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Update and tidy references to overview file and other guides / categories

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Owen Green 5 years ago
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release-packaging/HelpSource/Classes/FluidAmpGate.schelp
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TITLE:: FluidAmpGate
SUMMARY:: Amplitude-based Gating Slicer
CATEGORIES:: Libraries>FluidDecomposition
RELATED:: Guides/FluCoMa, Guides/FluidDecomposition
CATEGORIES:: Libraries>FluidCorpusManipulation
RELATED:: Guides/FluidCorpusManipulation
DESCRIPTION::
This class implements an amplitude-based slicer, with various customisable options and conditions to detect absolute amplitude changes as onsets and offsets. It is part of the LINK:: Guides/FluidDecomposition:: of LINK:: Guides/FluCoMa::. For more explanations, learning material, and discussions on its musicianly uses, visit http://www.flucoma.org/
This class implements an amplitude-based slicer, with various customisable options and conditions to detect absolute amplitude changes as onsets and offsets. It is part of the LINK:: Guides/FluidCorpusManipulation##Fluid Corpus Manipulation Toolkit::. For more explanations, learning material, and discussions on its musicianly uses, visit http://www.flucoma.org/
FluidAmpSlice is based on an envelop follower on a highpassed version of the signal, which is then going through a Schmidt trigger and state-aware time contraints. The example code below is unfolding the various possibilites in order of complexity.

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release-packaging/HelpSource/Classes/FluidAmpSlice.schelp
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TITLE:: FluidAmpSlice
SUMMARY:: Amplitude-based Detrending Slicer
CATEGORIES:: Libraries>FluidDecomposition
RELATED:: Guides/FluCoMa, Guides/FluidDecomposition
CATEGORIES:: Libraries>FluidCorpusManipulation
RELATED:: Guides/FluidCorpusManipulation
DESCRIPTION::
This class implements an amplitude-based slicer, with various customisable options and conditions to detect relative amplitude changes as onsets. It is part of the LINK:: Guides/FluidDecomposition:: of LINK:: Guides/FluCoMa::. For more explanations, learning material, and discussions on its musicianly uses, visit http://www.flucoma.org/
This class implements an amplitude-based slicer, with various customisable options and conditions to detect relative amplitude changes as onsets. It is part of the LINK:: Guides/FluidCorpusManipulation##Fluid Corpus Manipulation Toolkit::. For more explanations, learning material, and discussions on its musicianly uses, visit http://www.flucoma.org/
FluidAmpSlice is based on two envelop followers on a highpassed version of the signal: one slow that gives the trend, and one fast. Each have features that will interact. The example code below is unfolding the various possibilites in order of complexity.

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release-packaging/HelpSource/Classes/FluidAudioTransport.schelp
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TITLE:: FluidAudioTransport
summary:: Interpolate between sounds
categories:: FluidManipulation
categories:: Libraries>FluidCorpusManipulation
related:: Classes/FluidBufAudioTransport
DESCRIPTION::

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release-packaging/HelpSource/Classes/FluidBufAmpGate.schelp
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TITLE:: FluidBufAmpGate
SUMMARY:: Amplitude-based Gating Slicer for Buffers
CATEGORIES:: Libraries>FluidDecomposition
RELATED:: Guides/FluCoMa, Guides/FluidDecomposition, Guides/FluidBufMultiThreading
CATEGORIES:: Libraries>FluidCorpusManipulation
RELATED:: Guides/FluidCorpusManipulation, Guides/FluidBufMultiThreading
DESCRIPTION::
This class implements an amplitude-based slicer, with various customisable options and conditions to detect absolute amplitude changes as onsets and offsets. It is part of the LINK:: Guides/FluidDecomposition:: of LINK:: Guides/FluCoMa::. For more explanations, learning material, and discussions on its musicianly uses, visit http://www.flucoma.org/
This class implements an amplitude-based slicer, with various customisable options and conditions to detect absolute amplitude changes as onsets and offsets. It is part of the LINK:: Guides/FluidCorpusManipulation##Fluid Corpus Manipulation Toolkit::. For more explanations, learning material, and discussions on its musicianly uses, visit http://www.flucoma.org/
FluidBufAmpGate is based on an envelop follower on a highpassed version of the signal, which is then going through a Schmidt trigger and state-aware time contraints. The example code below is unfolding the various possibilites in order of complexity.

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release-packaging/HelpSource/Classes/FluidBufAmpSlice.schelp
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TITLE:: FluidBufAmpSlice
SUMMARY:: Amplitude-based Detrending Slicer for Buffers
CATEGORIES:: Libraries>FluidDecomposition
RELATED:: Guides/FluCoMa, Guides/FluidDecomposition, Guides/FluidBufMultiThreading
CATEGORIES:: Libraries>FluidCorpusManipulation
RELATED:: Guides/FluidCorpusManipulation, Guides/FluidBufMultiThreading
DESCRIPTION::
This class implements an amplitude-based slicer,with various customisable options and conditions to detect relative amplitude changes as onsets. It is part of the LINK:: Guides/FluidDecomposition:: of LINK:: Guides/FluCoMa::. For more explanations, learning material, and discussions on its musicianly uses, visit http://www.flucoma.org/
This class implements an amplitude-based slicer,with various customisable options and conditions to detect relative amplitude changes as onsets. It is part of the LINK:: Guides/FluidCorpusManipulation##Fluid Corpus Manipulation Toolkit::. For more explanations, learning material, and discussions on its musicianly uses, visit http://www.flucoma.org/
FluidBufAmpSlice is based on two envelop followers on a highpassed version of the signal: one slow that gives the trend, and one fast. Each have features that will interact. The example code below is unfolding the various possibilites in order of complexity.

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release-packaging/HelpSource/Classes/FluidBufAudioTransport.schelp
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TITLE:: FluidBufAudioTransport
summary:: Interpolate between buffers
categories:: FluidManipulation
categories:: Libraries>FluidCorpusManipulation
related:: Classes/FluidAudioTransport
DESCRIPTION::

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release-packaging/HelpSource/Classes/FluidBufChroma.schelp
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TITLE:: FluidBufChroma
SUMMARY:: An histogram of pitch classes on a Buffer
CATEGORIES:: Libraries>FluidDecomposition
RELATED:: Guides/FluCoMa, Guides/FluidDecomposition, Guides/FluidBufMultiThreading, Classes/FluidChroma
CATEGORIES:: Libraries>FluidCorpusManipulation
RELATED:: Guides/FluidCorpusManipulation, Guides/FluidBufMultiThreading, Classes/FluidChroma
DESCRIPTION::
This class computes a histogram of the energy contained for each pitch class across the analysis frequency range. Also known as a chromagram, this typically allows you to get a contour of how much each semitone is represented in the spectrum over time. The number of bands (and, thus, pitch classes) and the central reference frequency can be adjusted.

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release-packaging/HelpSource/Classes/FluidBufCompose.schelp
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TITLE:: FluidBufCompose
SUMMARY:: Buffer Compositing Utility
CATEGORIES:: Libraries>FluidDecomposition, UGens>Buffer
RELATED:: Guides/FluCoMa, Guides/FluidDecomposition, Guides/FluidBufMultiThreading, Classes/Buffer
CATEGORIES:: Libraries>FluidCorpusManipulation, UGens>Buffer
RELATED:: Guides/FluidCorpusManipulation, Guides/FluidBufMultiThreading, Classes/Buffer
DESCRIPTION::
A FluidBufCompose object provides a flexible utility for combining the contents of buffers on the server. It can be used for thing like mixing down multichannel buffers, or converting from left-right stereo to mid-side. It is used extensively in all the example code of LINK::Guides/FluidDecomposition:: as part of the FluCoMa project. For more explanations, learning material, and discussions on its musicianly uses, visit http://www.flucoma.org/
A FluidBufCompose object provides a flexible utility for combining the contents of buffers on the server. It can be used for thing like mixing down multichannel buffers, or converting from left-right stereo to mid-side. It is used extensively in all the example code of LINK::Guides/FluidCorpusManipulation:: as part of the FluCoMa project. For more explanations, learning material, and discussions on its musicianly uses, visit http://www.flucoma.org/
At its most simple, the object copies the content of a source buffer into a destination buffer. The flexibility comes from the various flags controlling which portions and channels of the source to use, and by applying gains (which can be positive or negative) to the source data and the portion of the destination that would be overwritten.

