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JiT-NMF-Classifier now working

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nix
Pierre Alexandre Tremblay 6 years ago
parent 80b95e33fd
commit 57f431a349
1 changed files with 174 additions and 148 deletions
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322
release-packaging/ignore/Examples/nmf/JiT-NMF-classifier.scd
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@ -1,7 +1,30 @@
s.reboot
// using nmf in 'real-time' as a classifier
// how it works: a circular buffer is recording and attacks trigger the process
// if in learning mode, it does a one component nmf which makes an approximation of the base. 3 of those will be copied in 3 different positions of our final 3-component base
// in in guessing mode, it does a thres component nmf from the trained bases and yields the 3 activation peaks, on which it thresholds resynth
//how to use:
// 1. start the server
// 2. select between parenthesis below and execute. You should get a window with 3 pads (bd sn hh) and various menus
// 3. train the 3 classes:
// 3.1 select the learn option
// 3.2 select which class you want to train
// 3.3 play the sound you want to associate with that class a few times (the left audio channel is the source)
// 3.4 click the transfer button
// 3.5 repeat (3.2-3.4) for the other 2 classes.
// 3.x you can observe the 3 bases here:
f.plot(numChannels:3)
// 4. classify
// 4.1 select the classify option
// 4.2 press a pad and look at the activation
// 4.3 tweak the thresholds and enjoy the resynthesis. (the right audio channel is the detected class where classA is a bd sound)
// 4.x you can observe the 3 activations here:
h.plot(numChannels:3)
//a circular buffer is doing a fake real time and attacks trigger an analysis
/// code to execute first
(
b = Buffer.alloc(s,s.sampleRate * 2);
g = Bus.audio(s,1);
@ -11,154 +34,157 @@ e = Buffer.alloc(s, 65);
f = Buffer.alloc(s, 65, 3);
h = Buffer.alloc(s, 65, 3);
j = [0.0,0.0,0.0];
k = [0.0,0.0,0.0];
SynthDef(\JITcircular,{arg bufnum = 0, input = 0, env = 0;
var head, head2, duration, audioin, halfdur, trig;
duration = BufFrames.kr(bufnum) / 2;
halfdur = duration / 2;
head = Phasor.ar(0,1,0,duration);
head2 = (head + halfdur) % duration;
// circular buffer writer
audioin = In.ar(input,1);
BufWr.ar(audioin,bufnum,head,0);
BufWr.ar(audioin,bufnum,head+duration,0);
trig = FluidAmpSlice.ar(audioin,2205,2205,-47,-47,4410,4410,relRampUp: 10, relRampDown:1666, relThreshOn:12, relThreshOff: 9, highPassFreq: 85);
// cue the calculations via the language
SendReply.ar(trig, '/attack',head);
Out.ar(0,audioin);
}).add;
// drum sounds taken from original code by snappizz
// https://sccode.org/1-523
// produced further and randomised by PA
SynthDef(\fluidbd, {
|out = 0|
var body, bodyFreq, bodyAmp;
var pop, popFreq, popAmp;
var click, clickAmp;
var snd;
// body starts midrange, quickly drops down to low freqs, and trails off
bodyFreq = EnvGen.ar(Env([Rand(200,300), 120, Rand(45,49)], [0.035, Rand(0.07,0.1)], curve: \exp));
bodyAmp = EnvGen.ar(Env([0,Rand(0.8,1.3),1,0],[0.005,Rand(0.08,0.085),Rand(0.25,0.35)]), doneAction: 2);
