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ftis is a framework for data manipulation, management, creation and munging in Python 3.8+. It is designed for creative use, mainly for my own preoccupations with segmenting, analysing, organising, discovering structure within, and composing with audio corpora.
Architecture
The overall architecture can be conceived in two parts; 'analysers' and 'worlds'. Aftis 'world' can house any number of 'analysers' that can be chained and connected in different ways. A python script can house any number of worlds and therefore you can compose multiple processes. Inside of a world,ftis makes connections between a source, the analysers and an output (known as thesink).
Installation
You can installftis usingpip install ftis. This will pull down the necessary dependencies so that all of the analysers that ship withftis work straight away.
You can also fork this repository andclone it to your machine.
Workflow
The simplest setup is to have a virtual environment setup with ftis installed as a module.cd to the clone of your fork offtis and enter the module (the directory containingsetup.py). Once there runpip install -e . to installftis to your activated virtual environment. Once you've designed your script you can easily run it withpython mycoolscript.py. Of course if you have usedpip to installftis then none of the previous advice applies.
There are some good examples of scripts in the examples directory of this repository. Otherwise the basic structure looks like this:
# import ftis modules that we needfromftis.analyser.slicingimportFluidNoveltyslice# novelty slicingfromftis.worldimportWorld# a ftis 'world'fromftis.corpusimportCorpus# a corpus objectsrc=Corpus("~/corpus-folder/corpus1")# corpus object collects audio files at this directoryout="~/corpus-folder/slicing"# set an output folder# instantiate an instance of the processworld=World(sink=out)# Connect together processes using >>src>>FluidNoveltySlice(threshold=0.35,feature=1)>>ExplodeAudio()# now add a Corpus node to our worldworld.build(src)if__name__=="__main__":world.run()# finally run the chain of connected analysers
and thats it! For more information read the full documentation.
Contributing
If you feel up to contributing plumbing code or your own analysers please feel free to do via github.