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problem about MFCC as inptut

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wssg
2011-07-25
2012-09-22
  • wssg

    wssg - 2011-07-25

    the usual input for pocketsphinx is audio file and the audio information is
    converted to MFCC format internally. Now I want to use pocketsphinx to process
    MFCC format as input directly and I have found a function in the file list of
    pocketsphinx:

    POCKETSPHINX_EXPORT int ps_process_cep ( ps_decoder_t * ps,
    mfcc_t ** data,
    int n_frames,
    int no_search,
    int full_utt
    )
    The problem I have is that how can I match the MFCC information in a file(come
    from DSR extraction) with mfcc_t?
    In other words, how can I read the MFCC information from a file to mfcc_t
    ?
    I have tried the following:

    include "pocketsphinx.h"

    include <stdio.h></stdio.h>

    include <stdlib.h></stdlib.h>

    include <unistd.h></unistd.h>

    include <fcntl.h></fcntl.h>

    include <string.h></string.h>

    include "config.h"

    int main(int argc, char *argv)
    {
    if (argc<2)
    {
    printf("usage: cmd example1.wav example2.wav ...\n");
    return 0;
    }

    while(1)
    {
    if(access(argv,00)==0)
    {
    printf("Wav cfile is: %s\n", argv);
    FILE *file=fopen(FILE_SPHINX_OUTPUT,"a+");
    if (file==NULL){printf("file open error!\n");return;}

    ps_decoder_t ps;
    cmd_ln_t
    config;
    FILE fh;
    char const
    hyp, uttid;
    mfcc_t
    buf;
    int rv;
    int32 score;
    buf = (mfcc_t)malloc(sizeof(mfcc_t)512);
    if(strcmp(argv,"num")==0){
    config = cmd_ln_init(NULL, ps_args(), TRUE,
    "-lm", FILE_DIC_LM_NUM,
    "-dict", FILE_DIC_DIC_NUM,
    NULL);
    }
    else{
    config = cmd_ln_init(NULL, ps_args(), TRUE,
    "-lm", FILE_DIC_LM,
    "-dict", FILE_DIC_DIC,
    NULL);
    }
    if (config == NULL)
    return 1;
    ps = ps_init(config);
    if (ps == NULL)
    return 1;

    fh = fopen(argv, "rb");
    if (fh == NULL)
    {
    perror("Failed to open wav file!\n");
    return 1;
    }

    //rv = ps_decode_raw(ps, fh, "sleep", -1);
    fseek(fh, 0, SEEK_SET);
    rv = ps_start_utt(ps, "goforward");
    if (rv < 0)
    return 1;
    printf("1\n");
    while (!feof(fh)) {
    size_t nsamp;
    //nsamp = fread(buf, sizeof(int), 512, fh);
    nsamp = fread(buf, sizeof(mfcc_t), 512, fh);
    printf("+\n");
    //rv = ps_process_cep(ps, (mfcc_t **)(&buf), nsamp, FALSE, FALSE);
    rv = ps_process_cep(ps, &buf, nsamp, FALSE, FALSE);
    }
    printf("2\n");
    rv = ps_end_utt(ps);
    if (rv < 0)
    return 1;
    hyp = ps_get_hyp(ps, &score, &uttid);
    if (hyp == NULL)
    return 1;
    printf("Recognized: %s\n", hyp);
    }
    but it shows:
    1
    +
    segmentation fault

     
  • Nickolay V. Shmyrev

    POCKETSPHINX_EXPORT
    int ps_process_cep(ps_decoder_t ps,
    mfcc_t
    *data,
    int n_frames,
    int no_search,
    int full_utt);

    n_frames here is a number of frames in mfcc buffer. Each frame is of ceplen
    (13 by default) floats. So your code must be

    n_frames = 40;
    nsamp = fread(buf, sizeof(mfcc_t), n_frames * 13, fh);
    ps_process_cep(ps, &buf, n_frames, FALSE, FALSE);

     
  • wssg

    wssg - 2011-07-27

    Thanks for help me with the problem and I have tried your method but it
    still....
    1
    +
    Segmentation fault
    And my code

