commit c3db8c8ab601b344cd01a847053a01aa91f08eaf
Author: kpl <kpl@larke.org>
Date:   Mon Aug 19 21:18:57 2019 -0400

    Initial commit.

diff --git a/AudioDevice.py b/AudioDevice.py
new file mode 100644
index 0000000..51c9301
--- /dev/null
+++ b/AudioDevice.py
@@ -0,0 +1,256 @@
+import pprint,queue
+import sounddevice as sd
+import soundfile as sf
+import numpy as np
+
+from result import Result
+
+class AudioDevice(object):
+    def __init__(self):
+        self.inputPortIdx  = None
+        self.outputPortIdx = None
+        self.recordFl      = False
+        self.sineFl        = False
+        self.inStream      = None
+        self.queue         = queue.Queue()
+        self.bufL          = []
+        self.bufIdx        = -1
+        self.srate         = 0
+        self.ch_cnt        = 1
+        
+
+    def setup( self, **kwargs  ):
+
+        res = Result()
+        
+        if kwargs is None:
+            return res
+
+        if 'inPortLabel' in kwargs:
+            res += self.select_port( True, kwargs['inPortLabel'] )
+            
+        if 'outPortLabel' in kwargs:
+            res += self.select_port( False, kwargs['outPortLabel'] )
+
+        return res
+    
+    def get_port_label( self, inFl ):
+
+        portL     = self.get_port_list(inFl)
+        portIdx   = self.inputPortIdx if inFl else self.outputPortIdx
+        portLabel = None
+
+        if portL and (portIdx is not None):
+            for port in portL:
+                if portIdx == port['index']:
+                    portLabel = port['label']
+                    break
+                
+        return portLabel
+        
+
+    def get_state( self ):
+
+        d= {
+            'recordFl':    self.inStream is not None and self.inStream.active,
+            'sineFl':      self.sineFl,
+            'inPortL':     [ d['label'] for d in self.get_port_list(True) ],
+            'outPortL':    [ d['label'] for d in self.get_port_list(False) ],
+            'inPortLabel':  self.get_port_label(True),
+            'outPortLabel': self.get_port_label(False)
+            }
+
+        return d
+    
+    def get_port_list( self, inFl ):
+
+        devLabelL = str(sd.query_devices()).split("\n")
+
+        portL = []
+        for i,dev in enumerate(sd.query_devices()):
+            isInputFl =  dev['max_input_channels']  > 0
+            isOutputFl = dev['max_output_channels'] > 0
+            if (inFl and isInputFl) or (not inFl and isOutputFl):
+                portL.append({ 'chN':dev['max_input_channels'], 'label':devLabelL[i].strip(), 'index':i } )
+
+        return portL
+    
+    def get_in_port_list( self ):
+        return get_port_list( True )
+
+    def get_out_port_list( self ):
+        return get_port_list( False )
+
+    def select_port( self, inFl, portLabel ):
+
+        res = Result()
+        
+        if inFl and self.inStream is not None and self.inStream.active:
+            return res.set_error("A new port may not be selected while it is active." % (portLabel))
+        
+        devLabelL = str(sd.query_devices()).split("\n")
+        foundFl   = False
+
+        if portLabel is None and len(devLabelL)>0:
+            portLabel = devLabelL[0]
+
+        portLabel = portLabel.strip()
+        N = len(portLabel)
+
+        # for each device
+        for i,label in enumerate(devLabelL):
+
+            label = label.strip()
+
+            # if the first N char's of this label match the requested port label
+            if len(label)>=N and label[0:N] == portLabel:
+                if inFl:
+                    self.inputPortIdx = i
+                else:
+                    self.outputPortIdx = i
+                foundFl = True
+
+                if inFl:
+                    dev = sd.query_devices()[i]
+                    self.srate = dev['default_samplerate']
+                    if self.inStream:
+                        self.inStream.close()
+
+                    self.inStream = sd.InputStream(samplerate=self.srate, device=self.inputPortIdx, channels=self.ch_cnt, callback=self._record_callback, dtype=np.dtype('float32'))
+
+
+                break
+
+        if not foundFl:
+            res.set_error("Unable to locate the audio port named: '%s'." % (portLabel))
+
+        return res
+
+    def record_enable( self, enableFl ):
+
+        # if the input stream has not already been configured
+        if enableFl and self.inStream is None:
+            return Result(None,'Recording cannot start because a recording input port has not been selected.')
+
+        if not enableFl and self.inStream is None:
+            return Result()
+
+        # if the input stream already matches the 'enableFl'.