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release-packaging/HelpSource/Classes/FluidBufFlatten.schelp
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TITLE:: FluidBufFlatten
summary:: Flatten a multichannel buffer on the server
categories:: FluidCorpusManipulation
categories:: Libraries>FluidCorpusManipulation
related:: Classes/Buffer, Classes/FluidBufCompose, Classes/FluidBufSelect, Classes/FluidBufSelectEvery
DESCRIPTION::

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release-packaging/HelpSource/Classes/FluidBufHPSS.schelp
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TITLE:: FluidBufHPSS
SUMMARY:: Buffer-Based Harmonic-Percussive Source Separation Using Median Filtering
CATEGORIES:: Libraries>FluidDecomposition, UGens>Buffer
RELATED:: Guides/FluCoMa, Guides/FluidDecomposition, Guides/FluidBufMultiThreading
CATEGORIES:: Libraries>FluidCorpusManipulation, UGens>Buffer
RELATED:: Guides/FluidCorpusManipulation, Guides/FluidBufMultiThreading
DESCRIPTION::
@ -16,7 +16,7 @@ The algorithm takes a buffer in, and divides it into two or three outputs, depen
## a percussive component;
## a residual of the previous two if the flag is set to inter-dependant thresholds. See the maskingMode below.::
It is part of the LINK:: Guides/FluidDecomposition:: of LINK:: Guides/FluCoMa::. For more explanations, learning material, and discussions on its musicianly uses, visit http://www.flucoma.org/
It is part of the LINK:: Guides/FluidCorpusManipulation##Fluid Corpus Manipulation Toolkit::. For more explanations, learning material, and discussions on its musicianly uses, visit http://www.flucoma.org/
STRONG::Threading::

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release-packaging/HelpSource/Classes/FluidBufLoudness.schelp
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TITLE:: FluidBufLoudness
SUMMARY:: A Loudness and True-Peak Descriptor on a Buffer
CATEGORIES:: Libraries>FluidDecomposition
RELATED:: Guides/FluCoMa, Guides/FluidDecomposition, Guides/FluidBufMultiThreading
CATEGORIES:: Libraries>FluidCorpusManipulation
RELATED:: Guides/FluidCorpusManipulation, Guides/FluidBufMultiThreading
DESCRIPTION::
This class implements two loudness descriptors, computing the true peak of the signal as well as applying the filters proposed by broadcasting standards to emulate the perception of amplitude. It is part of the LINK:: Guides/FluidDecomposition:: of LINK:: Guides/FluCoMa::. For more explanations, learning material, and discussions on its musicianly uses, visit http://www.flucoma.org/
This class implements two loudness descriptors, computing the true peak of the signal as well as applying the filters proposed by broadcasting standards to emulate the perception of amplitude. It is part of the LINK:: Guides/FluidCorpusManipulation##Fluid Corpus Manipulation Toolkit::. For more explanations, learning material, and discussions on its musicianly uses, visit http://www.flucoma.org/
The process will return a multichannel buffer with two channels per input channel, one for loudness and one for the true peak value of the frame, both in dBfs. More information on broadcasting standardisation of loudness measurement is available at the reference page FOOTNOTE::https://tech.ebu.ch/docs/tech/tech3341.pdf:: and in more musician-friendly explantions here FOOTNOTE::http://designingsound.org/2013/02/06/loudness-and-metering-part-1/::. Each sample represents a value, which is every hopSize. Its sampling rate is STRONG::sourceSR / hopSize::.

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release-packaging/HelpSource/Classes/FluidBufMFCC.schelp
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TITLE:: FluidBufMFCC
SUMMARY:: Mel-Frequency Cepstral Coefficients as Spectral Descriptors on a Buffer
CATEGORIES:: Libraries>FluidDecomposition
RELATED:: Guides/FluCoMa, Guides/FluidDecomposition, Guides/FluidBufMultiThreading, Classes/FluidBufMelBands
CATEGORIES:: Libraries>FluidCorpusManipulation
RELATED:: Guides/FluidCorpusManipulation, Guides/FluidBufMultiThreading, Classes/FluidBufMelBands
DESCRIPTION::
This class implements a classic spectral descriptor, the Mel-Frequency Cepstral Coefficients (https://en.wikipedia.org/wiki/Mel-frequency_cepstrum). The input is first filtered in to STRONG::numBands:: perceptually-spaced bands, as in LINK::Classes/FluidMelBands::. It is then analysed into STRONG::numCoeffs:: number of cepstral coefficients. It has the advantage of being amplitude invariant, except for the first coefficient. It is part of the LINK:: Guides/FluidDecomposition:: of LINK:: Guides/FluCoMa::. For more explanations, learning material, and discussions on its musicianly uses, visit http://www.flucoma.org/
This class implements a classic spectral descriptor, the Mel-Frequency Cepstral Coefficients (https://en.wikipedia.org/wiki/Mel-frequency_cepstrum). The input is first filtered in to STRONG::numBands:: perceptually-spaced bands, as in LINK::Classes/FluidMelBands::. It is then analysed into STRONG::numCoeffs:: number of cepstral coefficients. It has the advantage of being amplitude invariant, except for the first coefficient. It is part of the LINK:: Guides/FluidCorpusManipulation##Fluid Corpus Manipulation Toolkit::. For more explanations, learning material, and discussions on its musicianly uses, visit http://www.flucoma.org/
The process will return a single multichannel buffer of STRONG::numCoeffs:: per input channel. Each frame represents a value, which is every hopSize.

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release-packaging/HelpSource/Classes/FluidBufMelBands.schelp
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TITLE:: FluidBufMelBands
SUMMARY:: A Perceptually Spread Spectral Contour Descriptor on a Buffer
CATEGORIES:: Libraries>FluidDecomposition
RELATED:: Guides/FluCoMa, Guides/FluidDecomposition, Guides/FluidBufMultiThreading, Classes/FluidBufMFCC
CATEGORIES:: Libraries>FluidCorpusManipulation
RELATED:: Guides/FluidCorpusManipulation, Guides/FluidBufMultiThreading, Classes/FluidBufMFCC
DESCRIPTION::
This class implements a spectral shape descriptor where the amplitude is given for a number of equally spread perceptual bands. The spread is based on the Mel scale (https://en.wikipedia.org/wiki/Mel_scale) which is one of the first attempt to mimic pitch perception scientifically. This implementation allows to select the range and number of bands dynamically. It is part of the LINK:: Guides/FluidDecomposition:: of LINK:: Guides/FluCoMa::. For more explanations, learning material, and discussions on its musicianly uses, visit http://www.flucoma.org/
This class implements a spectral shape descriptor where the amplitude is given for a number of equally spread perceptual bands. The spread is based on the Mel scale (https://en.wikipedia.org/wiki/Mel_scale) which is one of the first attempt to mimic pitch perception scientifically. This implementation allows to select the range and number of bands dynamically. It is part of the LINK:: Guides/FluidCorpusManipulation##Fluid Corpus Manipulation Toolkit::. For more explanations, learning material, and discussions on its musicianly uses, visit http://www.flucoma.org/
The process will return a single multichannel buffer of STRONG::numBands:: per input channel. Each frame represents a value, which is every hopSize.

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release-packaging/HelpSource/Classes/FluidBufNMF.schelp
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TITLE:: FluidBufNMF
SUMMARY:: Buffer-Based Non-Negative Matrix Factorisation on Spectral Frames
CATEGORIES:: Libraries>FluidDecomposition, UGens>Buffer
RELATED:: Guides/FluCoMa, Guides/FluidDecomposition, Guides/FluidBufMultiThreading, Classes/FluidNMFMatch, Classes/FluidNMFFilter
CATEGORIES:: Libraries>FluidCorpusManipulation, UGens>Buffer
RELATED:: Guides/FluidCorpusManipulation, Guides/FluidBufMultiThreading, Classes/FluidNMFMatch, Classes/FluidNMFFilter
DESCRIPTION::
The FluidBufNMF object decomposes the spectrum of a sound into a number of components using Non-Negative Matrix Factorisation (NMF) footnote:: Lee, Daniel D., and H. Sebastian Seung. 1999. ‘Learning the Parts of Objects by Non-Negative Matrix Factorization’. Nature 401 (6755): 788–91. https://doi.org/10.1038/44565.
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The whole process can be related to a channel vocoder where, instead of fixed bandpass filters, we get more complex filter shapes that are learned from the data, and the activations correspond to channel envelopes.
FluidBufNMF is part of the LINK:: Guides/FluidDecomposition:: of LINK:: Guides/FluCoMa::. For more explanations, learning material, and discussions on its musicianly uses, visit http://www.flucoma.org/
FluidBufNMF is part of the LINK::Guides/FluidCorpusManipulation::. For more explanations, learning material, and discussions on its musicianly uses, visit http://www.flucoma.org/
STRONG::Threading::