    #include "pocketsphinx.h"
    #include <stdio.h>
    #include <stdlib.h>
    #include <unistd.h>
    #include <fcntl.h>
    #include <string.h>
    #include "config.h"
    
    int main(int argc, char *argv[])
    {
        if (argc<2)
        {
            printf("usage: cmd example1.wav example2.wav ...\n");
            return 0;
        }
    
        while(1)
        { 
            if(access(argv[1],00)==0)
            {
                printf("Wav cfile is: %s\n", argv[1]);
                FILE *file=fopen(FILE_SPHINX_OUTPUT,"a+");
                if (file==NULL){printf("file open error!\n");return;}
    
                ps_decoder_t *ps;
                cmd_ln_t *config;
                FILE *fh;
                char const *hyp, *uttid;
                //float32 buf[512];
                mfcc_t *buf;
            int rv;
                int32 score;
            int n_frames = 40;
            buf = (mfcc_t*)malloc(sizeof(mfcc_t)*512);
                if(strcmp(argv[2],"num")==0){
                    config = cmd_ln_init(NULL, ps_args(), TRUE,
                            "-lm", FILE_DIC_LM_NUM, 
                            "-dict", FILE_DIC_DIC_NUM, 
                            NULL);  
                }
                else{
                    config = cmd_ln_init(NULL, ps_args(), TRUE,
                            "-lm", FILE_DIC_LM, 
                            "-dict", FILE_DIC_DIC, 
                            NULL);
                }
                if (config == NULL)
                    return 1;
                ps = ps_init(config);
                if (ps == NULL)
                    return 1;
    
                fh = fopen(argv[1], "rb");
                if (fh == NULL) 
                {
                    perror("Failed to open wav file!\n");
                    return 1;
                }
    
                //rv = ps_decode_raw(ps, fh, "sleep", -1);
        fseek(fh, 0, SEEK_SET);
            rv = ps_start_utt(ps, "goforward");
        if (rv < 0)
            return 1;
        printf("1\n");
            while (!feof(fh)) {
                size_t nsamp;
                nsamp = fread(buf, sizeof(mfcc_t), n_frames*13, fh);
            printf("+\n");
                rv = ps_process_cep(ps, &buf, n_frames, FALSE, FALSE);
            }
        printf("2\n");
            rv = ps_end_utt(ps);
                if (rv < 0)
                    return 1;
                hyp = ps_get_hyp(ps, &score, &uttid);
                if (hyp == NULL)
                    return 1;
                printf("Recognized: %s\n", hyp);
                fclose(file);
                return 0;
    
            }
        }
        return 0;
    }
    

    complete information that are displayed
    smw@ubuntu:~/work/beagle/backends$ ./sphinx_handler
    ./my_wav/dsr_process_output.ftr_o num
    Wav cfile is: ./my_wav/dsr_process_output.ftr_o
    INFO: cmd_ln.c(512): Parsing command line:
    \
    -lm /home/smw/work/beagle/backends/dic/6185.lm \
    -dict /home/smw/work/beagle/backends/dic/6185.dic

    Current configuration:

    -agc none none
    -agcthresh 2.0 2.000000e+00
    -alpha 0.97 9.700000e-01
    -ascale 20.0 2.000000e+01
    -backtrace no no
    -beam 1e-48 1.000000e-48
    -bestpath yes yes
    -bestpathlw 9.5 9.500000e+00
    -bghist no no
    -ceplen 13 13
    -cmn current current
    -cmninit 8.0 8.0
    -compallsen no no
    -debug 0
    -dict /home/smw/work/beagle/backends/dic/6185.dic
    -dictcase no no
    -dither no no
    -doublebw no no
    -ds 1 1
    -fdict
    -feat 1s_c_d_dd 1s_c_d_dd
    -featparams
    -fillprob 1e-8 1.000000e-08
    -frate 100 100
    -fsg
    -fsgusealtpron yes yes
    -fsgusefiller yes yes
    -fwdflat yes yes
    -fwdflatbeam 1e-64 1.000000e-64
    -fwdflatefwid 4 4
    -fwdflatlw 8.5 8.500000e+00
    -fwdflatsfwin 25 25
    -fwdflatwbeam 7e-29 7.000000e-29
    -fwdtree yes yes
    -hmm
    -input_endian little little
    -jsgf
    -kdmaxbbi -1 -1
    -kdmaxdepth 0 0
    -kdtree
    -latsize 5000 5000
    -lda
    -ldadim 0 0
    -lextreedump 0 0
    -lifter 0 0
    -lm /home/smw/work/beagle/backends/dic/6185.lm
    -lmctl
    -lmname default default
    -logbase 1.0001 1.000100e+00
    -logfn
    -logspec no no
    -lowerf 133.33334 1.333333e+02
    -lpbeam 1e-40 1.000000e-40
    -lponlybeam 7e-29 7.000000e-29
    -lw 6.5 6.500000e+00
    -maxhmmpf -1 -1
    -maxnewoov 20 20
    -maxwpf -1 -1
    -mdef
    -mean
    -mfclogdir
    -mixw
    -mixwfloor 0.0000001 1.000000e-07
    -mllr
    -mmap yes yes
    -ncep 13 13
    -nfft 512 512
    -nfilt 40 40
    -nwpen 1.0 1.000000e+00
    -pbeam 1e-48 1.000000e-48
    -pip 1.0 1.000000e+00
    -pl_beam 1e-10 1.000000e-10
    -pl_pbeam 1e-5 1.000000e-05
    -pl_window 0 0
    -rawlogdir
    -remove_dc no no
    -round_filters yes yes
    -samprate 16000 1.600000e+04
    -seed -1 -1
    -sendump
    -senmgau
    -silprob 0.005 5.000000e-03
    -smoothspec no no
    -svspec
    -tmat
    -tmatfloor 0.0001 1.000000e-04
    -topn 4 4
    -topn_beam 0 0
    -toprule
    -transform legacy legacy
    -unit_area yes yes
    -upperf 6855.4976 6.855498e+03
    -usewdphones no no
    -uw 1.0 1.000000e+00
    -var
    -varfloor 0.0001 1.000000e-04
    -varnorm no no
    -verbose no no
    -warp_params
    -warp_type inverse_linear inverse_linear
    -wbeam 7e-29 7.000000e-29
    -wip 0.65 6.500000e-01
    -wlen 0.025625 2.562500e-02

