Demonstrate new synthio.Synthesizer as wavetable MIDI synth in CircuitPython

wavetable_synthio_synth.py

#
# wavetable_synthio_synth.py -- Demonstrate new synthio.Synthesizer as wavetable MIDI synth
# 15 Apr 2023 - @todbot / Tod Kurt
# video demo: https://www.youtube.com/watch?v=uUnS3nR2K-8
#
# Hooked up to generic I2S DAC
# Uses two pots:
#  knobA - selects the base wave
#  knobB - selects the mix between base wave and next wave
#

import time
import board
import analogio
import audiobusio, audiomixer
import synthio
import ulab.numpy as np
import usb_midi
import adafruit_midi
from adafruit_midi.note_on import NoteOn
from adafruit_midi.note_off import NoteOff
import neopixel

#from waveforms_akwf_0018 import waveforms, waveforms_names
from waveforms_akwf_granular import waveforms, waveforms_names
num_waveforms = len(waveforms)

SAMPLE_RATE = 28000  # clicks @ 36kHz & 48kHz on rp2040
SAMPLE_SIZE = len(waveforms[0])
VOLUME = 4000

# pimoroni pico dv board
# lck_pin, bck_pin, dat_pin  = board.GP28, board.GP27, board.GP26
# qtpy rp2040 SPI pins
lck_pin, bck_pin, dat_pin  = board.MISO, board.MOSI, board.SCK
knobA_pin = board.A1
knobB_pin = board.A2

# map s range a1-a2 to b1-b2
def map_range(s, a1, a2, b1, b2):  return  b1 + ((s - a1) * (b2 - b1) / (a2 - a1))

# mix between values a and b, works with numpy arrays too, t ranges 0-1
def lerp(a, b, t):  return (1-t)*a + t*b

def make_amp_envelope(velocity=127):
    max_time = 200     # let's declare we have this many units of time to use
    attack_time = int(map_range(velocity, 0,127, 99, 50)) # allow 50-99 units for attack, hard vel=faster attack
    release_time = int(map_range(velocity, 0,127, 50, 99)) # allow 50-99 units for release
    sustain_time = max_time - attack_time - release_time  # sustain gets remainder (sustain by synth, not env)
    print("sustain_time:",sustain_time)
    peak_level = 1  # or map_range(velocity, 0,127, 0.3,1)
    adsr = np.array( np.concatenate((
                np.linspace(.1, peak_level, num=attack_time, endpoint=False),
                np.linspace(peak_level, peak_level, num=sustain_time, endpoint=False),  # filler
                np.linspace(peak_level, 0, num=release_time, endpoint=True)**2,  # exp decay
            )) * 32767, dtype=np.int16 )
    return (adsr, 100+sustain_time)  # FIXME: has to be longest possible attack time


# synth engine setup
(amp_env,hold_index) = make_amp_envelope(10)
print("hold_index:", hold_index, "amp_env:", list(amp_env))

waveform = np.zeros(SAMPLE_SIZE, dtype=np.int16)  # intially all zeros (silence)
synth = synthio.Synthesizer(sample_rate=SAMPLE_RATE, waveform=waveform,
                            envelope=amp_env, envelope_sustain_index=hold_index )

audio = audiobusio.I2SOut(bit_clock=bck_pin, word_select=lck_pin, data=dat_pin)
mixer = audiomixer.Mixer(voice_count=1, sample_rate=SAMPLE_RATE, channel_count=1,
                         bits_per_sample=16, samples_signed=True, buffer_size=2048 )
audio.play(mixer)
mixer.voice[0].play(synth)

midi = adafruit_midi.MIDI(midi_in=usb_midi.ports[0], in_channel=0 )

# waveforms setup
saw = np.linspace(VOLUME, -VOLUME, num=SAMPLE_SIZE, dtype=np.int16)
sine = np.array(np.sin(np.linspace(0, 2*np.pi, SAMPLE_SIZE, endpoint=False)) * VOLUME, dtype=np.int16)
waveform[:] = saw

