Reputation: 23
I'm trying to read a .wav file and find the most dominant frequency of the signal. I used this topic to read the file, then I used the function bytesToFloat to convert the result to float.
Finally after I copy the arrays into fftw_complex I run FFTW's plan, find the modulus (sqrt(real*real + im*im)
) and find the highest value, but the results are not matching the signal's frequency and the output is usually not a number.
The .wav file I'm using is a 110 Hz (A2) frequency found on Wikipedia.
My questions are:
Is float conversion done properly?
Why is the output vector returning NaN after fft?
How can I read the .wav file so I can use fftw?
Thanks for reading any help is appreciated.
Full Code:
#include <math.h>
#include <fftw3.h>
#include "Reader.h"
#include <iostream>
#include <string>
#include <fstream>
#include <cstdint>
using namespace std;
typedef struct WAV_HEADER
{
/* RIFF Chunk Descriptor */
uint8_t RIFF[4]; // RIFF Header Magic header
uint32_t ChunkSize; // RIFF Chunk Size
uint8_t WAVE[4]; // WAVE Header
/* "fmt" sub-chunk */
uint8_t fmt[4]; // FMT header
uint32_t Subchunk1Size; // Size of the fmt chunk
uint16_t AudioFormat; // Audio format 1=PCM,6=mulaw,7=alaw, 257=IBM Mu-Law, 258=IBM A-Law, 259=ADPCM
uint16_t NumOfChan; // Number of channels 1=Mono 2=Sterio
uint32_t SamplesPerSec; // Sampling Frequency in Hz
uint32_t bytesPerSec; // bytes per second
uint16_t blockAlign; // 2=16-bit mono, 4=16-bit stereo
uint16_t bitsPerSample; // Number of bits per sample
/* "data" sub-chunk */
uint8_t Subchunk2ID[4]; // "data" string
uint32_t Subchunk2Size; // Sampled data length
} wav_hdr;
int getFileSize(FILE* inFile);
float bytesToFloat(int8_t b0, int8_t b1, int8_t b2, int8_t b3);
void WavRead(string fileName, int& samples, float* floatBuffer);
using namespace std;
int main(void) {
fftw_complex *in, *out;
fftw_plan p;
int numSamples=0;
float* floatBuffer;
float* dest;
floatBuffer = (float*)malloc(sizeof(float));
WavRead("110.wav", numSamples, floatBuffer);
in = (fftw_complex*)fftw_malloc(numSamples*sizeof(fftw_complex));
out = (fftw_complex*)fftw_malloc(numSamples*sizeof(fftw_complex));
for (int i = 0; i < numSamples; i++)
{
in[i][0] = floatBuffer[i];
in[i][1] = (float)0;
}
p = fftw_plan_dft_1d(numSamples, in, out, FFTW_FORWARD, FFTW_ESTIMATE);
fftw_execute(p);
dest = (float*)malloc(sizeof(float)*numSamples);
for (int i = 0; i < numSamples; i++) {
dest[i] = std::sqrt(out[i][0] * out[i][0] + out[i][1] * out[i][1]);
}
double max = 0;
int index=0;
for (int i = 0; i < numSamples; i++) {
if (dest[i] > max) {
max = dest[i];
index = i;
}
}
cout << endl << index << endl << max << endl;
fftw_destroy_plan(p);
fftw_cleanup();
system("pause");
return 0;
}
void WavRead(string fileName, int& samples, float* floatBuffer)
{
wav_hdr wavHeader;
int headerSize = sizeof(wav_hdr), filelength = 0;
const char* filePath;
filePath = fileName.c_str();
FILE* wavFile = fopen(filePath, "r");
if (wavFile == nullptr)
{
fprintf(stderr, "Unable to open wave file: %s\n", filePath);
system("pause");
}
//Read the header
size_t bytesRead = fread(&wavHeader, 1, headerSize, wavFile);
if (bytesRead > 0)
{
//Read the data
uint16_t bytesPerSample = wavHeader.bitsPerSample / 8; //Number of bytes per sample
uint64_t numSamples = wavHeader.ChunkSize / bytesPerSample; //How many samples are in the wav file?
samples = numSamples;
static const uint16_t BUFFER_SIZE = numSamples*sizeof(float);
int8_t* buffer = new int8_t[BUFFER_SIZE];
floatBuffer = (float*)malloc(sizeof(float)*numSamples);
while ((bytesRead = fread(buffer, sizeof buffer[0], BUFFER_SIZE / (sizeof buffer[0]), wavFile)) > 0)
{
}
for (int i = 0; i < numSamples * 4; i += 4)
{
floatBuffer[i / 4] = bytesToFloat(i, i + 1, i + 2, i + 3);
}
delete[] buffer;
buffer = nullptr;
}
fclose(wavFile);
}
// find the file size
int getFileSize(FILE* inFile)
{
int fileSize = 0;
fseek(inFile, 0, SEEK_END);
fileSize = ftell(inFile);
fseek(inFile, 0, SEEK_SET);
return fileSize;
}
float bytesToFloat(int8_t b0, int8_t b1, int8_t b2, int8_t b3)
{
int8_t byte_array[] = { b3, b2, b1, b0 };
float result;
std::copy(reinterpret_cast<const char*>(&byte_array[0]),
reinterpret_cast<const char*>(&byte_array[4]),
reinterpret_cast<char*>(&result));
return result;
}
Upvotes: 1
Views: 2270
Reputation: 10697
WAV
is a container format (type of a RIFF
container). As a container it can encode any kind of codec/format which was registered with a codec on the recording machine. Each codec has a FOURCC
. Even if your float conversion would be correct for a PCM
(Pulse Code Modulated - meaning that the samples are recorded as they are (kinda)) format, it would fail if the encoded audio stream is not PCM
. So you must make sure in your code that the AudioFormat
is 1 (PCM). Sometimes this is called RAW encoding.
If it's not raw, mu-law and ADPCM
codecs are not too complicated, but you rather better off requiring RAW
format. If not, yo need to integrate a decoding library into your project. The way to do that largely depends on what platform you are on (Linux, Windows, Mac). In your code I don't see any hints of Windows libraries, so if you are on Linux you need to install lame
and lame-dev
packages (this depends on what distribution you use) read some about it's API
.
Decoding depends on the actual library's API, but usually:
After that the codec library will supply you back the RAW PCM data. And you can work off of that data.
I didn't have time to setup a test bed for this or debug it. These are general directions and stuff you have to take care of.
Upvotes: 1