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release-packaging/HelpSource/Classes/FluidBufNMFCross.schelp
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TITLE:: FluidBufNMFCross
summary:: Reconstructs the sound in the target buffer using components learned from the source buffer using an NMF decomposition
categories:: FluidManipulation
categories:: Libraries>FluidCorpusManipulation
related:: Classes/FluidBufNMF, Classes/FluidNMFMatch, Classes/FluidNMFFilter
DESCRIPTION::

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release-packaging/HelpSource/Classes/FluidBufNNDSVD.schelp
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TITLE:: FluidBufNNDSVD
summary:: Non-Negative Double Singular Value Decomposition on a Buffer
categories:: FluidManipulation
categories:: Libraries>FluidCorpusManipulation
related:: Classes/FluidBufNMF
DESCRIPTION::

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release-packaging/HelpSource/Classes/FluidBufNoveltySlice.schelp
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TITLE:: FluidBufNoveltySlice
SUMMARY:: Buffer-Based Novelty-Based Slicer
CATEGORIES:: Libraries>FluidDecomposition, UGens>Buffer
RELATED:: Guides/FluCoMa, Guides/FluidDecomposition, Guides/FluidBufMultiThreading
CATEGORIES:: Libraries>FluidCorpusManipulation, UGens>Buffer
RELATED:: Guides/FluidCorpusManipulation, Guides/FluidBufMultiThreading
DESCRIPTION::
This class implements a non-real-time slicer using an algorithm assessing novelty in the signal to estimate the slicing points. A novelty curve is being derived from running a kernel across the diagonal of the similarity matrix, and looking for peak of changes. It implements the seminal results published in 'Automatic Audio Segmentation Using a Measure of Audio Novelty' by J Foote. It is part of the LINK:: Guides/FluidDecomposition:: of LINK:: Guides/FluCoMa::. For more explanations, learning material, and discussions on its musicianly uses, visit http://www.flucoma.org/
This class implements a non-real-time slicer using an algorithm assessing novelty in the signal to estimate the slicing points. A novelty curve is being derived from running a kernel across the diagonal of the similarity matrix, and looking for peak of changes. It implements the seminal results published in 'Automatic Audio Segmentation Using a Measure of Audio Novelty' by J Foote. It is part of the LINK:: Guides/FluidCorpusManipulation##Fluid Corpus Manipulation Toolkit::. For more explanations, learning material, and discussions on its musicianly uses, visit http://www.flucoma.org/
The process will return a buffer which contains indices (in sample) of estimated starting points of different slices.

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release-packaging/HelpSource/Classes/FluidBufOnsetSlice.schelp
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TITLE:: FluidBufOnsetSlice
SUMMARY:: Spectral Difference-Based Audio Buffer Slicer
CATEGORIES:: Libraries>FluidDecomposition
RELATED:: Guides/FluCoMa, Guides/FluidDecomposition, Guides/FluidBufMultiThreading
CATEGORIES:: Libraries>FluidCorpusManipulation
RELATED:: Guides/FluidCorpusManipulation, Guides/FluidBufMultiThreading
DESCRIPTION::
This class implements many spectral-based onset detection metrics, most of them taken from the literature. (http://www.dafx.ca/proceedings/papers/p_133.pdf) Some are already available in SuperCollider's LINK::Classes/Onsets:: object yet not as offline processes. It is part of the LINK:: Guides/FluidDecomposition:: of LINK:: Guides/FluCoMa::. For more explanations, learning material, and discussions on its musicianly uses, visit http://www.flucoma.org/
This class implements many spectral-based onset detection metrics, most of them taken from the literature. (http://www.dafx.ca/proceedings/papers/p_133.pdf) Some are already available in SuperCollider's LINK::Classes/Onsets:: object yet not as offline processes. It is part of the LINK:: Guides/FluidCorpusManipulation##Fluid Corpus Manipulation Toolkit::. For more explanations, learning material, and discussions on its musicianly uses, visit http://www.flucoma.org/
The process will return a buffer which contains indices (in sample) of estimated starting points of different slices.

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release-packaging/HelpSource/Classes/FluidBufPitch.schelp
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TITLE:: FluidBufPitch
SUMMARY:: A Selection of Pitch Descriptors on a Buffer
CATEGORIES:: Libraries>FluidDecomposition
RELATED:: Guides/FluCoMa, Guides/FluidDecomposition, Guides/FluidBufMultiThreading, Classes/SpecCentroid, Classes/SpecFlatness, Classes/SpecCentroid, Classes/SpecPcile
CATEGORIES:: Libraries>FluidCorpusManipulation
RELATED:: Guides/FluidCorpusManipulation, Guides/FluidBufMultiThreading, Classes/SpecCentroid, Classes/SpecFlatness, Classes/SpecCentroid, Classes/SpecPcile
DESCRIPTION::
This class implements three popular pitch descriptors, computed as frequency and the confidence in its value. It is part of the LINK:: Guides/FluidDecomposition:: of LINK:: Guides/FluCoMa::. For more explanations, learning material, and discussions on its musicianly uses, visit http://www.flucoma.org/
This class implements three popular pitch descriptors, computed as frequency and the confidence in its value. It is part of the LINK:: Guides/FluidCorpusManipulation##Fluid Corpus Manipulation Toolkit::. For more explanations, learning material, and discussions on its musicianly uses, visit http://www.flucoma.org/
The process will return a multichannel buffer with two channels per input channel, one for pitch and one for the pitch tracking confidence. A pitch of 0 is yield when the algorithm cannot find a fundamental at all. Each sample represents a value, which is every hopSize. Its sampling rate is sourceSR / hopSize.

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release-packaging/HelpSource/Classes/FluidBufSTFT.schelp
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TITLE:: FluidBufSTFT
summary:: Perform a Short-Time Fourier Transform on one channel of a buffer
categories:: FluidCorpusManipulation
categories:: Libraries>FluidCorpusManipulation
related:: Classes/Buffer
DESCRIPTION::

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release-packaging/HelpSource/Classes/FluidBufScale.schelp
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TITLE:: FluidBufScale
SUMMARY:: A Scaling Processor for Buffers
CATEGORIES:: Libraries>FluidDecomposition
RELATED:: Guides/FluCoMa, Guides/FluidDecomposition, Guides/FluidBufMultiThreading
CATEGORIES:: Libraries>FluidCorpusManipulation
RELATED:: Guides/FluidCorpusManipulation, Guides/FluidBufMultiThreading
This class implements a simple Buffer preprocessor, by scaling its values. It draws a simple translation from inputLow to outputLow, and from inputHigh to outputHigh. It is part of the LINK:: Guides/FluidDecomposition:: of LINK:: Guides/FluCoMa::. For more explanations, learning material, and discussions on its musicianly uses, visit http://www.flucoma.org/
This class implements a simple Buffer preprocessor, by scaling its values. It draws a simple translation from inputLow to outputLow, and from inputHigh to outputHigh. It is part of the LINK:: Guides/FluidCorpusManipulation##Fluid Corpus Manipulation Toolkit::. For more explanations, learning material, and discussions on its musicianly uses, visit http://www.flucoma.org/
The process will return a buffer with the same size and shape than the requested range.