# knob & LED setup
led = neopixel.NeoPixel(board.NEOPIXEL, 1, brightness=0.2)
knobA = analogio.AnalogIn(knobA_pin)
knobB = analogio.AnalogIn(knobB_pin)
knobA_val = knobA.value
knobB_val = knobB.value
knob_filt = 0.8  # simple low-pass filter on noisy knobs
wave_index = 0
wave_mix = 0
last_debug_time = time.monotonic()

print("wavetable_synthio_synth ready")

while True:
    # handle midi
    msg = midi.receive()
    if isinstance(msg, NoteOn) and msg.velocity != 0:
        print("noteOn: ", msg.note)
        led.fill(0xff00ff)
        (amp_env[:], hold_i ) = make_amp_envelope(msg.velocity)
        synth.press( (msg.note,) )
    elif isinstance(msg,NoteOff) or isinstance(msg,NoteOn) and msg.velocity==0:
        print("noteOff:", msg.note)
        led.fill(0x00000)
        synth.release_then_press( release=(msg.note,), press=() ) # no ".release()"

    # handle knobs
    knobA_val = knob_filt * knobA_val + (1-knob_filt)* knobA.value
    knobB_val = knob_filt * knobB_val + (1-knob_filt)* knobB.value
    wave_index = int((num_waveforms-1) * knobA_val // 65535)  # map knobA_val to wavetable index
    wave_mix =  1.0 * knobB_val / 65535
    waveform[:] = lerp( waveforms[wave_index], waveforms[wave_index+1], wave_mix )

    # debug info
    if time.monotonic() - last_debug_time > 0.5:
        last_debug_time = time.monotonic()
        print("wave_index:",wave_index,"wave_mix:",wave_mix)