+        if enableFl == self.inStream.active:
+            return Result()
+
+        # if we are starting recording
+        if enableFl:
+
+            try:
+                self.bufL = []
+                self.inStream.start()
+                
+            except Exception as ex:
+                return Result(None,'The recording input stream could not be started. Reason: %s' % str(ex))
+
+        else:
+            self.inStream.stop()
+
+        return Result()
+    
+    def play_buffer( self ):
+        if not self.playFl:
+            self.playFl = True
+
+    def play_end( self ):
+        if self.playFl:
+            self.playFl = False
+    
+    def write_buffer( self, fn=None ):
+
+        if fn is None:
+            fn = "temp.wav"
+
+        with sf.SoundFile(fn,'w',samplerate=int(self.srate), channels=int(self.ch_cnt)) as f:
+            for i,buf in enumerate(self.bufL):
+                N = buf.shape[0] if i<len(self.bufL)-1 else self.bufIdx
+                f.write(buf[0:N,])
+
+        return Result()
+
+    def buffer_sample_count( self ):
+        smpN = 0
+        for i in range(len(self.bufL)):
+            smpN += self.bufIdx if i == len(self.bufL)-1 else self.bufL[i].shape[0]
+
+        return Result(smpN)
+
+    def linear_buffer( self ):
+
+        smpN = self.buffer_sample_count()
+        bV   = np.zeros( (smpN,self.ch_cnt) )
+
+        bi = 0
+        for i in range(len(self.bufL)):
+          bufSmpN = self.bufIdx if i == len(self.bufL)-1 else self.bufL[i].shape[0]
+          bV[ bi:bi+bufSmpN, ] = self.bufL[i][0:bufSmpN]
+          bi += bufSmpN
+          
+        return Result(bV)
+            
+    
+    def _record_callback(self, v, frames, time, status):
+        """This is called (from a separate thread) for each audio block."""
+        # send audio to the app
+        self.queue.put(v.copy())
+
+    def tick( self, ms ):
+
+        try:
+            while True:
+
+                # get audio from the incoming audio thread
+                v = self.queue.get_nowait()
+
+                #print(type(v),len(v),np.result_type(v))
+                self._update_buffer(v)
+                
+        except queue.Empty: # queue was empty
+            pass
+
+        return Result()
+
+
+    def _update_buffer(self,v ):
+
+        # get the length of the last buffer in bufL
+        bufN = 0 if len(self.bufL)==0 else self.bufL[-1].shape[0] - self.bufIdx
+
+        # get the length of the incoming sample vector
+        vN   = v.shape[0]
+
+        # if there are more incoming samples than space in the buffer
+        if vN > bufN:
+
+            # store as much of the incoming vector as possible
+            if len(self.bufL) > 0:
+                self.bufL[-1][self.bufIdx:,:] = v[0:bufN,:]
+
+            vi  = bufN # increment the starting position of the src vector
+            vN -= bufN # decrement the count of samples that needs to be stored
+
+            # add an empty buffer to bufL[]
+            N = int(self.srate * 60) # add a one minute buffer to bufL
+            self.bufL.append( np.zeros( (N, self.ch_cnt), dtype=np.dtype('float32') ) )
+            self.bufIdx = 0
+
+            self.bufL[-1][self.bufIdx:vN,:] = v[vi:,]
+            self.bufIdx += vN
+
+        else:
+            self.bufL[-1][self.bufIdx:self.bufIdx+vN,:] = v
+            self.bufIdx += vN
+            
+
+
+if __name__ == "__main__":
+
+    ad = AudioDevice()
+    ad.get_port_list(True)
+    
diff --git a/convert.py b/convert.py
new file mode 100644
index 0000000..fe1f103
--- /dev/null
+++ b/convert.py
@@ -0,0 +1,80 @@
+import os,json,pickle,csv
+from shutil import copyfile
+
+def event_times( eventTimeFn ):
+
+    eventL = []
+    
+    with open(eventTimeFn,"r") as f:
+
+        rdr = csv.reader(f)
+
+        for row in rdr:
+            if row[0] == 'start':
+                beginMs = int(row[1])
+            elif row[0] == 'key_down':
+                key_downMs = int(row[1]) - beginMs
+            elif row[0] == 'key_up':
+                key_upMs = row[1]
+
+                eventL.append( [ key_downMs, key_downMs+1000 ] )
+
+    return eventL
+
+def pulse_lengths( pulseLenFn ):
+
+    with open(pulseLenFn,'rb') as f:
+        d = pickle.load(f)
+        msL = d['msL']
+        # note: first posn in table is a multiplier
+        return [ msL[i]*msL[0] for i in  range(1,len(msL))]
+
+
+def convert( inDir, outDir ):
+
+    if not os.path.isdir(outDir):
+        os.mkdir(outDir)
+
+    for dirStr in os.listdir(inDir):
+
+        idir = os.path.join( inDir, dirStr )
+        
+        if os.path.isdir(idir):
+
+            eventTimeFn = os.path.join( idir, "labels_0.csv" )
+
+            eventTimeL = event_times(eventTimeFn)
+            
+            pulseTimeFn = os.path.join( idir, "table_0.pickle")
+
+            pulseUsL = pulse_lengths( pulseTimeFn )
+
+            pitch = idir.split("/")[-1]
+
+            
+            d = {
+                "pulseUsL":pulseUsL,
+                "pitchL":[ pitch ],
+                "noteDurMs":1000,
+                "pauseDurMs":0,
+                "holdDutyPct":50,
+                "eventTimeL":eventTimeL,
+                "beginMs":0
+            }
+
+            odir = os.path.join( outDir, pitch )
+            if not os.path.isdir(odir):
+                os.mkdir(odir)
+
+            with open(os.path.join( odir, "seq.json" ),"w") as f:
+                f.write(json.dumps( d ))
+
+            copyfile( os.path.join(idir,"audio_0.wav"), os.path.join(odir,"audio.wav"))
+                
+
+if __name__ == "__main__":
+    inDir = "/home/kevin/temp/picadae_ac_2/full_map"
+    outDir = "/home/kevin/temp/p_ac_3_cvt"
+
+    convert( inDir, outDir )
+    
diff --git a/p_ac.py b/p_ac.py
new file mode 100644
index 0000000..a77e563
--- /dev/null
+++ b/p_ac.py
@@ -0,0 +1,522 @@
+import sys,os,argparse,yaml,types,logging,select,time,json
+from datetime import datetime
+
+import multiprocessing
+from multiprocessing import Process, Pipe
+
+from picadae_api  import Picadae
+from AudioDevice  import AudioDevice
+from result       import Result
+
+class AttackPulseSeq:
+    """ Sequence a fixed chord over a list of attack pulse lengths."""