    INFO: cmd_ln.c(512): Parsing command line:
    \
    -nfilt 20 \
    -lowerf 1 \
    -upperf 4000 \
    -wlen 0.025 \
    -transform dct \
    -round_filters no \
    -remove_dc yes \
    -svspec 0-12/13-25/26-38 \
    -feat 1s_c_d_dd \
    -agc none \
    -cmn current \
    -cmninit 56,-3,1 \
    -varnorm no

    Current configuration:

    -agc none none
    -agcthresh 2.0 2.000000e+00
    -alpha 0.97 9.700000e-01
    -ceplen 13 13
    -cmn current current
    -cmninit 8.0 56,-3,1
    -dither no no
    -doublebw no no
    -feat 1s_c_d_dd 1s_c_d_dd
    -frate 100 100
    -input_endian little little
    -lda
    -ldadim 0 0
    -lifter 0 0
    -logspec no no
    -lowerf 133.33334 1.000000e+00
    -ncep 13 13
    -nfft 512 512
    -nfilt 40 20
    -remove_dc no yes
    -round_filters yes no
    -samprate 16000 1.600000e+04
    -seed -1 -1
    -smoothspec no no
    -svspec 0-12/13-25/26-38
    -transform legacy dct
    -unit_area yes yes
    -upperf 6855.4976 4.000000e+03
    -varnorm no no
    -verbose no no
    -warp_params
    -warp_type inverse_linear inverse_linear
    -wlen 0.025625 2.500000e-02