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release-packaging/HelpSource/Classes/FluidBufSelect.schelp
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TITLE:: FluidBufSelect
summary:: Cherry pick values from a buffer
categories:: FluidCorpusManipulation
categories:: Libraries>FluidCorpusManipulation
related:: Classes/FluidBufSelectEvery
DESCRIPTION::

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release-packaging/HelpSource/Classes/FluidBufSelectEvery.schelp
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TITLE:: FluidBufSelectEvery
summary:: Extract every N samples / channels from a buffer
categories:: FluidCorpusManipulation
categories:: Libraries>FluidCorpusManipulation
related:: Classes/FluidBufSelect
DESCRIPTION::

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release-packaging/HelpSource/Classes/FluidBufSines.schelp
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TITLE:: FluidBufSines
SUMMARY:: Buffer-Based Sinusoidal Modelling and Resynthesis
CATEGORIES:: Libraries>FluidDecomposition, UGens>Buffer
RELATED:: Guides/FluCoMa, Guides/FluidDecomposition, Guides/FluidBufMultiThreading, Guides/FluidBufMultiThreading
CATEGORIES:: Libraries>FluidCorpusManipulation, UGens>Buffer
RELATED:: Guides/FluidCorpusManipulation, Guides/FluidBufMultiThreading, Guides/FluidBufMultiThreading
DESCRIPTION::
This class triggers a Sinusoidal Modelling process on buffers on the non-real-time thread of the server. It implements a mix of algorithms taken from classic papers. It is part of the LINK:: Guides/FluidDecomposition:: of LINK:: Guides/FluCoMa::. For more explanations, learning material, and discussions on its musicianly uses, visit http://www.flucoma.org/
This class triggers a Sinusoidal Modelling process on buffers on the non-real-time thread of the server. It implements a mix of algorithms taken from classic papers. It is part of the LINK:: Guides/FluidCorpusManipulation##Fluid Corpus Manipulation Toolkit::. For more explanations, learning material, and discussions on its musicianly uses, visit http://www.flucoma.org/
The algorithm will take a buffer in, and will divide it in two parts: LIST::
## a reconstruction of what it detects as sinusoidal;

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release-packaging/HelpSource/Classes/FluidBufSpectralShape.schelp
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TITLE:: FluidBufSpectralShape
SUMMARY:: Seven Spectral Shape Descriptors on a Buffer
CATEGORIES:: Libraries>FluidDecomposition
RELATED:: Guides/FluCoMa, Guides/FluidDecomposition, Guides/FluidBufMultiThreading, Classes/FluidSpectralShape, Classes/SpecCentroid, Classes/SpecFlatness, Classes/SpecCentroid, Classes/SpecPcile
CATEGORIES:: Libraries>FluidCorpusManipulation
RELATED:: Guides/FluidCorpusManipulation, Guides/FluidBufMultiThreading, Classes/FluidSpectralShape, Classes/SpecCentroid, Classes/SpecFlatness, Classes/SpecCentroid, Classes/SpecPcile
DESCRIPTION::
This class implements seven of the most popular spectral shape descriptors, computed on a linear scale for both amplitude and frequency. It is part of the LINK:: Guides/FluidDecomposition:: of LINK:: Guides/FluCoMa::. For more explanations, learning material, and discussions on its musicianly uses, visit http://www.flucoma.org/
This class implements seven of the most popular spectral shape descriptors, computed on a linear scale for both amplitude and frequency. It is part of the LINK:: Guides/FluidCorpusManipulation##Fluid Corpus Manipulation Toolkit::. For more explanations, learning material, and discussions on its musicianly uses, visit http://www.flucoma.org/
The descriptors are:
LIST::

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release-packaging/HelpSource/Classes/FluidBufStats.schelp
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TITLE:: FluidBufStats
SUMMARY:: Computing Statistics on Buffers as Series.
CATEGORIES:: Libraries>FluidDecomposition, UGens>Buffer
RELATED:: Guides/FluCoMa, Guides/FluidDecomposition, Guides/FluidBufMultiThreading
CATEGORIES:: Libraries>FluidCorpusManipulation, UGens>Buffer
RELATED:: Guides/FluidCorpusManipulation, Guides/FluidBufMultiThreading
DESCRIPTION::
This class implements non-real-time statistical analysis on buffer channels. Typically, a buffer would hold various time series (i.e. descriptors over time), and link::Classes/FluidBufStats:: allows this series to be described statistically. It is part of the LINK:: Guides/FluidDecomposition:: of LINK:: Guides/FluCoMa::. For more explanations, learning material, and discussions on its musicianly uses, visit http://www.flucoma.org/
This class implements non-real-time statistical analysis on buffer channels. Typically, a buffer would hold various time series (i.e. descriptors over time), and link::Classes/FluidBufStats:: allows this series to be described statistically. It is part of the LINK:: Guides/FluidCorpusManipulation##Fluid Corpus Manipulation Toolkit::. For more explanations, learning material, and discussions on its musicianly uses, visit http://www.flucoma.org/
The process returns a buffer where each channel of the STRONG::source:: buffer has been reduced to 7 statistics: mean, standard deviation, skewness, kurtosis, followed by 3 percentiles, by default the minimum value, the median, and the maximum value. Moreover, it is possible to request the same 7 stats to be applied to derivative of the input. These are useful to describe statistically the rate of change of the time series. The STRONG::stats:: buffer will grow accordingly, yielding the seven same statistical description of the n requested derivatives. Therefore, the STRONG::stats:: buffer will have as many channel as the input buffer, and as many frames as 7 times the requested STRONG::numDerivs::.

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TITLE:: FluidBufThreadDemo
SUMMARY:: A Tutorial Object to Experiment with Multithreading in FluidBuf* Objects
CATEGORIES:: Libraries>FluidDecomposition
RELATED:: Guides/FluCoMa, Guides/FluidDecomposition, Guides/FluidBufMultiThreading
CATEGORIES:: Libraries>FluidCorpusManipulation
RELATED:: Guides/FluidCorpusManipulation, Guides/FluidBufMultiThreading
DESCRIPTION::
This class implements a simple tutorial object to illustrate and experiment with the behaviour of the FluidBuf* objects. It is part of the LINK:: Guides/FluidDecomposition:: of LINK:: Guides/FluCoMa::. For more explanations, learning material, and discussions on its musicianly uses, visit http://www.flucoma.org/
This class implements a simple tutorial object to illustrate and experiment with the behaviour of the FluidBuf* objects. It is part of the LINK:: Guides/FluidCorpusManipulation##Fluid Corpus Manipulation Toolkit::. For more explanations, learning material, and discussions on its musicianly uses, visit http://www.flucoma.org/
It simply starts a process that will, upon completion of its task, write a single value to the destination buffer. This is the general behaviour of much of the CPU consuming FluidBuf* objects. In this case, as a toy example, the task is simply just wait and do nothing, to simulate a task that would actually take that long in the background.

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TITLE:: FluidBufThresh
SUMMARY:: A Gate Processor for Buffers
CATEGORIES:: Libraries>FluidDecomposition
RELATED:: Guides/FluCoMa, Guides/FluidDecomposition, Guides/FluidBufMultiThreading
CATEGORIES:: Libraries>FluidCorpusManipulation
RELATED:: Guides/FluidCorpusManipulation, Guides/FluidBufMultiThreading
DESCRIPTION::
This class implements a simple Buffer preprocessor, by replacing values under a threshold by 0s. It is part of the LINK:: Guides/FluidDecomposition:: of LINK:: Guides/FluCoMa::. For more explanations, learning material, and discussions on its musicianly uses, visit http://www.flucoma.org/
This class implements a simple Buffer preprocessor, by replacing values under a threshold by 0s. It is part of the LINK:: Guides/FluidCorpusManipulation##Fluid Corpus Manipulation Toolkit::. For more explanations, learning material, and discussions on its musicianly uses, visit http://www.flucoma.org/
The process will return a buffer with the same size and shape than the requested range.

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TITLE:: FluidBufTransientSlice
SUMMARY:: Buffer-Based Transient-Based Slicer
CATEGORIES:: Libraries>FluidDecomposition, UGens>Buffer
RELATED:: Guides/FluCoMa, Guides/FluidDecomposition, Guides/FluidBufMultiThreading, Classes/FluidBufTransients
CATEGORIES:: Libraries>FluidCorpusManipulation, UGens>Buffer
RELATED:: Guides/FluidCorpusManipulation, Guides/FluidBufMultiThreading, Classes/FluidBufTransients
DESCRIPTION::
This class implements a non-real-time transient-based slice extractor relying on the same algorithm than Classes/FluidBufTransients using clicks/transients/derivation/anomaly in the signal to estimate the slicing points. It is part of the LINK:: Guides/FluidDecomposition:: of LINK:: Guides/FluCoMa::. For more explanations, learning material, and discussions on its musicianly uses, visit http://www.flucoma.org/
This class implements a non-real-time transient-based slice extractor relying on the same algorithm than Classes/FluidBufTransients using clicks/transients/derivation/anomaly in the signal to estimate the slicing points. It is part of the LINK:: Guides/FluidCorpusManipulation##Fluid Corpus Manipulation Toolkit::. For more explanations, learning material, and discussions on its musicianly uses, visit http://www.flucoma.org/
The process will return a buffer which contains indices (in sample) of estimated starting points of the different slices.