+    
+    def __init__(self, audio, api, noteDurMs=1000, pauseDurMs=1000, holdDutyPct=50 ):
+        self.audio       = audio
+        self.api         = api
+        self.outDir      = None           # directory to write audio file and results
+        self.pitchL      = None           # chord to play
+        self.pulseUsL    = []             # one onset pulse length in microseconds per sequence element
+        self.noteDurMs   = noteDurMs      # duration of each chord in milliseconds
+        self.pauseDurMs  = pauseDurMs     # duration between end of previous note and start of next
+        self.holdDutyPct = holdDutyPct    # hold voltage duty cycle as a percentage (0-100)
+        
+        self.pulse_idx            = 0     # Index of next pulse 
+        self.state                = None  # 'note_on','note_off'
+        self.next_ms              = 0     # Time of next event (note-on or note_off)
+        self.eventTimeL           = []    # Onset/offset time of each note [ [onset_ms,offset_ms] ]
+        self.beginMs              = 0
+
+    def start( self, ms, outDir, pitchL, pulseUsL ):
+        self.outDir     = outDir         # directory to write audio file and results
+        self.pitchL     = pitchL         # chord to play
+        self.pulseUsL   = pulseUsL       # one onset pulse length in microseconds per sequence element
+        
+        self.pulse_idx  = 0
+        self.state      = 'note_on'
+        self.next_ms    = ms + 500       # wait for 500ms to play the first note (this will guarantee that there is some empty space in the audio file before the first note)
+        self.eventTimeL = [[0,0]] * len(pulseUsL) # initialize the event time         
+        self.beginMs    = ms
+        self.audio.record_enable(True)   # start recording audio
+        self.tick(ms)                    # play the first note
+        
+    def stop(self, ms):
+        self._send_note_off() # be sure that all notes are actually turn-off
+        self.audio.record_enable(False)  # stop recording audio
+        self._disable()          # disable this sequencer
+        self._write()            # write the results
+
+    def is_enabled(self):
+        return self.state is not None
+    
+    def tick(self, ms):
+
+        self.audio.tick(ms)
+        
+        # if next event time has arrived
+        if self.is_enabled() and  ms >= self.next_ms:
+
+            # if waiting to turn note on
+            if self.state == 'note_on':
+                self._note_on(ms)
+        
+            # if waiting to turn a note off
+            elif self.state == 'note_off':
+                self._note_off(ms)                
+                self.pulse_idx += 1
+                
+                # if all notes have been played
+                if self.pulse_idx >= len(self.pulseUsL):
+                    self.stop(ms)
+                    
+            else:                
+                assert(0)
+                    
+        
+    def _note_on( self, ms ):
+
+        self.eventTimeL[ self.pulse_idx ][0] = ms - self.beginMs
+        self.next_ms = ms + self.noteDurMs
+        self.state = 'note_off'
+
+        for pitch in self.pitchL:
+            self.api.note_on_us( pitch, int(self.pulseUsL[ self.pulse_idx ]) )
+            print("note-on:",pitch,self.pulse_idx)
+
+    def _note_off( self, ms ):
+        self.eventTimeL[ self.pulse_idx ][1] = ms - self.beginMs
+        self.next_ms = ms + self.pauseDurMs
+        self.state   = 'note_on'
+        
+        self._send_note_off()        
+
+    
+    def _send_note_off( self ):
+        for pitch in self.pitchL:
+            self.api.note_off( pitch )
+            print("note-off:",pitch,self.pulse_idx)
+
+    def _disable(self):
+        self.state = None
+        
+            
+    def _write( self ):
+
+        d = {
+            "pulseUsL":self.pulseUsL,
+            "pitchL":self.pitchL,
+            "noteDurMs":self.noteDurMs,
+            "pauseDurMs":self.pauseDurMs,
+            "holdDutyPct":self.holdDutyPct,
+            "eventTimeL":self.eventTimeL,
+            "beginMs":self.beginMs
+            }
+
+        print("Writing: ", self.outDir )
+
+        outDir = os.path.expanduser(self.outDir)
+
+        if  not os.path.isdir(outDir):
+            os.mkdir(outDir)
+        
+        with open(os.path.join( outDir, "seq.json" ),"w") as f:
+            f.write(json.dumps( d ))
+
+        self.audio.write_buffer( os.path.join( outDir, "audio.wav" ) )
+        
+            