body = SinOsc.ar(bodyFreq) * bodyAmp;
// pop sweeps over the midrange
popFreq = XLine.kr(Rand(700,800), Rand(250,270), Rand(0.018,0.02));
popAmp = EnvGen.ar(Env([0,Rand(0.8,1.3),1,0],[0.001,Rand(0.018,0.02),Rand(0.0008,0.0013)]));
pop = SinOsc.ar(popFreq) * popAmp;
// click is spectrally rich, covering the high-freq range
// you can use Formant, FM, noise, whatever
clickAmp = EnvGen.ar(Env.perc(0.001,Rand(0.008,0.012),Rand(0.07,0.12),-5));
click = RLPF.ar(VarSaw.ar(Rand(900,920),0,0.1), 4760, 0.50150150150) * clickAmp;
snd = body + pop + click;
snd = snd.tanh;
Out.ar(out, snd);
}).add;
SynthDef(\fluidsn, {
|out = 0|
var pop, popAmp, popFreq;
var noise, noiseAmp;
var click;
var snd;
// pop makes a click coming from very high frequencies
// slowing down a little and stopping in mid-to-low
popFreq = EnvGen.ar(Env([Rand(3210,3310), 410, Rand(150,170)], [0.005, Rand(0.008,0.012)], curve: \exp));
popAmp = EnvGen.ar(Env.perc(0.001, Rand(0.1,0.12), Rand(0.7,0.9),-5));
pop = SinOsc.ar(popFreq) * popAmp;
// bandpass-filtered white noise
noiseAmp = EnvGen.ar(Env.perc(0.001, Rand(0.13,0.15), Rand(1.2,1.5),-5), doneAction: 2);
noise = BPF.ar(WhiteNoise.ar, 810, 1.6) * noiseAmp;
click = Impulse.ar(0);
snd = (pop + click + noise) * 1.4;
Out.ar(out, snd);
}).add;
SynthDef(\fluidhh, {
|out = 0|
var click, clickAmp;
var noise, noiseAmp, noiseFreq;
// noise -> resonance -> expodec envelope
noiseAmp = EnvGen.ar(Env.perc(0.001, Rand(0.28,0.3), Rand(0.4,0.6), [-20,-15]), doneAction: 2);
noiseFreq = Rand(3900,4100);
noise = Mix(BPF.ar(ClipNoise.ar, [noiseFreq, noiseFreq+141], [0.12, 0.31], [2.0, 1.2])) * noiseAmp;
Out.ar(out, noise);
}).add;
)
(
// instantiate the JIT-circular-buffer
x = Synth(\JITcircular,[\bufnum, b.bufnum, \input, g.index]);
e.fill(0,65,0.1);
// instantiate the listener to cue the processing from the language side
r = OSCFunc({ arg msg;
if (c == 0, {
FluidBufNMF.process(s, b, msg[3], 128, bases:e, basesMode: 1, windowSize: 128);
}, {
FluidBufNMF.process(s, b, msg[3], 128, components:3, bases:f, basesMode: 2, activations:h, windowSize: 128, action:{
h.getn(3,3,{|x|
j = x;
if (j[0] >= k[0], {Synth(\fluidbd,[\out,1])});
if (j[1] >= k[1], {Synth(\fluidsn,[\out,1])});
if (j[2] >= k[2], {Synth(\fluidhh,[\out,1])});
});
k = [0.5,0.5,0.5];
// the circular buffer with triggered actions sending the location of the head at the attack
Routine {
SynthDef(\JITcircular,{arg bufnum = 0, input = 0, env = 0;
var head, head2, duration, audioin, halfdur, trig;
duration = BufFrames.kr(bufnum) / 2;
halfdur = duration / 2;
head = Phasor.ar(0,1,0,duration);
head2 = (head + halfdur) % duration;
// circular buffer writer
audioin = In.ar(input,1);
BufWr.ar(audioin,bufnum,head,0);
BufWr.ar(audioin,bufnum,head+duration,0);
trig = FluidAmpSlice.ar(audioin,2205,2205,-47,-47,4410,4410,relRampUp: 10, relRampDown:1666, relThreshOn:12, relThreshOff: 9, highPassFreq: 85);
// cue the calculations via the language
SendReply.ar(trig, '/attack',head);
Out.ar(0,audioin);
}).add;
// drum sounds taken from original code by snappizz
// https://sccode.org/1-523
// produced further and humanised by PA
SynthDef(\fluidbd, {
|out = 0|