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TITLE:: FluidBufTransients
SUMMARY:: Buffer-Based Transient Extractor
CATEGORIES:: Libraries>FluidDecomposition, UGens>Buffer
RELATED:: Guides/FluCoMa, Guides/FluidDecomposition, Guides/FluidBufMultiThreading
CATEGORIES:: Libraries>FluidCorpusManipulation, UGens>Buffer
RELATED:: Guides/FluidCorpusManipulation, Guides/FluidBufMultiThreading
DESCRIPTION::
This class triggers a transient extractor on buffers on the non-real-time thread of the server. It implements declicking algorithm from chapter 5 of the classic Digital Audio Restoration by Godsill, Simon J., Rayner, Peter J.W. with some bespoke improvements on the detection function tracking. It is part of the LINK:: Guides/FluidDecomposition:: of LINK:: Guides/FluCoMa::. For more explanations, learning material, and discussions on its musicianly uses, visit http://www.flucoma.org/
This class triggers a transient extractor on buffers on the non-real-time thread of the server. It implements declicking algorithm from chapter 5 of the classic Digital Audio Restoration by Godsill, Simon J., Rayner, Peter J.W. with some bespoke improvements on the detection function tracking. It is part of the LINK:: Guides/FluidCorpusManipulation##Fluid Corpus Manipulation Toolkit::. For more explanations, learning material, and discussions on its musicianly uses, visit http://www.flucoma.org/
The algorithm will take a buffer in, and will divide it in two outputs: LIST::
## the transients, estimated from the signal and extracted from it;

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TITLE:: FluidChroma
SUMMARY:: An histogram of pitch classes in Real-Time
CATEGORIES:: Libraries>FluidDecomposition
RELATED:: Guides/FluCoMa, Guides/FluidDecomposition, Classes/FluidBufChroma
CATEGORIES:: Libraries>FluidCorpusManipulation
RELATED:: Guides/FluidCorpusManipulation, Classes/FluidBufChroma
DESCRIPTION::
This class computes a histogram of the energy contained for each pitch class across the analysis frequency range. Also known as a chromagram, this typically allows you to get a contour of how much each semitone is represented in the spectrum over time. The number of bands (and, thus, pitch classes) and the central reference frequency can be adjusted.
It is part of the LINK:: Guides/FluidDecomposition:: of LINK:: Guides/FluCoMa::. For more explanations, learning material, and discussions on its musicianly uses, visit http://www.flucoma.org/
It is part of the LINK:: Guides/FluidCorpusManipulation##Fluid Corpus Manipulation Toolkit::. For more explanations, learning material, and discussions on its musicianly uses, visit http://www.flucoma.org/
The process will return a multichannel control steam of size STRONG::maxNumChroma::, which will be repeated if no change happens within the algorithm, i.e. when the hopSize is larger than the server's kr period.

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TITLE:: FluidDataSet
summary:: Container for labelled, multidimensional data
categories:: UGens>FluidManipulation
categories:: Libraries>FluidCorpusManipulation
related:: Classes/FluidLabelSet, Classes/FluidKDTree, Classes/FluidKMeans
​
DESCRIPTION::
A server-side container associating labels with multi-dimensional data. FluidDataSet is identified by its name.
A server-side container associating labels with multi-dimensional data.
CLASSMETHODS::
​

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TITLE:: FluidDataSetQuery
summary:: Query a FluidDataSet
categories:: UGens>FluidManipulation
categories:: Libraries>FluidCorpusManipulation
related:: Classes/FluidDataSet
DESCRIPTION::

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TITLE:: FluidDataSetWr
summary:: Write to FluidDataSet on the server
categories:: FluidManipulation
categories:: Libraries>FluidCorpusManipulation
related:: Classes/FLuidDataSet
DESCRIPTION::

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TITLE:: FluidGain
SUMMARY:: Real-Time Buffered Gain Changer
CATEGORIES:: UGens>Algebraic, Libraries>FluidDecomposition, UGens>Buffer
RELATED:: Guides/FluCoMa, Guides/FluidDecomposition,Classes/UnaryOpFunction
CATEGORIES:: UGens>Algebraic, Libraries>FluidCorpusManipulation, UGens>Buffer
RELATED:: Guides/FluidCorpusManipulation,Classes/UnaryOpFunction
DESCRIPTION::
This class implements a sanity test for the FluCoMa Real-Time Client Wrapper. It is part of the LINK:: Guides/FluidDecomposition:: of LINK:: Guides/FluCoMa::. For more explanations, learning material, and discussions on its musicianly uses, visit http://www.flucoma.org/
This class implements a sanity test for the FluCoMa Real-Time Client Wrapper. It is part of the LINK:: Guides/FluidCorpusManipulation##Fluid Corpus Manipulation Toolkit::. For more explanations, learning material, and discussions on its musicianly uses, visit http://www.flucoma.org/
CLASSMETHODS::

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TITLE:: FluidHPSS
SUMMARY:: Harmonic-Percussive Source Separation Using Median Filtering
CATEGORIES:: Libraries>FluidDecomposition
RELATED:: Guides/FluCoMa, Guides/FluidDecomposition
CATEGORIES:: Libraries>FluidCorpusManipulation
RELATED:: Guides/FluidCorpusManipulation
A FluidHPSS object performs Harmonic-Percussive Source Separation (HPSS) on the an audio input. The class performs HPSS as described in its original form footnote::
Fitzgerald, Derry. 2010. ‘Harmonic/Percussive Separation Using Median Filtering’. In Proceedings DaFx 10. https://arrow.dit.ie/argcon/67.
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## a percussive component;
## a residual of the previous two if the flag is set to inter-dependant thresholds. See the maskingMode below.::
It is part of the LINK:: Guides/FluidDecomposition:: of LINK:: Guides/FluCoMa::. For more explanations, learning material, and discussions on its musicianly uses, visit http://www.flucoma.org/
It is part of the LINK:: Guides/FluidCorpusManipulation##Fluid Corpus Manipulation Toolkit::. For more explanations, learning material, and discussions on its musicianly uses, visit http://www.flucoma.org/
CLASSMETHODS::

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TITLE:: FluidKDTree
summary:: KD Tree on the server
categories:: FluidManipulation
categories:: Libraries>FluidCorpusManipulation
related:: Classes/FluidDataSet
DESCRIPTION::

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TITLE:: FluidKMeans
summary:: Cluster data points with K-Means
categories:: FluidManipulation
categories:: Libraries>FluidCorpusManipulation
related:: Classes/FluidDataSet, Classes/FluidLabelSet, Classes/FluidKNNClassifier, Classes/FluidKNNRegressor
DESCRIPTION::

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TITLE:: FluidLabelSet
summary:: A set of labels associated with IDs
categories:: FluidManipulation
categories:: Libraries>FluidCorpusManipulation
related:: Classes/FluidDataSet, Classes/FluidKMeans
DESCRIPTION::

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TITLE:: FluidLoadFolder
summary:: Load a folder of audio into a single buffer
categories:: FluidCorpusManipulation
categories:: Libraries>FluidCorpusManipulation
related:: Classes/FluidSliceCorpus, Classes/FluidProcessSlices
DESCRIPTION::

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TITLE:: FluidLoudness
SUMMARY:: A Loudness and True-Peak Descriptor in Real-Time
CATEGORIES:: Libraries>FluidDecomposition
RELATED:: Guides/FluCoMa, Guides/FluidDecomposition
CATEGORIES:: Libraries>FluidCorpusManipulation
RELATED:: Guides/FluidCorpusManipulation
DESCRIPTION::
This class implements two loudness descriptors, computing the true peak of the signal as well as applying the filters proposed by broadcasting standards to emulate the perception of amplitude. It is part of the LINK:: Guides/FluidDecomposition:: of LINK:: Guides/FluCoMa::. For more explanations, learning material, and discussions on its musicianly uses, visit http://www.flucoma.org/
This class implements two loudness descriptors, computing the true peak of the signal as well as applying the filters proposed by broadcasting standards to emulate the perception of amplitude. It is part of the LINK:: Guides/FluidCorpusManipulation##Fluid Corpus Manipulation Toolkit::. For more explanations, learning material, and discussions on its musicianly uses, visit http://www.flucoma.org/
The process will return a multichannel control steam with [loudness, truepeak] values, both in dBfs, which will be repeated if no change happens within the algorithm, i.e. when the hopSize is larger than the server's kr period. More information on broadcasting standardisation of loudness measurement is available at the reference page FOOTNOTE::https://tech.ebu.ch/docs/tech/tech3341.pdf:: and in more musician-friendly explantions here FOOTNOTE::http://designingsound.org/2013/02/06/loudness-and-metering-part-1/::.

