BufThresh

doc/BufThresh.rst

@@ -2,39 +2,34 @@
 :species: buffer-proc
 :sc-categories: Libraries>FluidDecomposition
 :sc-related: Guides/FluidCorpusManipulationToolkit, Guides/FluidBufMultiThreading
-:see-also: 
+:see-also: BufCompose, Gain, Stats
 :description: 
-   This class implements a simple Buffer preprocessor, by replacing values under a threshold by 0s. It is part of the :fluid-topic:`CorpusManipulationToolkit`. 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.
-
-
+   Replace all values under a threshold by 0.
 
 :control source:
 
-   The index of the buffer to use as the source material to be processed.
+   The buffer to process containing the values to compare against the threshold.
 
 :control startFrame:
 
-   The starting point (in samples) from which to copy in the source buffer.
+   The starting point (in samples) from which to process the ``source``.
 
 :control numFrames:
 
-   The duration (in samples) to copy from the source buffer. The default (-1) copies the full lenght of the buffer.
+   The duration (in samples) to process in the ``source``. The default (-1) indicates to process through the end of ``source``.
 
 :control startChan:
 
-   The first channel from which to copy in the source buffer.
+   The channel from which to begin the process in the ``source``.
 
 :control numChans:
 
-   The number of channels from which to copy in the source buffer. This parameter will wrap around the number of channels in the source buffer. The default (-1) copies all of the buffer's channel.
+   The number of channels to process in ``source``. The default of -1 indicates to process through the last channel in ``source``.
 
 :control destination:
 
-   The index of the buffer to use as the destination for the processed material.
+   The buffer to write the processed data into.
 
 :control threshold:
 
-   The threshold under which values will be zeroed
-
+   Any values in ``source`` below this threshold will be written as 0 in ``destination``.

example-code/sc/BufThresh.scd

@@ -1,29 +1,89 @@
+strong::Use with the FluidBufStats `weights` argument.:: Using the pitch confidence value of the FluidBufPitch analysis to weight the statistical analysis of the pitch value can improve the estimation of pitch (as the mean or median). By using FluidBufThresh, we can ensure that any pitch confidence values below a specified threshold will be "zeroed out" so their weight will be zero when calculating FluidBufStats.
+code::
+
+~scratchy = Buffer.read(s,FluidFilesPath("Tremblay-ASWINE-ScratchySynth-M.wav"));
+
+~scratchy.play;
+
+(
+~pitch_analysis = Buffer(s);
+FluidBufPitch.processBlocking(s,~scratchy,features:~pitch_analysis);
+)
+
+// look at the pitch analysis:
+FluidWaveform(~scratchy,featuresBuffer:~pitch_analysis,stackFeatures:true,bounds:Rect(0,0,1600,400));
+
+// get the median pitch
+(
+~pitch_stats = Buffer(s);
+FluidBufStats.processBlocking(s,~pitch_analysis,numChans:1,stats:~pitch_stats);
+~pitch_stats.loadToFloatArray(action:{
+	arg fa;
+	~median = fa[5];
+	~median.postln;
+});
+)
+
+// how does the pitch match? (not great)
+(
+~scratchy.play;
+{SinOsc.ar(~median,0,0.01)}.play;
+)
+
+// use buf thresh to zero out all confidence values below a threshold:
+(
+~threshed_conf = Buffer(s);
+FluidBufThresh.processBlocking(s,~pitch_analysis,startChan:1,destination:~threshed_conf,threshold:0.99);
+)
+
+// look at the thresholded values. (some will appear to not actually reach above the threshold...this is due to
+// the interpolation happening for the drawing)
+FluidWaveform(~scratchy,featuresBuffer:~threshed_conf,bounds:Rect(0,0,1600,400));
 
+// now that anything below the threshold has become a zero, this will be useful for weighting the BufStats analysis
+(
+~pitch_stats = Buffer(s);
+FluidBufStats.processBlocking(s,~pitch_analysis,numChans:1,stats:~pitch_stats,weights:~threshed_conf);
+~pitch_stats.loadToFloatArray(action:{
+	arg fa;
+	~median = fa[5];
+	~median.postln;
+});
+)
+
+// does it match better? (it does)
+(
+~scratchy.play;
+{SinOsc.ar(~median,0,0.01)}.play;
+)
+
+::
+strong::A basic example to look at the output::
 code::
-// make a buffer of know qualities
-b = Buffer.sendCollection(s,0.0.series(0.1,1.0))
-// and a destination buffer
-c = Buffer(s)
-// play with the threshold
-FluidBufThresh.process(s, b, destination: c, threshold: 0.5)
-// retrieve the buffer and enjoy the results.
-c.getn(0,11,{|x|x.round(0.000001).postln;})
-
-// also works in multichannel - explore the following buffer
-b = Buffer.sendCollection(s,0.0.series(0.1,2.0).scramble,2)
-b.plot.plotMode_(\points)
-//process and keep just the top values
-FluidBufThresh.process(s, b, destination: c, threshold: 1.6)
-//enjoy
-c.plot.plotMode_(\points)
-
-//also works with a subset of the input, resizing the output
-b = Buffer.sendCollection(s,0.0.series(0.1,3.0).reshape(3,10).flop.flat,3)
-b.plot(separately: true).plotMode_(\points)
-//process and keep just the top values
-FluidBufThresh.process(s, b,startFrame: 3,numFrames: 4,startChan: 1,numChans: 1,destination: c, threshold: 1.6)
-//enjoy
-c.plot(separately: true).plotMode_(\points)
-c.query
-c.getn(0,4,{|x|x.round(0.000001).postln;})
+// make a buffer with some values roughly 0 to 5
+// and a buffer to write the output of FluidBufThresh into
+(
+~hundred = Buffer.loadCollection(s,(1..100).log);
+~threshed = Buffer(s);
+)
+
+// take a look at the values
+~hundred.plot;
+
+// apply a threshold of 3
+FluidBufThresh.processBlocking(s,~hundred,destination:~threshed,threshold:3);
+
+// take a look at the output
+~threshed.plot;
+
+// composite them together (for looking at later)
+(
+~together = Buffer(s);
+FluidBufCompose.processBlocking(s,~hundred,destination:~together);
+FluidBufCompose.processBlocking(s,~threshed,destination:~together,destStartChan:1);
+)
+
+// plot it
+FluidWaveform(featuresBuffer:~together,bounds:Rect(0,0,1600,400),lineWidth:2,normalizeFeaturesIndependently:false);
+
 ::