Add first schelp for Normalize and Standardize
Owen Green
6 years ago
parent
1268ef20d3
commit
8bc12b2788
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TITLE:: FluidNormalize
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summary:: Normalize a FluidDataSet
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categories:: FluidManipulation
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related:: Classes/FluidStandardize, Classes/FluidDataSet
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DESCRIPTION::
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Normalize the entries of a link::Classes/FluidDataSet::, or normalize a data point according to the learned bounrds of a data set. On the server.
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See http://www.faqs.org/faqs/ai-faq/neural-nets/part2/section-16.html
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CLASSMETHODS::
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private:: kr
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METHOD:: new
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Create a new instance
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ARGUMENT:: server
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The link::Classes/Server:: on which to run
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ARGUMENT:: min
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Minimum output value, default 0
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ARGUMENT:: max
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Maximum output value, default 1
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returns:: new instance
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INSTANCEMETHODS::
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METHOD:: fit
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Normalize a link::Classes/FluidDataSet:: strong::in-place::
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ARGUMENT:: dataset
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The link::Classes/FluidDataSet:: to normalize
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ARGUMENT:: action
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A function to run when processing is complete
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METHOD:: normalize
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Normalize a link::Classes/FluidDataSet:: non-destructively into another link::Classes/FluidDataSet::
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ARGUMENT:: sourceDataset
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The link::Classes/FluidDataSet:: to normalize
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ARGUMENT:: destDataset
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The link::Classes/FluidDataSet:: to populate with normalized data
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ARGUMENT:: action
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A function to run when processing is complete
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METHOD:: normalizePoint
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Normalize a new data point, using the learned extrema from a previous link::Classes/FluidNormalize#fit::ting
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ARGUMENT:: sourceBuffer
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A link::Classes/Buffer:: with the new data point
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ARGUMENT:: destBuffer
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A link::Classes/Buffer:: to contain the normalized value
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ARGUMENT:: action
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A function to run when processing is complete
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METHOD:: read
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Load internal state (dimensionality, mins, maxes) from a JSON file
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ARGUMENT:: filename
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Absolute path to the JSON file
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ARGUMENT:: action
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A function to run when file is loaded
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METHOD:: write
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Store the internal state of object on disk as a JSON file. Will not overwrite existing files
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ARGUMENT:: filename
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Absolute path of file to write
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ARGUMENT:: action
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A function to run when file is written
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METHOD:: cols
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Retreive the dimensionality of the data set we have fitted on
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ARGUMENT:: action
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A function to run when the server responds, taking the dimensions as its argument
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EXAMPLES::
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code::
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(some example code)
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::
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@ -0,0 +1,77 @@
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TITLE:: FluidStandardize
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summary:: Standardize a FluidDataSet
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categories:: FluidManipulation
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related:: Classes/FluidDataSet, Classes/FluidNormalize
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DESCRIPTION::
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Standardize a link::Classes/FluidDataSet::, i.e. rescale using its mean(s) and standard deviation(s) in each dimension.
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See http://www.faqs.org/faqs/ai-faq/neural-nets/part2/section-16.html
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CLASSMETHODS::
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INSTANCEMETHODS::
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METHOD:: fit
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Standardize a link::Classes/FluidDataSet:: strong::in-place::
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ARGUMENT:: dataset
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The link::Classes/FluidDataSet:: to standardize
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ARGUMENT:: action
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A function to run when processing is complete
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METHOD:: standardize
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Standrdize a link::Classes/FluidDataSet:: non-destructively into another link::Classes/FluidDataSet::
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ARGUMENT:: sourceDataset
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The link::Classes/FluidDataSet:: to standardize
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ARGUMENT:: destDataset
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The link::Classes/FluidDataSet:: to populate with standardized data
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ARGUMENT:: action
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A function to run when processing is complete
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METHOD:: standardizePoint
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Standardize a new data point, using the learned statistics from a previous link::Classes/FluidStandardize#fit::ting
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ARGUMENT:: sourceBuffer
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A link::Classes/Buffer:: with the new data point
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ARGUMENT:: destBuffer
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A link::Classes/Buffer:: to contain the standardize value
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ARGUMENT:: action
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A function to run when processing is complete
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METHOD:: read
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Load internal state (dimensionality, means, deviations) from a JSON file
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ARGUMENT:: filename
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Absolute path to the JSON file
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ARGUMENT:: action
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A function to run when file is loaded
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METHOD:: write
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Store the internal state of object on disk as a JSON file. Will not overwrite existing files
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ARGUMENT:: filename
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Absolute path of file to write
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ARGUMENT:: action
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A function to run when file is written
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METHOD:: cols
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Retreive the dimensionality of the data set we have fitted on
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ARGUMENT:: action
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A function to run when the server responds, taking the dimensions as its argument
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EXAMPLES::
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code::
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(some example code)
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::
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