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TITLE:: FluidMFCC
SUMMARY:: Mel-Frequency Cepstral Coefficients as Spectral Descriptors in Real-Time
CATEGORIES:: Libraries>FluidDecomposition
RELATED:: Guides/FluCoMa, Guides/FluidDecomposition, Classes/FluidMelBands
CATEGORIES:: Libraries>FluidCorpusManipulation
RELATED:: Guides/FluidCorpusManipulation, Classes/FluidMelBands
DESCRIPTION::
This class implements a classic spectral descriptor, the Mel-Frequency Cepstral Coefficients (https://en.wikipedia.org/wiki/Mel-frequency_cepstrum). The input is first filtered in to STRONG::numBands:: perceptually-spaced bands, as in LINK::Classes/FluidMelBands::. It is then analysed into STRONG::numCoeffs:: number of cepstral coefficients. It has the avantage of being amplitude invarient, except for the first coefficient. It is part of the LINK:: Guides/FluidDecomposition:: of LINK:: Guides/FluCoMa::. For more explanations, learning material, and discussions on its musicianly uses, visit http://www.flucoma.org/
This class implements a classic spectral descriptor, the Mel-Frequency Cepstral Coefficients (https://en.wikipedia.org/wiki/Mel-frequency_cepstrum). The input is first filtered in to STRONG::numBands:: perceptually-spaced bands, as in LINK::Classes/FluidMelBands::. It is then analysed into STRONG::numCoeffs:: number of cepstral coefficients. It has the avantage of being amplitude invarient, except for the first coefficient. It is part of the LINK:: Guides/FluidCorpusManipulation##Fluid Corpus Manipulation Toolkit::. For more explanations, learning material, and discussions on its musicianly uses, visit http://www.flucoma.org/
The process will return a multichannel control steam of STRONG::maxNumCoeffs::, which will be repeated if no change happens within the algorythm, i.e. when the hopSize is larger than the server's kr period.

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TITLE:: FluidManipulationClient
summary:: A base case for FluidManipulation classes
categories:: FluidManipulation
TITLE:: Libraries>FluidCorpusManipulationClient
summary:: A base case for Libraries>FluidCorpusManipulation classes
categories:: Libraries>FluidCorpusManipulation
DESCRIPTION::
A utility base class for FluidManipulation classes, that deals with common functionality (wrapping a link::Classes/Synth:: in the instance, etc.)
A utility base class for Libraries>FluidCorpusManipulation classes, that deals with common functionality (wrapping a link::Classes/Synth:: in the instance, etc.)
Not intended to be used directly.

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TITLE:: FluidMelBands
SUMMARY:: A Perceptually Spread Spectral Contour Descriptor in Real-Time
CATEGORIES:: Libraries>FluidDecomposition
RELATED:: Guides/FluCoMa, Guides/FluidDecomposition, Classes/FluidMFCC
CATEGORIES:: Libraries>FluidCorpusManipulation
RELATED:: Guides/FluidCorpusManipulation, Classes/FluidMFCC
DESCRIPTION::
This class implements a spectral shape descriptor where the amplitude is given for a number of equally spread perceptual bands. The spread is based on the Mel scale (https://en.wikipedia.org/wiki/Mel_scale) which is one of the first attempt to mimic pitch perception scientifically. This implementation allows to select the range and number of bands dynamically. It is part of the LINK:: Guides/FluidDecomposition:: of LINK:: Guides/FluCoMa::. For more explanations, learning material, and discussions on its musicianly uses, visit http://www.flucoma.org/
This class implements a spectral shape descriptor where the amplitude is given for a number of equally spread perceptual bands. The spread is based on the Mel scale (https://en.wikipedia.org/wiki/Mel_scale) which is one of the first attempt to mimic pitch perception scientifically. This implementation allows to select the range and number of bands dynamically. It is part of the LINK:: Guides/FluidCorpusManipulation##Fluid Corpus Manipulation Toolkit::. For more explanations, learning material, and discussions on its musicianly uses, visit http://www.flucoma.org/
The process will return a multichannel control steam of size STRONG::maxNumBands::, which will be repeated if no change happens within the algorythm, i.e. when the hopSize is larger than the server's kr period.

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TITLE:: FluidNMFFilter
SUMMARY:: Real-Time Non-Negative Matrix Factorisation with Fixed Bases
CATEGORIES:: Libraries>FluidDecomposition
RELATED:: Guides/FluCoMa, Guides/FluidDecomposition, Classes/FluidBufNMF, Classes/FluidNMFMatch
CATEGORIES:: Libraries>FluidCorpusManipulation
RELATED:: Guides/FluidCorpusManipulation, Classes/FluidBufNMF, Classes/FluidNMFMatch
DESCRIPTION::
The FluidNMFFilter object decomposes and resynthesises an incoming audio signal against a set of spectral templates using an slimmed-down version of Nonnegative Matrix Factorisation (NMF) footnote:: Lee, Daniel D., and H. Sebastian Seung. 1999. ‘Learning the Parts of Objects by Non-Negative Matrix Factorization’. Nature 401 (6755): 788–91. https://doi.org/10.1038/44565. ::
@ -12,7 +12,7 @@ NMF has been a popular technique in signal processing research for things like s
The whole process can be related to a channel vocoder where, instead of fixed bandpass filters, we get more complex filter shapes and the activations correspond to channel envelopes.
FluidBufNMF is part of the LINK:: Guides/FluidDecomposition:: of LINK:: Guides/FluCoMa::. For more explanations, learning material, and discussions on its musicianly uses, visit http://www.flucoma.org/
FluidNMFFilter is part of the LINK:: Guides/FluidCorpusManipulation::. For more explanations, learning material, and discussions on its musicianly uses, visit http://www.flucoma.org/
CLASSMETHODS::

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TITLE:: FluidNMFMatch
SUMMARY:: Real-Time Non-Negative Matrix Factorisation with Fixed Bases
CATEGORIES:: Libraries>FluidDecomposition
RELATED:: Guides/FluCoMa, Guides/FluidDecomposition, Classes/FluidBufNMF, Classes/FluidNMFFilter
CATEGORIES:: Libraries>FluidCorpusManipulation
RELATED:: Guides/FluidCorpusManipulation, Classes/FluidBufNMF, Classes/FluidNMFFilter
DESCRIPTION::
The FluidNMFMatch object matches an incoming audio signal against a set of spectral templates using an slimmed-down version of Nonnegative Matrix Factorisation (NMF) footnote:: Lee, Daniel D., and H. Sebastian Seung. 1999. ‘Learning the Parts of Objects by Non-Negative Matrix Factorization’. Nature 401 (6755): 788–91. https://doi.org/10.1038/44565. ::
@ -12,7 +12,7 @@ NMF has been a popular technique in signal processing research for things like s
The whole process can be related to a channel vocoder where, instead of fixed bandpass filters, we get more complex filter shapes and the activations correspond to channel envelopes.
FluidBufNMF is part of the LINK:: Guides/FluidDecomposition:: of LINK:: Guides/FluCoMa::. For more explanations, learning material, and discussions on its musicianly uses, visit http://www.flucoma.org/
FluidNMFMatch is part of the LINK:: Guides/FluidCorpusManipulation::. For more explanations, learning material, and discussions on its musicianly uses, visit http://www.flucoma.org/
CLASSMETHODS::

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TITLE:: FluidNMFMorph
summary:: Morph between sounds
categories:: FluidCorpusManipulation
categories:: Libraries>FluidCorpusManipulation
related:: Classes/FluidAudioTransport,Classes/FluidBufNMFCross

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TITLE:: FluidNormalize
summary:: Normalize a FluidDataSet
categories:: FluidManipulation
categories:: Libraries>FluidCorpusManipulation
related:: Classes/FluidStandardize, Classes/FluidRobustScale, Classes/FluidDataSet
DESCRIPTION::

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TITLE:: FluidNoveltySlice
SUMMARY:: Real-Time Novelty-Based Slicer
CATEGORIES:: Libraries>FluidDecomposition
RELATED:: Guides/FluCoMa, Guides/FluidDecomposition
CATEGORIES:: Libraries>FluidCorpusManipulation
RELATED:: Guides/FluidCorpusManipulation
DESCRIPTION::
This class implements a real-time slicer using an algorithm assessing novelty in the signal to estimate the slicing points. A novelty curve is being derived from running a kernel across the diagonal of the similarity matrix, and looking for peak of changes. It implements the seminal results published in 'Automatic Audio Segmentation Using a Measure of Audio Novelty' by J Foote. It is part of the LINK:: Guides/FluidDecomposition:: of LINK:: Guides/FluCoMa::. For more explanations, learning material, and discussions on its musicianly uses, visit http://www.flucoma.org/
This class implements a real-time slicer using an algorithm assessing novelty in the signal to estimate the slicing points. A novelty curve is being derived from running a kernel across the diagonal of the similarity matrix, and looking for peak of changes. It implements the seminal results published in 'Automatic Audio Segmentation Using a Measure of Audio Novelty' by J Foote. It is part of the LINK:: Guides/FluidCorpusManipulation##Fluid Corpus Manipulation Toolkit::. For more explanations, learning material, and discussions on its musicianly uses, visit http://www.flucoma.org/
The process will return an audio steam with sample-long impulses at estimated starting points of the different slices.