~waveforms_akwf_granular.py

#
# generated by 'wavsmash.py' by @todbot
# make smaller with mpy-cross
import ulab.numpy as np
waveforms = (
np.array((576,2212,3794,5382,6942,8468,9956,11408,12810,14160,15462,16707,17895,19025,20103,21103,22077,22817,23479,24091,24651,25169,25641,26067,26459,26811,27125,27407,27665,27891,28093,28269,28431,28573,28701,28805,28903,28997,29085,29163,29227,29299,29391,29473,29545,29623,29683,29611,29535,29455,29409,29415,29417,29395,29395,29457,29549,29611,29647,29737,29895,30043,30121,30189,30353,30573,30701,30723,30807,31055,31313,31323,31097,30963,32767,-8066,-15892,-15804,-15564,-15196,-14650,-14126,-13736,-13386,-12952,-12454,-12008,-11630,-11240,-10792,-10330,-9922,-9544,-9128,-8668,-8228,-7828,-7434,-6994,-6528,-6100,-5702,-5280,-4808,-4338,-3918,-3510,-3038,-2524,-2046,-1628,-1182,-638,-82,386,810,1332,1968,2546,2984,3454,4124,4866,5410,5796,6386,7288,8120,8490,8692,9582,11238,15318,-24339,-27233,-28163,-27729,-26667,-25945,-25807,-25691,-25169,-24465,-24037,-23853,-23561,-23047,-22567,-22323,-22157,-21865,-21493,-21237,-21137,-21027,-20813,-20613,-20541,-20535,-20467,-20355,-20297,-20321,-20341,-20305,-20259,-20263,-20291,-20283,-20233,-20187,-20161,-20111,-20021,-19897,-19767,-19615,-19419,-19181,-18907,-18601,-18241,-17831,-17373,-16855,-16276,-15636,-14820,-13956,-13022,-12028,-10988,-9922,-8782,-7574,-6326,-5054,-3746,-2390,-1000,), dtype=np.int16), 
np.array((36,1316,2893,4681,6644,8775,11039,13322,15572,17800,19937,21864,23629,25058,26149,26927,22473,18651,20133,21413,22532,23643,24287,24612,24867,25223,25692,26088,26519,27172,27971,28086,28316,28824,29067,28994,29366,30060,29782,27759,-15251,-11919,-10284,-9752,-9279,-8279,-7329,-6701,-5976,-5040,-4222,-3515,-2674,-1750,-944,-134,840,1831,2682,3631,4849,5964,6592,8584,-28637,-27495,-26783,-26297,-25560,-24681,-23978,-23361,-22676,-22065,-21638,-21277,-20940,-20704,-20546,-20369,-20180,-19689,-19023,-18265,-17404,-16322,-14955,-17347,-17437,-16279,-14341,-12132,-9918,-7593,-5172,-2851,-694,1330,3052,4985,6632,8058,9232,10140,10889,11502,11969,12337,12678,13011,13324,13671,14151,14711,15318,16092,17071,18068,19104,20363,21669,22753,23858,25174,26234,26839,27727,29155,30251,3828,3757,4993,6452,7432,8267,9299,10288,11112,11939,12788,13574,14346,15101,15781,16502,17284,17891,18426,19220,20225,20781,21401,18468,-28982,-28245,-28452,-28322,-27786,-26835,-26005,-25022,-23972,-23137,-22390,-21537,-20712,-20093,-19084,-17904,-16732,-15592,-14236,-12650,-11212,-9886,-8034,-27376,-24504,-23216,-21982,-20168,-18251,-16553,-14825,-12973,-11291,-9855,-8503,-7268,-6287,-5495,-4782,-4195,-3736,-3312,-2881,-2461,-2000,-1441,-759,), dtype=np.int16), 