+class CalibrateKeys:
+    def __init__(self, cfg, audioDev, api):
+        self.cfg      = cfg
+        self.seq      = AttackPulseSeq(  audioDev, api, noteDurMs=1000, pauseDurMs=1000, holdDutyPct=50 )
+        
+        self.label     = None
+        self.pulseUsL  = None
+        self.chordL   = None
+        self.pitch_idx = -1
+
+        
+    def start( self, ms, label, chordL, pulseUsL ):
+        if len(chordL) > 0:
+            self.label     = label
+            self.pulseUsL  = pulseUsL
+            self.chordL   = chordL
+            self.pitch_idx = -1
+            self._start_next_chord( ms )
+        
+        
+    def stop( self, ms ):
+        self.pitch_idx = -1
+        self.seq.stop(ms)
+
+    def is_enabled( self ):
+        return self.pitch_idx >= 0
+
+    def tick( self, ms ):
+        if self.is_enabled():
+            self.seq.tick(ms)
+
+            # if the sequencer is done playing 
+            if not self.seq.is_enabled():
+                self._start_next_chord( ms ) # ... else start the next sequence
+
+        return None
+
+    def _start_next_chord( self, ms ):
+
+        self.pitch_idx += 1
+
+        # if the last chord in chordL has been played ...
+        if self.pitch_idx >= len(self.chordL):
+            self.stop(ms)  # ... then we are done
+        else:
+
+            pitchL = self.chordL[ self.pitch_idx ]
+            
+            # be sure that the base directory exists
+            outDir = os.path.expanduser( cfg.outDir )
+            if not os.path.isdir( outDir ):
+                os.mkdir( outDir )
+
+            # form the output directory as "<label>_<pitch0>_<pitch1> ... "
+            dirStr = self.label + "_" + "_".join([ str(pitch) for pitch in pitchL ])
+
+            outDir = os.path.join(outDir, dirStr )
+
+            # start the sequencer
+            self.seq.start( ms, outDir, pitchL, self.pulseUsL )
+        
+    
+
+# This is the main application API it is running in a child process.
+class App:
+    def __init__(self ):
+        self.cfg       = None
+        self.audioDev  = None
+        self.api       = None
+        self.calibrate = None
+        
+    def setup( self, cfg ):
+        self.cfg = cfg
+
+        self.audioDev = AudioDevice()
+
+        #
+        # TODO: unify the result error handling
+        # (the API and the audio device return two diferent 'Result' types
+        #
+        
+        res = self.audioDev.setup(**cfg.audio)
+
+        if res:
+            self.api = Picadae( key_mapL=cfg.key_mapL)
+
+            # wait for the letter 'a' to come back from the serial port
+            api_res = self.api.wait_for_serial_sync(timeoutMs=cfg.serial_sync_timeout_ms)
+
+            # did the serial port sync fail?
+            if not api_res:
+                res.set_error("Serial port sync failed.")
+            else:
+                print("Serial port sync'ed")
+
+                self.calibrate = CalibrateKeys( cfg, self.audioDev, self.api )
+
+    
+        return res
+
+    def tick( self, ms ):
+        if self.calibrate:
+            self.calibrate.tick(ms)
+
+    def audio_dev_list( self, ms ):
+        portL = self.audioDev.get_port_list( True )
+
+        for port in portL:
+            print("chs:%4i label:%s" % (port['chN'],port['label']))
+
+    def calibrate_keys_start( self, ms, pitchRangeL ):
+        chordL = [ [pitch]  for pitch in range(pitchRangeL[0], pitchRangeL[1]+1)]
+        self.calibrate.start(  ms, "full", chordL, cfg.full_pulseL )
+
+    def calibrate_keys_stop( self, ms ):
+        self.calibrate.stop(ms)
+
+    def quit( self, ms ):
+        if self.api:
+            self.api.close()
+    
+
+def _send_error( pipe, res ):
+    if res is None:
+        return
+    
+    if res.msg:
+        pipe.send( [{"type":"error", 'value':res.msg}] )
+
+def _send_error_msg( pipe, msg ):
+    _send_error( pipe, Result(None,msg))
+
+def _send_quit( pipe ):
+    pipe.send( [{ 'type':'quit' }] )
+            
+# This is the application engine async. process loop
+def app_event_loop_func( pipe, cfg ):
+
+    multiprocessing.get_logger().info("App Proc Started.")
+
+    # create the asynchronous application object
+    app = App()
+    
+    res = app.setup(cfg)
+
+    # if the app did not initialize successfully
+    if not res:
+        _send_error( pipe, res )
+        _send_quit(pipe)
+        return
+
+    dt0 = datetime.now()
+
+    ms = 0
+
+    while True:
+        
+        # have any message arrived from the parent process?