var body, bodyFreq, bodyAmp;
var pop, popFreq, popAmp;
var click, clickAmp;
var snd;
// body starts midrange, quickly drops down to low freqs, and trails off
bodyFreq = EnvGen.ar(Env([Rand(200,300), 120, Rand(45,49)], [0.035, Rand(0.07,0.1)], curve: \exp));
bodyAmp = EnvGen.ar(Env([0,Rand(0.8,1.3),1,0],[0.005,Rand(0.08,0.085),Rand(0.25,0.35)]), doneAction: 2);
body = SinOsc.ar(bodyFreq) * bodyAmp;
// pop sweeps over the midrange
popFreq = XLine.kr(Rand(700,800), Rand(250,270), Rand(0.018,0.02));
popAmp = EnvGen.ar(Env([0,Rand(0.8,1.3),1,0],[0.001,Rand(0.018,0.02),Rand(0.0008,0.0013)]));
pop = SinOsc.ar(popFreq) * popAmp;
// click is spectrally rich, covering the high-freq range
// you can use Formant, FM, noise, whatever
clickAmp = EnvGen.ar(Env.perc(0.001,Rand(0.008,0.012),Rand(0.07,0.12),-5));
click = RLPF.ar(VarSaw.ar(Rand(900,920),0,0.1), 4760, 0.50150150150) * clickAmp;
snd = body + pop + click;
snd = snd.tanh;
Out.ar(out, snd);
}).add;
SynthDef(\fluidsn, {
|out = 0|
var pop, popAmp, popFreq;
var noise, noiseAmp;
var click;
var snd;
// pop makes a click coming from very high frequencies
// slowing down a little and stopping in mid-to-low
popFreq = EnvGen.ar(Env([Rand(3210,3310), 410, Rand(150,170)], [0.005, Rand(0.008,0.012)], curve: \exp));
popAmp = EnvGen.ar(Env.perc(0.001, Rand(0.1,0.12), Rand(0.7,0.9),-5));
pop = SinOsc.ar(popFreq) * popAmp;
// bandpass-filtered white noise
noiseAmp = EnvGen.ar(Env.perc(0.001, Rand(0.13,0.15), Rand(1.2,1.5),-5), doneAction: 2);
noise = BPF.ar(WhiteNoise.ar, 810, 1.6) * noiseAmp;
click = Impulse.ar(0);
snd = (pop + click + noise) * 1.4;
Out.ar(out, snd);
}).add;
SynthDef(\fluidhh, {
|out = 0|
var click, clickAmp;
var noise, noiseAmp, noiseFreq;
// noise -> resonance -> expodec envelope
noiseAmp = EnvGen.ar(Env.perc(0.001, Rand(0.28,0.3), Rand(0.4,0.6), [-20,-15]), doneAction: 2);
noiseFreq = Rand(3900,4100);
noise = Mix(BPF.ar(ClipNoise.ar, [noiseFreq, noiseFreq+141], [0.12, 0.31], [2.0, 1.2])) * noiseAmp;
Out.ar(out, noise);
}).add;
// makes sure all the synthdefs are on the server
s.sync;
// instantiate the JIT-circular-buffer
x = Synth(\JITcircular,[\bufnum, b.bufnum, \input, g.index]);
e.fill(0,65,0.1);
// instantiate the listener to cue the processing from the language side
r = OSCFunc({ arg msg;
if (c == 0, {
// if in training mode, makes a single component nmf
FluidBufNMF.process(s, b, msg[3], 128, bases:e, basesMode: 1, windowSize: 128);
}, {
// if in classifying mode, makes a 3 component nmf from the pretrained bases and compares the activations with the set thresholds
FluidBufNMF.process(s, b, msg[3], 128, components:3, bases:f, basesMode: 2, activations:h, windowSize: 128, action:{
h.getn(3,3,{|x|
j = x;
if (j[0] >= k[0], {Synth(\fluidbd,[\out,1])});
if (j[1] >= k[1], {Synth(\fluidsn,[\out,1])});
if (j[2] >= k[2], {Synth(\fluidhh,[\out,1])});
});
};
);
});
}, '/attack', s.addr);
// make sure all the synths are instantiated
s.sync;
// GUI for control
{
w = Window("Control", Rect(100,100,590,100)).front;
Button(w, Rect(10,10,80, 80)).states_([["bd",Color.black,Color.white]]).mouseDownAction_({Synth(\fluidbd, [\out, g.index], x, \addBefore)});