np.array((678,2282,3944,5604,7254,8874,10456,11987,13457,14851,16196,17468,18675,19810,20880,21885,22828,23707,24528,25295,26016,26694,27317,27886,28402,28887,29360,29812,30209,30535,30813,31094,31404,31700,31915,32021,32093,32225,32449,32657,32701,32583,31955,31458,31184,30851,30096,28937,27662,29854,-30789,-30441,-29466,-28735,-28575,-28787,-28967,-28891,-28591,-28286,-28108,-28020,-27904,-27658,-27309,-26959,-26652,-26360,-26026,-25607,-25131,-24640,-24158,-23643,-23082,-22456,-21787,-21080,-20345,-19562,-18723,-17828,-16881,-15880,-14831,-13737,-12578,-11363,-10101,-8796,-7456,-6087,-4701,-3311,-1932,-576,740,2006,3125,4152,5137,6077,6968,7807,8601,9348,10049,10704,11323,11895,12428,12928,13393,13822,14218,14580,14913,15217,15487,15734,15956,16154,16328,16475,16607,16721,16819,16893,16945,16985,17021,17047,17059,17045,17011,16973,16941,16915,16873,16787,16673,16577,16525,16487,16405,16461,11477,12001,12534,13075,13505,13673,13669,14100,-7538,-16741,-16905,-16969,-17256,-17782,-18365,-18841,-19190,-19486,-19835,-20263,-20704,-21078,-21372,-21639,-21925,-22233,-22516,-22740,-22900,-23026,-23134,-23224,-23260,-23226,-23118,-22950,-22726,-22426,-22037,-21550,-20956,-20263,-19454,-18513,-17444,-16230,-14879,-13375,-11733,-9949,-8031,-5994,-3854,-1653,), dtype=np.int16), 
np.array((238,1151,2267,1360,2735,4106,5490,6867,8286,9458,10626,11768,12831,13712,14537,15314,15880,16375,16831,17252,17650,18027,18392,18760,19123,19496,19881,20283,20698,21134,21573,21951,22898,8581,9974,10833,11701,12566,13421,14266,15095,15902,16691,17455,18204,18926,19627,20311,20981,21643,22294,22936,23578,24218,24860,25505,26153,26805,27449,28069,28633,28633,24066,4647,6247,7315,8380,9450,10517,11575,12617,13638,14619,15591,16534,17433,18332,19067,19779,20471,21033,21326,21613,21888,22063,22231,22406,22587,22771,22958,23131,22850,82,-14419,-13771,-13086,-12370,-11621,-10865,-10058,-9229,-8380,-7511,-6624,-5725,-4814,-3889,-2956,-2016,-1073,-148,790,1729,2663,3588,4501,5410,6311,7218,8167,9309,13096,-25567,-24467,-24108,-23654,-23219,-22795,-22374,-21957,-21539,-21112,-20676,-20225,-19765,-19283,-18786,-18270,-17738,-17184,-16616,-16034,-15440,-14826,-14262,-13468,-12683,-11902,-11035,-9954,-9042,-7435,-29625,-27843,-26950,-26061,-25176,-24295,-23414,-22531,-21643,-20754,-19843,-18910,-17963,-16990,-15994,-14975,-13929,-12863,-11780,-10678,-9566,-8446,-7345,-6237,-5153,-4091,-3072,-2121,-1418,-2723,-9193,-8501,-8003,-7529,-7096,-6660,-6239,-5821,-5406,-4983,-4543,-4081,-3588,-3060,-2490,-1874,-1214,-507,), dtype=np.int16), 
np.array((192,1234,2272,3305,4333,5347,6349,7340,8314,9270,10211,11119,12015,12891,13742,14572,15374,16152,16907,17631,18333,19007,19660,20282,20872,21446,21994,22518,23021,23497,23955,24383,24797,25187,25553,25907,26230,26548,26840,27114,27382,27616,27860,28064,28266,28460,28618,28792,28930,29064,29196,29292,29416,29487,29579,29653,29701,29779,29799,29853,29879,29887,29925,29901,29927,29907,29885,29891,29823,29835,29769,29727,29705,29603,29599,29493,29442,29386,29256,29248,29094,29046,28960,28804,28800,28588,28560,28436,28248,28298,27948,28032,27856,27384,28300,24421,11413,13320,12997,12923,13376,13035,13446,13364,13025,15192,-24827,-28638,-27784,-28252,-28458,-28348,-28676,-28632,-28798,-28916,-28990,-29338,-29436,-29693,-29891,-30031,-30301,-30413,-30645,-30809,-30959,-31181,-31285,-31497,-31631,-31771,-31953,-32043,-32