What is the fastest way of extracting mfcc from audio files in linux (Raspberry Pi in my case). I tried sphinx3 but it was slow for large files (on Raspberry Pi). SFS (speech filing system) was quite fast on windows but i could not install it on linux. Please suggest some way.
Fastest method of MFCC extraction on linux machine
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Aleksandr Dubinsky
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Try compiling sphinx-train or HTK with a good optimizing compiler and set the correct options for the instruction set. See, eg, raspberrypi.stackexchange.com/questions/2046/which-cpu-flags-are-suitable-for-gcc-on-raspberry-pi Looks like you have to use the right Linux distro to even have FPU support (very important!)
They don't use something like fftw or hand-coded assembly, but their implementations of FFT etc are efficient.
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sphinx-train
has an app to do it. I think it works reasonably hard, I've been using it on an old P4 and didn't take too long. I didn't have that much data, though.You can use HCopy from HTK though I haven't tried it.
If you are a programmer, consider profiling the
sphinx-train
extractor and optimizing it. Make sure to let the authors know if you succeed.Final note: the process does take time. It can't be avoided. Try to set-up automated scripts and leave the extraction running for the night. It's often the best way to approach it.