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release-packaging/HelpSource/Classes/FluidOnsetSlice.schelp
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TITLE:: FluidOnsetSlice
SUMMARY:: Spectral Difference-Based Real-Time Audio Slicer
CATEGORIES:: Libraries>FluidDecomposition
RELATED:: Guides/FluCoMa, Guides/FluidDecomposition
CATEGORIES:: Libraries>FluidCorpusManipulation
RELATED:: Guides/FluidCorpusManipulation
DESCRIPTION::
This class implements many spectral based onset detection metrics, most of them taken from the literature. (http://www.dafx.ca/proceedings/papers/p_133.pdf) Some are already available in SuperCollider's LINK::Classes/Onsets:: object. It is part of the LINK:: Guides/FluidDecomposition:: of LINK:: Guides/FluCoMa::. For more explanations, learning material, and discussions on its musicianly uses, visit http://www.flucoma.org/
This class implements many spectral based onset detection metrics, most of them taken from the literature. (http://www.dafx.ca/proceedings/papers/p_133.pdf) Some are already available in SuperCollider's LINK::Classes/Onsets:: object. It is part of the LINK:: Guides/FluidCorpusManipulation##Fluid Corpus Manipulation Toolkit::. For more explanations, learning material, and discussions on its musicianly uses, visit http://www.flucoma.org/
The process will return an audio steam with sample-long impulses at estimated starting points of the different slices.

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TITLE:: FluidPitch
SUMMARY:: A Selection of Pitch Descriptors in Real-Time
CATEGORIES:: Libraries>FluidDecomposition
RELATED:: Guides/FluCoMa, Guides/FluidDecomposition, Classes/Pitch
CATEGORIES:: Libraries>FluidCorpusManipulation
RELATED:: Guides/FluidCorpusManipulation, Classes/Pitch
DESCRIPTION::
This class implements three popular pitch descriptors, computed as frequency and the confidence in its value. It is part of the LINK:: Guides/FluidDecomposition:: of LINK:: Guides/FluCoMa::. For more explanations, learning material, and discussions on its musicianly uses, visit http://www.flucoma.org/
This class implements three popular pitch descriptors, computed as frequency and the confidence in its value. It is part of the LINK:: Guides/FluidCorpusManipulation##Fluid Corpus Manipulation Toolkit::. For more explanations, learning material, and discussions on its musicianly uses, visit http://www.flucoma.org/
The process will return a multichannel control steam with [pitch, confidence] values, which will be repeated if no change happens within the algorithm, i.e. when the hopSize is larger than the server's kr period. A pitch of 0 is yield when the algorithm cannot find a fundamental at all.

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TITLE:: FluidProcessSlices
summary:: Utility for batch processing slices
categories:: FluidManipulation
related:: Classes/FluidLoadFolder, Classes/FluidSliceCorpus,Guides/FluidDecomposition
categories:: Libraries>FluidCorpusManipulation
related:: Classes/FluidLoadFolder, Classes/FluidSliceCorpus,Guides/FluidCorpusManipulation
DESCRIPTION::
This class abstracts some of the boilerplate involved in batch processing a sequence of segments in a link::Classes/Buffer:: on the server. It does this by iteratively running a user supplied function and using slice point information passed as an link::Classes/IdentityDictionary:: (see link::Classes/FluidLoadFolder#-index:: for details on the format of this).

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release-packaging/HelpSource/Classes/FluidRobustScale.schelp
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TITLE:: FluidRobustScale
summary:: Apply Robust Scaling to FluidDataSet
categories:: FluidManipulation
categories:: Libraries>FluidCorpusManipulation
related:: Classes/FluidStandardize, Classes/FluidNormalize, Classes/FluidDataSet
DESCRIPTION::

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release-packaging/HelpSource/Classes/FluidSTFTPass.schelp
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TITLE:: FluidSTFTPass
SUMMARY:: Real-Time FFT/IFFT return trip.
CATEGORIES:: UGens>Algebraic, Libraries>FluidDecomposition, UGens>Buffer
RELATED:: Guides/FluCoMa, Guides/FluidDecomposition,Classes/UnaryOpFunction
CATEGORIES:: UGens>Algebraic, Libraries>FluidCorpusManipulation, UGens>Buffer
RELATED:: Guides/FluidCorpusManipulation,Classes/UnaryOpFunction
DESCRIPTION::
This class implements a sanity test for the FluCoMa Real-Time Client FFT/IFFT Wrapper. It is part of the LINK:: Guides/FluidDecomposition:: of LINK:: Guides/FluCoMa::. For more explanations, learning material, and discussions on its musicianly uses, visit http://www.flucoma.org/
This class implements a sanity test for the FluCoMa Real-Time Client FFT/IFFT Wrapper. It is part of the LINK:: Guides/FluidCorpusManipulation##Fluid Corpus Manipulation Toolkit::. For more explanations, learning material, and discussions on its musicianly uses, visit http://www.flucoma.org/
CLASSMETHODS::

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release-packaging/HelpSource/Classes/FluidSines.schelp
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TITLE:: FluidSines
SUMMARY:: Sinusoidal Modelling and Resynthesis
CATEGORIES:: Libraries>FluidDecomposition
RELATED:: Guides/FluCoMa, Guides/FluidDecomposition
CATEGORIES:: Libraries>FluidCorpusManipulation
RELATED:: Guides/FluidCorpusManipulation
DESCRIPTION::
This class applies a Sinusoidal Modelling process on its audio input. It implements a mix of algorithms taken from classic papers. It is part of the LINK:: Guides/FluidDecomposition:: of LINK:: Guides/FluCoMa::. For more explanations, learning material, and discussions on its musicianly uses, visit http://www.flucoma.org/
This class applies a Sinusoidal Modelling process on its audio input. It implements a mix of algorithms taken from classic papers. It is part of the LINK:: Guides/FluidCorpusManipulation##Fluid Corpus Manipulation Toolkit::. For more explanations, learning material, and discussions on its musicianly uses, visit http://www.flucoma.org/
The algorithm will take an audio in, and will divide it in two parts: LIST::
## a reconstruction of what it detects as sinusoidal;

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release-packaging/HelpSource/Classes/FluidSliceCorpus.schelp
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TITLE:: FluidSliceCorpus
summary:: A utility for batch slicing of a corpus
categories:: FluidManipulation
categories:: Libraries>FluidCorpusManipulation
related:: Classes/FluidLoadFolder, Classes/FluidProcessSlices, Classes/FluidBufOnsetSlice, Classes/FluidBufNoveltySlice, Classes/FluidBufTransientSlice
DESCRIPTION::
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|| The destination link::Classes/Buffer:: into which to write slice indices
::
This configuration assumes that you are using one of the link::Guides/FluidDecomposition:: buffer-based slicing objects, or at least following their conventions, notably:
This configuration assumes that you are using one of the link::Guides/FluidCorpusManipulation:: buffer-based slicing objects, or at least following their conventions, notably:
list::
## slice points are written into a buffer as sample positions.
## If no slices are found, then a single value of -1 is written instead