223,-32321,-32443,-32579,-32645,-32767,-32571,-32425,-32265,-32065,-31913,-31691,-31503,-31295,-31059,-30855,-30593,-30363,-30097,-29823,-29559,-29250,-28964,-28642,-28318,-27992,-27630,-27268,-26846,-26566,-26254,-25909,-25561,-25181,-24787,-24371,-23927,-23473,-22981,-22474,-21940,-21378,-20806,-20192,-19559,-18897,-18209,-17491,-16749,-15980,-15186,-14366,-13518,-12649,-11755,-10853,-9917,-8960,-7988,-6998,-5993,-4979,-3955,-2918,-1882,-838,), dtype=np.int16), 
np.array((92,2165,4474,6735,8936,11060,13087,15008,16815,18490,20065,21523,22862,24093,25213,26232,27156,27987,28731,29394,29974,30484,30928,31331,31683,31989,32239,32267,32115,31917,31697,31477,31257,31015,30732,30376,29948,29486,29033,28635,28303,27995,27633,27156,26542,25854,25201,24715,24467,24451,24541,24317,20403,-25053,-23100,-23588,-24261,-24823,-25179,-25313,-25331,-25311,-25337,-25445,-25610,-25774,-25890,-25932,-25912,-25852,-25784,-25724,-25656,-25568,-25441,-25257,-25023,-24743,-24423,-24063,-23663,-23204,-22690,-22104,-21445,-20723,-19918,-19030,-18059,-16997,-15844,-14598,-13255,-11816,-10293,-8684,-6997,-5250,-3477,-1644,200,2045,3866,5655,7390,9056,10647,12154,13571,14890,16104,17239,18280,19234,20099,20889,21599,22238,22808,23320,23767,24163,24511,24805,25057,25275,25453,25594,25704,25786,25840,25866,25868,25848,25802,25736,25654,25558,25447,25327,25193,25037,24853,24645,24315,24369,24447,24531,24587,24601,24529,23975,-17057,-25496,-26514,-27202,-27755,-28213,-28621,-29019,-29430,-29856,-30298,-30728,-31129,-31495,-31819,-32113,-32389,-32645,-32715,-32647,-32537,-32375,-32171,-31915,-31613,-31261,-30858,-30396,-29868,-29262,-28583,-27819,-26970,-26028,-25007,-23863,-22614,-21251,-19772,-18173,-16457,-14624,-12676,-10631,-8492,-6277,-4000,-1724,), dtype=np.int16), 
np.array((198,2776,5441,8031,10454,12653,14609,16333,17824,19130,20260,21227,22043,22721,23269,23699,24019,24243,24385,24461,18630,-26956,-28048,-29175,-30249,-31227,-32073,-32631,-32359,-31817,-30941,-29663,-27900,-25596,-22591,-18834,-14291,-9016,-3212,2794,8624,13943,18544,22353,25408,27780,29553,30855,31751,32315,32611,32687,32593,32351,31983,31491,30871,30097,28895,-28240,-30489,-31343,-31975,-32431,-32697,-32767,-32615,-32217,-31525,-30489,-29035,-27090,-24519,-21237,-17178,-12339,-6829,-902,5081,10748,15805,20102,23615,26396,28510,30109,31245,31995,31955,31437,30729,29887,28943,27908,26784,25560,24077,22781,-22207,-22735,-22709,-22471,-22065,-21497,-20773,-19896,-18872,-17698,-16361,-14857,-13141,-11206,-9054,-6717,-4259,-1796,522,2548,4167,5339,6079,6445,6503,6319,5949,5449,4847,4183,3480,2756,2028,1304,590,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,-478,-1168,-1882,-2596,-3336,-4074,-4795,-5487,-6119,-6669,-7095,-7357,-7399,-7157,-6559,-5543,-4076,-2132,), dtype=np.int16), 