+        if pipe.poll():
+
+            msg = None
+            try:
+                msg = pipe.recv()
+            except EOFError:
+                return
+
+            if not hasattr(app,msg.type):
+                _send_error_msg( pipe, "Unknown message type:'%s'." % (msg.type) )
+            else:
+
+                # get the command handler function in 'app'
+                func = getattr(app,msg.type)
+
+                ms  = int(round( (datetime.now() - dt0).total_seconds() * 1000.0) )
+                
+                # call the command handler
+                if msg.value:
+                    res = func( ms, msg.value )
+                else:
+                    res = func( ms )
+
+                # handle any errors returned from the commands
+                _send_error( pipe, res )
+
+            # if a 'quit' msg was recived then break out of the loop
+            if msg.type == 'quit':
+                _send_quit(pipe)
+                break
+
+
+        # give some time to the system
+        time.sleep(0.1)
+        
+        # calc the tick() time stamp
+        ms  = int(round( (datetime.now() - dt0).total_seconds() * 1000.0) )
+
+        # tick the app
+        app.tick( ms )
+        
+
+class AppProcess(Process):
+    def __init__(self,cfg):
+        self.parent_end, child_end = Pipe()
+        super(AppProcess, self).__init__(target=app_event_loop_func,name="AppProcess",args=(child_end,cfg))
+        self.doneFl    = False
+        
+
+    def send(self, d):
+        # This function is called by the parent process to send an arbitrary msg to the App process
+        self.parent_end.send( types.SimpleNamespace(**d) )
+        return None
+        
+    def recv(self):
+        # This function is called by the parent process to receive lists of child messages.
+        
+        msgL = None
+        if not self.doneFl and self.parent_end.poll():
+            
+            msgL = self.parent_end.recv()
+
+            for msg in msgL:
+                if msg['type'] == 'quit':
+                    self.doneFl = True
+            
+        return msgL
+    
+    def isdone(self):
+        return self.doneFl
+        
+
+class Shell:
+    def __init__( self, cfg ):
+        self.appProc = None
+        self.parseD  = {
+            'q':{ "func":'quit',                  "minN":0,  "maxN":0, "help":"quit"},
+            '?':{ "func":"_help",                 "minN":0,  "maxN":0, "help":"Print usage text."},
+            'a':{ "func":"audio_dev_list",        "minN":0,  "maxN":0, "help":"List the audio devices."},
+            'c':{ "func":"calibrate_keys_start",  "minN":1,  "maxN":2, "help":"Calibrate a range of keys."},
+            's':{ "func":"calibrate_keys_stop",   "minN":0,  "maxN":0, "help":"Stop key calibration"}
+            }
+
+    def _help( self, _=None ):
+        for k,d in self.parseD.items():
+            s = "{} = {}".format( k, d['help'] )
+            print(s)
+        return None
+
+
+    def _syntaxError( self, msg ):
+        return Result(None,"Syntax Error: " + msg )
+    
+    def _exec_cmd( self, tokL ):
+
+        if len(tokL) <= 0:
+            return None
+
+        opcode = tokL[0]
+        
+        if opcode not in self.parseD:
+            return self._syntaxError("Unknown opcode: '{}'.".format(opcode))
+
+        d = self.parseD[ opcode ]
+
+        func_name = d['func']
+        func      = None
+
+        # find the function associated with this command
+        if hasattr(self, func_name ):
+            func = getattr(self, func_name )
+
+        try:
+            # convert the parameter list into integers
+            argL = [ int(tokL[i]) for i in range(1,len(tokL)) ]
+        except:
+            return self._syntaxError("Unable to create integer arguments.")
+
+        # validate the count of command args
+        if  d['minN'] != -1 and (d['minN'] > len(argL) or len(argL) > d['maxN']):                
+            return self._syntaxError("Argument count mismatch. {} is out of range:{} to {}".format(len(argL),d['minN'],d['maxN']))
+
+
+        # call the command function
+        if func:
+            result = func(*argL)
+        else:
+            result = self.appProc.send( { 'type':func_name, 'value':argL } )
+
+        return result
+
+
+    
+    def run( self ):
+
+        # create the API object
+        self.appProc = AppProcess(cfg)
+
+        self.appProc.start()
+            
+        print("'q'=quit '?'=help")
+        time_out_secs = 1
+
+        # this is the shell main loop
+        while True:
+
+            # wait for keyboard activity
+            i, o, e = select.select( [sys.stdin], [], [], time_out_secs )
+
+            if i:
+                # read the command
+                s = sys.stdin.readline().strip() 
+
+                # tokenize the command
+                tokL = s.split(' ')
+
+
+                # execute the command
+                result = self._exec_cmd( tokL )
+
+                        
+                # if this is the 'quit' command
+                if tokL[0] == 'q':
+                    break
+
+            # check for msg's from the async application process
+            if self._handle_app_msgs( self.appProc.recv() ):
+                break
+
+
+        # wait for the appProc to complete                    
+        while not self.appProc.isdone():
+            self.appProc.recv()  # drain the AppProc() as it shutdown
+            time.sleep(0.1)
+        
+
+    def _handle_app_msgs( self, msgL ):
+        quitAppFl = False
+        if msgL:
+            for msg in msgL:
+                if msg:
+                    if msg['type'] == 'error':
+                        print("Error: {}".format(msg['value']))
+
+                    elif msg['type'] == 'quit':
+                        quitAppFl = True
+                    else:
+                       print(msg) 
+
+        return quitAppFl
+
+def parse_args():
+    """Parse the command line arguments."""