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release-packaging/HelpSource/Classes/FluidSpectralShape.schelp
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TITLE:: FluidSpectralShape
SUMMARY:: Seven Spectral Shape Descriptors in Real-Time
CATEGORIES:: Libraries>FluidDecomposition
RELATED:: Guides/FluCoMa, Guides/FluidDecomposition, Classes/SpecCentroid, Classes/SpecFlatness, Classes/SpecCentroid, Classes/SpecPcile
CATEGORIES:: Libraries>FluidCorpusManipulation
RELATED:: Guides/FluidCorpusManipulation, Classes/SpecCentroid, Classes/SpecFlatness, Classes/SpecCentroid, Classes/SpecPcile
DESCRIPTION::
This class implements seven of the most popular spectral shape descriptors, computed on a linear scale for both amplitude and frequency. It is part of the LINK:: Guides/FluidDecomposition:: of LINK:: Guides/FluCoMa::. For more explanations, learning material, and discussions on its musicianly uses, visit http://www.flucoma.org/
This class implements seven of the most popular spectral shape descriptors, computed on a linear scale for both amplitude and frequency. It is part of the LINK:: Guides/FluidCorpusManipulation##Fluid Corpus Manipulation Toolkit::. For more explanations, learning material, and discussions on its musicianly uses, visit http://www.flucoma.org/
The descriptors are:
LIST::

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release-packaging/HelpSource/Classes/FluidStandardize.schelp
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TITLE:: FluidStandardize
summary:: Standardize a FluidDataSet
categories:: FluidManipulation
categories:: Libraries>FluidCorpusManipulation
related:: Classes/FluidDataSet, Classes/FluidNormalize, Classes/FluidRobustScale
DESCRIPTION::

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release-packaging/HelpSource/Classes/FluidTransientSlice.schelp
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TITLE:: FluidTransientSlice
SUMMARY:: Transient-Based Real-Time Audio Slicer
CATEGORIES:: Libraries>FluidDecomposition
RELATED:: Guides/FluCoMa, Guides/FluidDecomposition
CATEGORIES:: Libraries>FluidCorpusManipulation
RELATED:: Guides/FluidCorpusManipulation
DESCRIPTION::
This class implements a real-time transient-based slice extractor relying on the same algorithm than Classes/FluidBufTransients using clicks/transients/derivation/anomaly in the signal to estimate the slicing points. It is part of the LINK:: Guides/FluidDecomposition:: of LINK:: Guides/FluCoMa::. For more explanations, learning material, and discussions on its musicianly uses, visit http://www.flucoma.org/
This class implements a real-time transient-based slice extractor relying on the same algorithm than Classes/FluidBufTransients using clicks/transients/derivation/anomaly in the signal to estimate the slicing points. It is part of the LINK:: Guides/FluidCorpusManipulation##Fluid Corpus Manipulation Toolkit::. For more explanations, learning material, and discussions on its musicianly uses, visit http://www.flucoma.org/
The process will return an audio steam with sample-long impulses at estimated starting points of the different slices.

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release-packaging/HelpSource/Classes/FluidTransients.schelp
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TITLE:: FluidTransients
SUMMARY:: Real-Time Transient Modeller and Extractor
CATEGORIES:: Libraries>FluidDecomposition
RELATED:: Guides/FluCoMa, Guides/FluidDecomposition
CATEGORIES:: Libraries>FluidCorpusManipulation
RELATED:: Guides/FluidCorpusManipulation
DESCRIPTION::
This class applies a real-time transient extractor on its input. It implements declicking algorithm from chapter 5 of the classic Digital Audio Restoration by Godsill, Simon J., Rayner, Peter J.W. with some bespoke improvements on the detection function tracking. It is part of the LINK:: Guides/FluidDecomposition:: of LINK:: Guides/FluCoMa::. For more explanations, learning material, and discussions on its musicianly uses, visit http://www.flucoma.org/
This class applies a real-time transient extractor on its input. It implements declicking algorithm from chapter 5 of the classic Digital Audio Restoration by Godsill, Simon J., Rayner, Peter J.W. with some bespoke improvements on the detection function tracking. It is part of the LINK:: Guides/FluidCorpusManipulation##Fluid Corpus Manipulation Toolkit::. For more explanations, learning material, and discussions on its musicianly uses, visit http://www.flucoma.org/
The algorithm will take an audio in, and will divide it in two outputs: LIST::
## the transients, estimated from the signal and extracted from it;

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release-packaging/HelpSource/Guides/FluCoMa.schelp
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title:: The Fluid Corpus Manipulation Project
summary:: This section gives an overview of the Fluid Corpus Manipulation Project
categories:: Libraries>FluidDecomposition
related:: Classes/FluidBufNMF, Guides/FluidDecomposition
description::
The Fluid Corpus Manipulation project (FluCoMA) instigates new musical ways of exploiting ever-growing banks of sound and gestures within the digital composition process, by bringing breakthroughs of signal decomposition DSP and machine learning to the toolset of techno-fluent computer composers, creative coders and digital artists. The first set of tools released is the LINK:: Guides/FluidDecomposition::
This was made possible thanks to a grant by the European Research Council ( https://erc.europa.eu/ ) under the European Union’s Horizon 2020 research and innovation programme (grant agreement No 725899).
For more information, including a forum and learning material, please visit the FluCoMa project website at http://www.flucoma.org/

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TITLE:: FluidBuf* Multithreading Behaviour
SUMMARY:: A tutorial on the multithreading behaviour of offline processes of the Fluid Decomposition toolbox for signal decomposition
CATEGORIES:: Libraries>FluidDecomposition, Guides>FluCoMa
RELATED:: Guides/FluCoMa, Guides/FluidDecomposition
CATEGORIES:: Libraries>FluidCorpusManipulation
RELATED:: Guides/FluidCorpusManipulation
DESCRIPTION::
The Fluid Decomposition toolbox footnote::This toolbox was made possible thanks to the FluCoMa project, https://www.flucoma.org, funded by the European Research Council ( https://erc.europa.eu ) under the European Union’s Horizon 2020 research and innovation programme (grant agreement No 725899):: provides an open-ended, loosely coupled set of objects to break up and analyse sound in terms of slices (segments in time), layers (superpositions in time and frequency) and objects (configurable or discoverable patterns in sound). Many objects have audio-rate and buffer-based versions.

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release-packaging/HelpSource/Guides/FluidCorpusManipulation.schelp
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TITLE:: Fluid Corpus Manipulation Toolkit
SUMMARY:: An overview of the FluCoMa toolkit to analyse, transform and learn from sounds
CATEGORIES:: Libraries>FluidDecomposition, Guides>FluCoMa
SUMMARY:: The FluCoMa toolkit to analyse, transform and learn from sounds
CATEGORIES:: Libraries>FluidCorpusManipulation
DESCRIPTION::
The Fluid Corpus Manipulation toolkit provides an open-ended, loosely coupled set of objects for exploring and music making with collections of sound. It includes tools for slicing, analysing, decomposition and transforming audio, as well as a suite of objects for exploring and organisng using machine learning.

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release-packaging/HelpSource/Guides/FluidDataTools.schelp
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title:: The Fluid Corpus Manipulation Data Tools
summary:: Tools for organising, exploring and querying corpora
categories:: Libraries>FluidDecomposition,Guides>FluCoMa
related:: Guides/FluCoMa, Guides/FluidDecomposition, Classes/FluidDataSet,Classes/FluidLabelSet
The suite of Fluid Corpus Manipulation data tools offer facilities for building, exploring, transforming and playing with corpora. The tools are built around two container classes, link::Classes/FluidDataSet:: and link::Classes/FluidLabelSet::, which provides a way to build up and stored collections of labelled data, and a suite of objects that act on these containers.
The design and interface of many of these objects is heavily based on the Python library link::https://scikit-learn.org/stable/##scikit-learn::, a mature and well developed machine learning toolkit that is comparatively quick to get going with. As our documentation continues to develop, we will also lean quite heavily on sci-learn's!
section:: Containers
Map id labels to data points, or to other labels
link::Classes/FluidDataSet::
link::Classes/FluidLabelSet::
section:: DataSet Filtering
Select and filter items from FluidDataSet by building queries
link::Classes/FluidDataSetQuery::
section:: Data Structure
Perform nearest neighbour searches
link::Classes/FluidKDTree::
section:: Data Conditioning
Pre-process data
link::Classes/FluidNormalize::
link::Classes/FluidStandardize::
link::Classes/FluidRobustScale::
section:: Dimension Reduction
Compress data to fewer dimensions for visualisation / efficiency / preprocessing
link::Classes/FluidPCA::
link::Classes/FluidMDS::
section:: Supervised Learning
Train supervised learning models using either K nearest neighbours or a simple neural network
subsection:: Classification
Map input data points to categories
link::Classes/FluidKNNClassifier::
link::Classes/FluidMLPClassifier::
subsection:: Regression
Map input data points to continuous output
link::Classes/FluidKNNRegressor::
link::Classes/FluidMLPRegressor::
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