np.array((1099,5307,9366,12884,15846,18248,20157,21654,22796,23589,24168,24427,24351,-27001,-28666,-30491,-31954,-32615,-31934,-30385,-27741,-23615,-17653,-9745,-458,8899,16976,23128,27416,30167,31782,32605,32747,32379,31888,30670,29590,-30666,-31109,-32305,-32655,-32705,-32265,-30972,-28746,-25140,-19803,-12502,-3548,5952,14559,21353,26212,29430,31393,32126,31409,30061,28312,26817,24244,17981,-23557,-22575,-22179,-21069,-19720,-18096,-15946,-13355,-10204,-6551,-2624,1059,3938,5712,6459,6423,5868,5010,3942,2810,1640,504,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,-1071,-2225,-3410,-4564,-5666,-6585,-7232,-7411,-6868,-5331,-2620,), dtype=np.int16), 
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np.array((4016,3531,4863,13993,25159,27765,30923,30379,26726,24388,20735,15931,7019,-1382,-6706,-12528,-11921,-11204,-10640,-8932,-8186,-5651,-2838,-192,1832,-514,-2216,-6195,-10147,-11620,-14224,-14879,-16615,-17585,-15409,-12118,-6999,-4028,-2268,0,1482,4855,6925,9040,10658,9504,8635,6919,5183,3395,-80,-5816,-10388,-13251,-14527,-15200,-11789,-8829,-7515,-5076,-4791,-3240,413,9157,13229,9336,5912,1896,492,233,1579,-2676,-4833,-4825,-2408,4032,17732,25306,25669,25378,23038,22519,21900,20153,14384,5828,146,-4558,-4924,-4227,-3785,-6252,-9954,-10571,-8645,-7220,-4693,-6117,-8488,-9723,-10236,-7256,-3630,-902,-986,-1934,-2222,-2575,-3003,-4916,-8972,-13561,-16550,-15381,-14055,-12506,-10400,-8112,-5237,-2525,-110,2850,1745,592,1370,-988,1546,2643,4357,7130,7564,9127,12813,22543,27893,26381,23542,14931,7712,3395,2083,-3791,-11397,-15035,-16876,-15303,-9201,-3833,-618,-291,2151,4825,5028,5659,3001,-2089,-4604,-5512,-4689,-3047,225,2113,2113,4584,10157,13442,14304,11887,7086,1430,-2722,-4950,-8140,-10951,-12259,-13605,-12852,-10336,-6376,-4793,-6210,-5958,-6222,-5545,-5448,-5830,-7670,-8779,-7415,-6664,-5267,-3582,-4520,-3136,1782,2943,2822,2027,1217,2230,), dtype=np.int16), 
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np.array((646,3596,4474,4674,4622,6868,9722,12534,14222,13924,13958,14688,16807,17221,17049,16120,15314,15526,15636,15692,15190,14638,14804,14894,15096,14014,11848,10078,9096,8954,8710,8034,6392,4100,3096,2060,334,2564,3504,2946,3190,3974,5218,6670,8370,9756,9388,9432,10726,12590,13026,12838,14184,16100,18375,21765,24229,25393,26145,27521,29809,30907,31823,32265,31777,31693,32463,32767,32007,30393,29659,29043,27185,25729,23721,21597,20163,19923,18419,15588,13470,12180,10226,9100,9306,7670,4524,1516,1238,-36,-2126,-4742,-5390,-5972,-6814,-7262,-6692,-6950,-8528,-9696,-9862,-7514,-5704,-5042,-5116,-6062,-7482,-8448,-8290,-6550,-6310,-7984,-10582,-11578,-10888,-10828,-11474,-12356,-13158,-12928,-11648,-9514,-8650,-8904,-9582,-8758,-6652,-3906,-3216,-5102,-7570,-4600,-5578,-4378,-4026,-4810,-5760,-5764,-5118,-6296,-9644,-8144,-8586,-7638,-5924,-5142,-5282,-5560,-5714,-5014,-3460,-2624,-2926,-2264,-2468,-1640,-1398,22,572,-868,-814,-72,-372,-1250,-1096,-156,-484,-2460,-2306,-1680,-3624,-6416,-6450,-6772,-6828,-7324,-6726,-6652,-7064,-7222,-6690,-5800,-3368,-2452,-4312,-5782,-5924,-5694,-5678,-4392,-2160,-2500,-4376,-4776,-2692,-2258,-3290,-3344,-3204,-1730,), dtype=np.int16), 