+    
+    descStr  = """Picadae auto-calibrate."""
+    logL     = ['debug','info','warning','error','critical']
+    
+    ap = argparse.ArgumentParser(description=descStr)
+
+
+    ap.add_argument("-c","--config",                     default="cfg/p_ac.yml",  help="YAML configuration file.")
+    ap.add_argument("-l","--log_level",choices=logL,     default="warning",             help="Set logging level: debug,info,warning,error,critical. Default:warning")
+
+    return ap.parse_args()
+    
+            
+def parse_yaml_cfg( fn ):
+    """Parse the YAML configuration file."""
+    
+    cfg  = None
+    
+    with open(fn,"r") as f:
+        cfgD = yaml.load(f, Loader=yaml.FullLoader)
+
+        cfg = types.SimpleNamespace(**cfgD['p_ac'])
+
+    return cfg
+
+
+    
+
+    
+if __name__ == "__main__":
+    
+    logging.basicConfig()
+
+    #mplog = multiprocessing.log_to_stderr()
+    #mplog.setLevel(logging.INFO)
+    
+
+    args = parse_args()
+
+    cfg = parse_yaml_cfg(args.config)
+
+    shell = Shell(cfg)
+
+    shell.run()
diff --git a/p_ac.yml b/p_ac.yml
new file mode 100644
index 0000000..0e50872
--- /dev/null
+++ b/p_ac.yml
@@ -0,0 +1,132 @@
+{
+  p_ac: {
+
+
+    # Audio device setup
+    audio: {
+      inPortLabel: "5 USB Audio CODEC:", #"HDA Intel PCH: CS4208", # "5 USB Audio CODEC:", #"5 USB Sound Device",
+      outPortLabel: ,
+      },
+
+    
+    # Picadae API args
+    serial_dev: "/dev/ttyACM0",
+    serial_baud: 38400,
+    i2c_base_addr: 21,
+    prescaler_usec: 16,
+    serial_sync_timeout_ms: 10000,
+
+
+    # MeasureSeq args
+    outDir: "~/temp/p_ac3",
+    noteDurMs: 1000,
+    pauseDurMs: 1000,
+    holdDutyPct: 50,
+
+    #full_pulseL: [ 500, 1000, 1500, 2000, 2500, 3000, 3500, 4000, 4500, 5000, 5500, 6000, 6500, 7000, 8000, 9000, 10000, 12000, 14000, 18000, 22000, 26000, 30000, 34000, 40000],
+    full_pulseL: [ 18000, 22000, 26000, 30000, 34000, 40000],
+    
+     key_mapL: [
+
+       { index: 0, board: 1, ch:  1, type: 'wB', midi: 21, class: 'A' },
+       { index: 1, board: 1, ch:  2, type: 'Bl', midi: 22, class: 'A#' },
+       { index: 2, board: 1, ch:  3, type: 'wF', midi: 23, class: 'B' },
+       { index: 3, board: 1, ch:  4, type: 'wB', midi: 24, class: 'C' },
+       { index: 4, board: 1, ch:  5, type: 'Bl', midi: 25, class: 'C#' },
+       { index: 5, board: 1, ch:  6, type: 'wF', midi: 26, class: 'D' },
+       { index: 6, board: 1, ch:  7, type: 'Bl', midi: 27, class: 'D#' },
+       { index: 7, board: 1, ch:  8, type: 'wB', midi: 28, class: 'E' },
+       { index: 8, board: 1, ch:  9, type: 'wF', midi: 29, class: 'F' },
+       { index: 9, board: 1, ch: 10, type: 'Bl', midi: 30, class: 'F#' },
+       { index: 10, board: 1, ch: 11, type: 'wB', midi: 31, class: 'G' },
+
+       { index: 11, board: 2, ch:  1, type: 'Bl', midi: 32, class: 'G#' },
+       { index: 12, board: 2, ch:  2, type: 'wF', midi: 33, class: 'A' },
+       { index: 13, board: 2, ch:  3, type: 'Bl', midi: 34, class: 'A#' },
+       { index: 14, board: 2, ch:  4, type: 'wB', midi: 35, class: 'B' },
+       { index: 15, board: 2, ch:  5, type: 'wF', midi: 36, class: 'C' },
+       { index: 16, board: 2, ch:  6, type: 'Bl', midi: 37, class: 'C#' },
+       { index: 17, board: 2, ch:  7, type: 'wB', midi: 38, class: 'D' },
+       { index: 18, board: 2, ch:  8, type: 'Bl', midi: 39, class: 'D#' },
+       { index: 19, board: 2, ch:  9, type: 'wF', midi: 40, class: 'E' },
+       { index: 20, board: 2, ch: 10, type: 'wB', midi: 41, class: 'F' },
+       { index: 21, board: 2, ch: 11, type: 'Bl', midi: 42, class: 'F#' },
+