Button(w, Rect(100,10,80, 80)).states_([["sn",Color.black,Color.white]]).mouseDownAction_({Synth(\fluidsn, [\out, g.index], x, \addBefore)});
Button(w, Rect(190,10,80, 80)).states_([["hh",Color.black,Color.white]]).mouseDownAction_({Synth(\fluidhh, [\out, g.index], x,\addBefore)});
StaticText(w, Rect(280,7,75,25)).string_("Select").align_(\center);
PopUpMenu(w, Rect(280,32,75,25)).items_(["learn","classify"]).action_({|value| c = value.value; if (c == 0, {e.fill(0,65,0.1)});});
PopUpMenu(w, Rect(280,65,75,25)).items_(["classA","classB","classC"]).action_({|value| d = value.value; e.fill(0,65,0.1);});
Button(w, Rect(365,65,65,25)).states_([["transfer",Color.black,Color.white]]).mouseDownAction_({if (c == 0, {FluidBufCompose.process(s, e, numChans:1, destination:f, destStartChan:d);});});
StaticText(w, Rect(440,7,75,25)).string_("Activations");
l = Array.fill(3, {arg i;
StaticText(w, Rect(440,((i+1) * 20 )+ 7,75,25));
});
StaticText(w, Rect(520,7,55,25)).string_("Thresh").align_(\center);
3.do {arg i;
TextField(w, Rect(520,((i+1) * 20 )+ 7,55,25)).string_("0.5").action_({|x| k[i] = x.value.asFloat;});
};
);
});
}, '/attack', s.addr);
)
// stop it all
(
w = Window("Control", Rect(100,100,590,100)).front;
Button(w, Rect(10,10,80, 80)).states_([["bd",Color.black,Color.white]]).mouseDownAction_({Synth(\fluidbd, [\out, g.index], x, \addBefore)});
Button(w, Rect(100,10,80, 80)).states_([["sn",Color.black,Color.white]]).mouseDownAction_({Synth(\fluidsn, [\out, g.index], x, \addBefore)});
Button(w, Rect(190,10,80, 80)).states_([["hh",Color.black,Color.white]]).mouseDownAction_({Synth(\fluidhh, [\out, g.index], x,\addBefore)});
StaticText(w, Rect(280,7,75,25)).string_("Select").align_(\center);
PopUpMenu(w, Rect(280,32,75,25)).items_(["learn","classify"]).action_({|value| c = value.value; if (c == 0, {e.fill(0,65,0.1)});});
PopUpMenu(w, Rect(280,65,75,25)).items_(["classA","classB","classC"]).action_({|value| d = value.value; e.fill(0,65,0.1);});
Button(w, Rect(365,65,65,25)).states_([["transfer",Color.black,Color.white]]).mouseDownAction_({if (c == 0, {FluidBufCompose.process(s, e, numChans:1, destination:f, destStartChan:d);});});
StaticText(w, Rect(440,7,75,25)).string_("Activations");
l = Array.fill(3, {arg i;
StaticText(w, Rect(440,((i+1) * 20 )+ 7,75,25));
});
StaticText(w, Rect(520,7,55,25)).string_("Thresh").align_(\center);
3.do {arg i;
TextField(w, Rect(520,((i+1) * 20 )+ 7,55,25)).action_({|x| k[i] = x.value.asFloat;});
});
w.onClose_({b.free;g.free;r.clear;x.free; y.free;q.stop;});
)
w.onClose_({b.free;g.free;r.clear;x.free; y.free;q.stop;});
}.defer;
(
q = Routine {
{
s.sync;
// updates the activations
q = Routine {
{
l[0].string_("A: " ++ j[0].round(0.001));
l[1].string_("B: " ++ j[1].round(0.001));
l[2].string_("C: " ++ j[2].round(0.001));
}.defer;
0.1.wait;
}.loop;
{
l[0].string_("A: " ++ j[0].round(0.001));
l[1].string_("B: " ++ j[1].round(0.001));
l[2].string_("C: " ++ j[2].round(0.001));
}.defer;
0.1.wait;
}.loop;
}.play;
}.play;
)
e.getn(0,65,{|x|x.postln;})
f.getn(0,65 * 3,{|x|x.postln;})
f.plot(numChannels:3)
h.plot(numChannels:3)
)
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