <transform-rxfilename> <feats-rspecifier> <feats-wspecifier>
  "
          "See also: transform-feats, est-pca
  ";
      
      ParseOptions po(usage);
  
      po.Read(argc, argv);
  
      if (po.NumArgs() != 3) {
        po.PrintUsage();
        exit(1);
      }
  
      std::string transform_rxfilename = po.GetArg(1);
      std::string vec_rspecifier = po.GetArg(2);
      std::string vec_wspecifier = po.GetArg(3);
  
      SequentialBaseFloatVectorReader vec_reader(vec_rspecifier);
      BaseFloatVectorWriter vec_writer(vec_wspecifier);
      
      Matrix<BaseFloat> transform;
      ReadKaldiObject(transform_rxfilename, &transform);
  
      int32 num_done = 0;
      
      for (; !vec_reader.Done(); vec_reader.Next()) {
        std::string key = vec_reader.Key();
        const Vector<BaseFloat> &vec(vec_reader.Value());
  
        int32 transform_rows = transform.NumRows(),
            transform_cols = transform.NumCols(),
            vec_dim = vec.Dim();
        
        Vector<BaseFloat> vec_out(transform_rows);
  
        if (transform_cols == vec_dim) {
          vec_out.AddMatVec(1.0, transform, kNoTrans, vec, 0.0);
        } else {
          if (transform_cols != vec_dim + 1) {
            KALDI_ERR << "Dimension mismatch: input vector has dimension "
                      << vec.Dim() << " and transform has " << transform_cols
                      << " columns.";
          }
          vec_out.CopyColFromMat(transform, vec_dim);
          vec_out.AddMatVec(1.0, transform.Range(0, transform.NumRows(),
                                                 0, vec_dim), kNoTrans, vec, 1.0);
        }
        vec_writer.Write(key, vec_out);
        num_done++;
      }
  
      KALDI_LOG << "Applied transform to " << num_done << " vectors.";
      
      return (num_done != 0 ? 0 : 1);
    } catch(const std::exception &e) {
      std::cerr << e.what();
      return -1;
    }
  }