+       { index: 22, board: 3, ch:  1, type: 'wF', midi: 43, class: 'G' },
+       { index: 23, board: 3, ch:  2, type: 'Bl', midi: 44, class: 'G#' },
+       { index: 24, board: 3, ch:  3, type: 'wB', midi: 45, class: 'A' },
+       { index: 25, board: 3, ch:  4, type: 'Bl', midi: 46, class: 'A#' },
+       { index: 26, board: 3, ch:  5, type: 'wF', midi: 47, class: 'B' },
+       { index: 27, board: 3, ch:  6, type: 'wB', midi: 48, class: 'C' },
+       { index: 28, board: 3, ch:  7, type: 'Bl', midi: 49, class: 'C#' },
+       { index: 29, board: 3, ch:  8, type: 'wF', midi: 50, class: 'D' },
+       { index: 30, board: 3, ch:  9, type: 'Bl', midi: 51, class: 'D#' },
+       { index: 31, board: 3, ch: 10, type: 'wB', midi: 52, class: 'E' },
+       { index: 32, board: 3, ch: 11, type: 'wF', midi: 53, class: 'F' },
+
+       { index: 33, board: 4, ch:  1, type: 'Bl', midi: 54, class: 'F#' },
+       { index: 34, board: 4, ch:  2, type: 'wB', midi: 55, class: 'G' },
+       { index: 35, board: 4, ch:  3, type: 'Bl', midi: 56, class: 'G#' },
+       { index: 36, board: 4, ch:  4, type: 'wF', midi: 57, class: 'A' },
+       { index: 37, board: 4, ch:  5, type: 'Bl', midi: 58, class: 'A#' },
+       { index: 38, board: 4, ch:  6, type: 'wB', midi: 59, class: 'B' },
+       { index: 39, board: 4, ch:  7, type: 'wF', midi: 60, class: 'C' },
+       { index: 40, board: 4, ch:  8, type: 'Bl', midi: 61, class: 'C#' },
+       { index: 41, board: 4, ch:  9, type: 'wB', midi: 62, class: 'D' },
+       { index: 42, board: 4, ch: 10, type: 'Bl', midi: 63, class: 'D#' },
+       { index: 43, board: 4, ch: 11, type: 'wF', midi: 64, class: 'E' },
+
+       { index: 44, board: 5, ch:  1, type: 'wB', midi: 65, class: 'F' },
+       { index: 45, board: 5, ch:  2, type: 'Bl', midi: 66, class: 'F#' },
+       { index: 46, board: 5, ch:  3, type: 'wF', midi: 67, class: 'G' },
+       { index: 47, board: 5, ch:  4, type: 'Bl', midi: 68, class: 'G#' },
+       { index: 48, board: 5, ch:  5, type: 'wB', midi: 69, class: 'A' },
+       { index: 49, board: 5, ch:  6, type: 'Bl', midi: 70, class: 'A#' },
+       { index: 50, board: 5, ch:  7, type: 'wF', midi: 71, class: 'B' },
+       { index: 51, board: 5, ch:  8, type: 'wB', midi: 72, class: 'C' },
+       { index: 52, board: 5, ch:  9, type: 'Bl', midi: 73, class: 'C#' },
+       { index: 53, board: 5, ch: 10, type: 'wF', midi: 74, class: 'D' },
+       { index: 54, board: 5, ch: 11, type: 'Bl', midi: 75, class: 'D#' },
+
+       { index: 55, board: 6, ch:  1, type: 'wB', midi: 76, class: 'E' },
+       { index: 56, board: 6, ch:  2, type: 'wF', midi: 77, class: 'F' },
+       { index: 57, board: 6, ch:  3, type: 'Bl', midi: 78, class: 'F#' },
+       { index: 58, board: 6, ch:  4, type: 'wB', midi: 79, class: 'G' },
+       { index: 59, board: 6, ch:  5, type: 'Bl', midi: 80, class: 'G#' },
+       { index: 60, board: 6, ch:  6, type: 'wF', midi: 81, class: 'A' },
+       { index: 61, board: 6, ch:  7, type: 'Bl', midi: 82, class: 'A#' },
+       { index: 62, board: 6, ch:  8, type: 'wB', midi: 83, class: 'B' },
+       { index: 63, board: 6, ch:  9, type: 'wF', midi: 84, class: 'C' },
+       { index: 64, board: 6, ch: 10, type: 'Bl', midi: 85, class: 'C#' },
+       { index: 65, board: 6, ch: 11, type: 'wB', midi: 86, class: 'D' },
+
+       { index: 66, board: 6, ch:  1, type: 'Bl', midi: 87, class: 'D#' },
+       { index: 67, board: 6, ch:  2, type: 'wF', midi: 88, class: 'E' },
+       { index: 68, board: 6, ch:  3, type: 'wB', midi: 89, class: 'F' },
+       { index: 69, board: 6, ch:  4, type: 'Bl', midi: 90, class: 'F#' },