np.array((290,8048,15289,21464,26163,29143,30453,30191,28627,26095,22942,19490,16007,12705,9721,7136,4980,3276,1980,1076,494,170,32,0,-2,-58,-244,-636,-1306,-2324,-3722,-5584,-7916,-10725,-13965,-17544,-21300,-25011,-28367,-31007,-32543,-32599,-30885,-27309,-21686,-14519,-6336,2230,10493,17808,23666,27755,29975,30431,29375,27189,24196,20780,17250,13845,10731,8012,5732,3898,2488,1458,758,328,104,16,0,-6,-68,-244,-590,-1154,-1984,-3106,-4550,-6316,-8389,-10691,-13193,-15741,-18156,-20216,-21676,-22296,-21858,-20232,-17388,-13443,-8651,-3446,1860,6760,10857,13873,15681,16305,15905,14735,13105,11317,9631,8231,7232,6628,6380,6390,6540,6716,6822,6794,6602,6250,5744,5118,4402,3624,2780,1890,954,-34,-1088,-2208,-3396,-4648,-5948,-7252,-8511,-9635,-10567,-11197,-11443,-11249,-10599,-9547,-8199,-6718,-5310,-4176,-3480,-3320,-3684,-4476,-5490,-6464,-7100,-7126,-6346,-4680,-2168,996,5298,9505,13259,16225,18286,19330,19398,18618,17178,15281,13135,10913,8755,6764,5008,3526,2346,1438,804,412,156,36,0,0,-26,-138,-390,-844,-1548,-2570,-3948,-5716,-7890,-10457,-13361,-16494,-19688,-22710,-25259,-26995,-27583,-26737,-24242,-20052,-14315,-7364,), dtype=np.int16), 
np.array((64,1194,2408,3746,5142,6506,7706,8656,9326,9804,10276,11002,11966,13444,15744,18777,22285,25865,29041,31357,32491,32189,30363,27077,22495,16863,10476,3678,-3164,-9648,-15352,-19823,-22799,-23959,-23215,-20669,-16625,-11600,-6204,-1084,3100,6318,7860,7702,6020,3034,-898,-5410,-10164,-14836,-19147,-22841,-25669,-27447,-28027,-27373,-25553,-22831,-19465,-15868,-12428,-9454,-7104,-5384,-4114,-3032,-1798,-174,1934,4504,7446,10490,13334,15702,17409,18337,18503,17953,16801,15138,13086,10748,8304,5878,3760,2236,1618,2132,3904,6890,10836,15338,19857,23827,26735,28167,27947,25993,22429,17493,11518,4862,-2096,-8976,-15394,-20995,-25423,-28373,-29725,-29393,-27487,-24315,-20321,-16044,-12020,-8712,-6450,-5366,-5372,-6154,-7510,-9180,-10894,-12474,-13788,-14778,-15386,-15554,-15212,-14292,-12770,-10682,-8138,-5398,-2642,-154,1872,3386,4476,5364,6360,7792,9908,12804,16405,20411,24539,28101,30595,31913,31865,30409,27623,23693,18847,13378,7606,1876,-3368,-7862,-11140,-12870,-12814,-10922,-7336,-2416,3296,9132,14410,18499,20919,21405,19867,16184,11090,5000,-1642,-8412,-14918,-20803,-25753,-29517,-31893,-32767,-32179,-30267,-27327,-23759,-20033,-16577,-13726,-11656,-10358,-9646,-9224,-8758,-7972,-6666,-4806,-2472,), dtype=np.int16), 
np.array((86,1616,3800,5882,7946,9974,11960,13892,15766,17575,19307,20959,22519,23973,25341,26607,27763,28803,29731,30535,31221,31781,32215,32527,32709,32767,32703,32515,32207,31777,31235,30577,29809,28933,27957,26883,25715,24459,23137,21721,20231,18671,17055,15376,13652,11880,10074,8232,6366,4478,2578,690,-1218,-3124,-5020,-6900,-8754,-10580,-12372,-14122,-15826,-17477,-19065,-20573,-22025,-23403,-24701,-25907,-27023,-28039,-28955,-29765,-30463,-31047,-31511,-31857,-32077,-32173,-32143,-31987,-31701,-31285,-30741,-30071,-29267,-28337,-27283,-26107,-24815,-23433,-21927,-20323,-18627,-16845,-14986,-13060,-11070,-9032,-6954,-4842,-2706,-586,1562,3704,5830,7924,9986,12000,13958,15852,17675,19413,21065,22619,24057,25403,26