    INFO: acmod.c(238): Parsed model-specific feature parameters from
    /usr/local/share/pocketsphinx/model/hmm/en_US/hub4wsj_sc_8k/feat.params
    INFO: feat.c(848): Initializing feature stream to type: '1s_c_d_dd',
    ceplen=13, CMN='current', VARNORM='no', AGC='none'
    INFO: cmn.c(142): mean= 12.00, mean= 0.0
    INFO: acmod.c(163): Using subvector specification 0-12/13-25/26-38
    INFO: mdef.c(520): Reading model definition:
    /usr/local/share/pocketsphinx/model/hmm/en_US/hub4wsj_sc_8k/mdef
    INFO: mdef.c(531): Found byte-order mark BMDF, assuming this is a binary mdef
    file
    INFO: bin_mdef.c(330): Reading binary model definition:
    /usr/local/share/pocketsphinx/model/hmm/en_US/hub4wsj_sc_8k/mdef
    INFO: bin_mdef.c(508): 50 CI-phone, 143047 CD-phone, 3 emitstate/phone, 150
    CI-sen, 5150 Sen, 27135 Sen-Seq
    INFO: tmat.c(205): Reading HMM transition probability matrices: /usr/local/sha
    re/pocketsphinx/model/hmm/en_US/hub4wsj_sc_8k/transition_matrices
    INFO: acmod.c(117): Attempting to use SCHMM computation module
    INFO: ms_gauden.c(198): Reading mixture gaussian parameter:
    /usr/local/share/pocketsphinx/model/hmm/en_US/hub4wsj_sc_8k/means
    INFO: ms_gauden.c(292): 1 codebook, 3 feature, size
    256x13 256x13 256x13
    INFO: ms_gauden.c(198): Reading mixture gaussian parameter:
    /usr/local/share/pocketsphinx/model/hmm/en_US/hub4wsj_sc_8k/variances
    INFO: ms_gauden.c(292): 1 codebook, 3 feature, size
    256x13 256x13 256x13
    INFO: ms_gauden.c(356): 0 variance values floored
    INFO: s2_semi_mgau.c(897): Loading senones from dump file
    /usr/local/share/pocketsphinx/model/hmm/en_US/hub4wsj_sc_8k/sendump
    INFO: s2_semi_mgau.c(921): BEGIN FILE FORMAT DESCRIPTION
    INFO: s2_semi_mgau.c(1016): Using memory-mapped I/O for senones
    INFO: s2_semi_mgau.c(1293): Maximum top-N: 4 Top-N beams: 0 0 0
    INFO: dict.c(294): Allocating 4148 * 20 bytes (81 KiB) for word entries
    INFO: dict.c(306): Reading main dictionary:
    /home/smw/work/beagle/backends/dic/6185.dic
    INFO: dict.c(206): Allocated 0 KiB for strings, 0 KiB for phones
    INFO: dict.c(309): 41 words read
    INFO: dict.c(314): Reading filler dictionary:
    /usr/local/share/pocketsphinx/model/hmm/en_US/hub4wsj_sc_8k/noisedict
    INFO: dict.c(206): Allocated 0 KiB for strings, 0 KiB for phones
    INFO: dict.c(317): 11 words read
    INFO: dict2pid.c(396): Building PID tables for dictionary
    INFO: dict2pid.c(405): Allocating 50^3 * 2 bytes (244 KiB) for word-initial
    triphones
    INFO: dict2pid.c(131): Allocated 30200 bytes (29 KiB) for word-final triphones
    INFO: dict2pid.c(195): Allocated 30200 bytes (29 KiB) for single-phone word
    triphones
    INFO: ngram_model_arpa.c(476): ngrams 1=32, 2=60, 3=30
    INFO: ngram_model_arpa.c(135): Reading unigrams
    INFO: ngram_model_arpa.c(515): 32 = #unigrams created
    INFO: ngram_model_arpa.c(194): Reading bigrams
    INFO: ngram_model_arpa.c(531): 60 = #bigrams created
    INFO: ngram_model_arpa.c(532): 4 = #prob2 entries
    INFO: ngram_model_arpa.c(539): 3 = #bo_wt2 entries
    INFO: ngram_model_arpa.c(291): Reading trigrams
    INFO: ngram_model_arpa.c(552): 30 = #trigrams created
    INFO: ngram_model_arpa.c(553): 2 = #prob3 entries
    INFO: ngram_search_fwdtree.c(99): 34 unique initial diphones
    INFO: ngram_search_fwdtree.c(147): 0 root, 0 non-root channels, 13 single-
    phone words
    INFO: ngram_search_fwdtree.c(186): Creating search tree
    INFO: ngram_search_fwdtree.c(191): before: 0 root, 0 non-root channels, 13
    single-phone words
    INFO: ngram_search_fwdtree.c(324): after: max nonroot chan increased to 190
    INFO: ngram_search_fwdtree.c(333): after: 34 root, 62 non-root channels, 12
    single-phone words
    INFO: ngram_search_fwdflat.c(153): fwdflat: min_ef_width = 4, max_sf_win = 25
    1
    +
    Segmentation fault

    I don't know why and how to solve the problem.
    Thanks again

     
  • Nickolay V. Shmyrev

    You need to allocate buffer appropriate, this part if obviosly wrong:

    buf = (mfcc_t*)malloc(sizeof(mfcc_t)*512);
    

    The proper allocation would be:

    mfcc_t **buf;
    buf = ckd_calloc_2d(n_frames, 13, sizeof(mfcc_t));
    

    You can find a working example here:

    http://dl.dropbox.com/u/26073448/test-process-
    cep.tar.gz

    Please note that you are reading MFC files, not MFCC files, MFC files only
    contain cepstrum and not delta features. That makes them different from MFCC
    files from HTK which usually contain features. Please also note that feature
    extraction should match with the model feature extraction parameters.

     
  • wssg

    wssg - 2011-07-29

    Thanks a lot.

    I have known where the problem is. The input data are from the front-end of my
    project and the output is in the form of MFCC,

    But I don't know what is MFC files? I have found any information about MFC
    files? Is that Microsoft Foundation Classes or something else?

     
  • Nickolay V. Shmyrev

    I have found any information about MFC files? Is that Microsoft Foundation
    Classes or something else?

    MFC files (Mel Frequency Cepstrum) store mel-frequency cepstrum values in
    CMUSphinx. They can be created from wav files using sphinx_fe tool from
    sphinxbase. They are raw sequence of floats with a 4-bytes header which
    encodes number of floats in a file. Usually MFC files have extension .mfc.

     
  • wssg

    wssg - 2011-08-02

    Thanks again.

    But I need to know the definition of .mfc file, could you tell me where I can
    find it?
    Maybe I have to write a code to change the format to match the output of DSR.

     
  • Nickolay V. Shmyrev

    could you tell me where I can find it?

    Sorry, I'm not sure what are you asking about. If you are interested in file
    format, you can find it in this thread in the previous reply.

     

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