635,27753,28745,29611,30349,30955,31431,31773,31981,32055,31997,31811,31495,31053,30485,29797,28993,28075,27051,25921,24697,23377,21971,20503,18939,17307,15614,13864,12066,10222,8342,6432,4502,2554,598,-1360,-3290,-5234,-7160,-9058,-10928,-12756,-14544,-16276,-17951,-19563,-21101,-22565,-23943,-25223,-26419,-27521,-28517,-29405,-30179,-30839,-31377,-31793,-32081,-32241,-32273,-32173,-31943,-31579,-31083,-30459,-29703,-28825,-27821,-26697,-25457,-24105,-22647,-21091,-19461,-17725,-15906,-14016,-12066,-10058,-8004,-5910,-3794,-1600,), dtype=np.int16), 
np.array((1894,9038,15592,20853,24355,25925,25687,23967,21209,17909,14394,11012,7986,5440,3426,1926,912,334,68,2,-4,-76,-346,-940,-1974,-3546,-5738,-8598,-12108,-16172,-20581,-24987,-28899,-31709,-32767,-31553,-27691,-21183,-12462,-2344,7588,16250,22813,26827,28279,27509,25073,21649,17743,13858,10312,7292,4864,3028,1716,856,352,98,10,0,-10,-88,-288,-646,-1186,-1912,-2818,-3864,-4992,-6110,-7104,-7838,-8174,-8022,-7322,-6108,-4510,-2740,-1048,334,1242,1612,1496,1014,348,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,-26,-552,-730,-454,-4,-52,-190,-476,-978,-1742,-2862,-4372,-6296,-8598,-11182,-13838,-16256,-18033,-18719,-17897,-15296,-10890,-5022,), dtype=np.int16), 
np.array((162,858,1618,2403,3190,3970,4728,5456,6145,6797,7397,7936,8346,-10237,-10126,-11047,-11988,-12912,-13786,-14579,-15255,-15772,-16074,-16104,-15774,-14994,-13646,-11643,-8857,-5313,-1132,3422,8025,12377,16304,19720,22634,25070,27100,28754,30129,31235,32103,32600,32272,31746,31029,30123,28936,27009,-29395,-31049,-31774,-32339,-32665,-32767,-32639,-32250,-31561,-30503,-28982,-26894,-24116,-20533,-16078,-10650,-4659,1377,7021,11912,15863,18842,20942,22295,23043,23315,23210,22823,22204,21413,20496,19496,18449,17384,16343,15457,-16417,-14798,-14216,-13636,-13027,-12340,-11589,-10761,-9863,-8885,-7833,-6719,-5541,-4339,-3133,-1990,-975,-180,347,562,482,136,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,-123,-551,-756,-678,-286,0,0,), dtype=np.int16), 
)
waveforms_names = (
'AKWF_granular_0001','AKWF_granular_0002','AKWF_granular_0003','AKWF_granular_0004','AKWF_granular_0005','AKWF_granular_0006','AKWF_granular_0007','AKWF_granular_0008','AKWF_granular_0009','AKWF_granular_0010','AKWF_granular_0011','AKWF_granular_0012','AKWF_granular_0013','AKWF_granular_0014','AKWF_granular_0015','AKWF_granular_0016','AKWF_granular_0017','AKWF_granular_0018','AKWF_granular_0019','AKWF_granular_0020','AKWF_granular_0021','AKWF_granular_0022','AKWF_granular_0023','AKWF_granular_0024','AKWF_granular_0025','AKWF_granular_0026','AKWF_granular_0027','AKWF_granular_0028','AKWF_granular_0029','AKWF_granular_0030','AKWF_granular_0031','AKWF_granular_0032','AKWF_granular_0033','AKWF_granular_0034','AKWF_granular_0035','AKWF_granular_0036','AKWF_granular_0037','AKWF_granular_0038','AKWF_granular_0039','AKWF_granular_0040','AKWF_granular_0041','AKWF_granular_0042','AKWF_granular_0043','AKWF_granular_0044',
)
# end

Video demo:

https://www.youtube.com/watch?v=uUnS3nR2K-8