+       { index: 70, board: 6, ch:  5, type: 'wF', midi: 91, class: 'G' },
+       { index: 71, board: 6, ch:  6, type: 'Bl', midi: 92, class: 'G#' },
+       { index: 72, board: 6, ch:  7, type: 'wB', midi: 93, class: 'A' },
+       { index: 73, board: 6, ch:  8, type: 'Bl', midi: 94, class: 'A#' },
+       { index: 74, board: 6, ch:  9, type: 'wF', midi: 95, class: 'B' },
+       { index: 75, board: 6, ch: 10, type: 'wB', midi: 96, class: 'C' },
+       { index: 76, board: 6, ch: 11, type: 'Bl', midi: 97, class: 'C#' },
+       
+       { index: 77, board: 7, ch:  1, type: 'wF', midi: 98,  class: 'D' },
+       { index: 78, board: 7, ch:  2, type: 'Bl', midi: 99,  class: 'D#' },
+       { index: 79, board: 7, ch:  3, type: 'wB', midi: 100, class: 'E' },
+       { index: 80, board: 7, ch:  4, type: 'wF', midi: 101, class: 'F' },
+       { index: 81, board: 7, ch:  5, type: 'Bl', midi: 102, class: 'F#' },
+       { index: 82, board: 7, ch:  6, type: 'wB', midi: 103, class: 'G' },
+       { index: 83, board: 7, ch:  7, type: 'Bl', midi: 104, class: 'G#' },
+       { index: 84, board: 7, ch:  8, type: 'wF', midi: 105, class: 'A' },
+       { index: 85, board: 7, ch:  9, type: 'Bl', midi: 106, class: 'A#' },
+       { index: 86, board: 7, ch: 10, type: 'wB', midi: 107, class: 'B' },
+       { index: 87, board: 7, ch: 11, type: 'wF', midi: 108, class: 'C' },
+
+       ]
+      
+    
+    
+    }
+}
diff --git a/plot_seq.py b/plot_seq.py
new file mode 100644
index 0000000..c0d0de3
--- /dev/null
+++ b/plot_seq.py
@@ -0,0 +1,279 @@
+import os, sys, json
+from scipy.io import wavfile
+from scipy.signal import stft
+import matplotlib.pyplot as plt
+import numpy as np
+
+def is_nanV( xV ):
+    
+    for i in range(xV.shape[0]):
+        if np.isnan( xV[i] ):
+            return True
+        
+    return False
+        
+def calc_harm_bins( srate, binHz, midiPitch, harmN ):
+
+    semi_tone     = 1.0/12
+    quarter_tone  = 1.0/24
+    eigth_tone    = 1.0/48
+    band_width_st = 3.0/48  # 3/8 tone
+    
+    fundHz     = (13.75 * pow(2.0,(-9.0/12.0))) * pow(2.0,(midiPitch / 12))
+    fund_l_binL   = [int(round(fundHz * pow(2.0,-band_width_st) * i/binHz)) for i in range(1,harmN+1)]
+    fund_m_binL   = [int(round(fundHz *         i/binHz)) for i in range(1,harmN+1)]
+    fund_u_binL   = [int(round(fundHz * pow(2.0, band_width_st) * i/binHz)) for i in range(1,harmN+1)]
+
+    for i in range(len(fund_m_binL)):
+        if fund_l_binL[i] >= fund_m_binL[i] and fund_l_binL[i] > 0:
+            fund_l_binL[i] = fund_m_binL[i] - 1
+
+        if fund_u_binL[i] <= fund_m_binL[i] and fund_u_binL[i] < len(fund_u_binL)-1:
+            fund_u_binL[i] = fund_m_binL[i] + 1
+    
+    return fund_l_binL, fund_m_binL, fund_u_binL
+    
+
+
+def audio_rms( srate, xV, rmsWndMs, hopMs  ):
+
+    wndSmpN = int(round( rmsWndMs * srate / 1000.0))
+    hopSmpN = int(round( hopMs    * srate / 1000.0))
+
+    xN   = xV.shape[0]
+    yN   = int(((xN - wndSmpN) / hopSmpN) + 1)
+    assert( yN > 0)
+    yV   = np.zeros( (yN, ) )
+
+    assert( wndSmpN > 1 )
+
+    i = 0
+    j = 0
+    while i < xN and j < yN:
+
+        if i == 0:
+            yV[j] = np.sqrt(xV[0]*xV[0])
+        elif i < wndSmpN:
+            yV[j] = np.sqrt( np.mean( xV[0:i] * xV[0:i] ) )
+        else:
+            yV[j] = np.sqrt( np.mean( xV[i-wndSmpN:i] * xV[i-wndSmpN:i] ) )
+
+        i += hopSmpN
+        j += 1
+        
+    return yV, srate / hopSmpN
+
+def audio_db_rms( srate, xV, rmsWndMs, hopMs, dbRefWndMs ):
+
+    rmsV, rms_srate = audio_rms( srate, xV, rmsWndMs, hopMs )
+    dbWndN = int(round(dbRefWndMs * rms_srate / 1000.0))
+    dbRef = ref = np.mean(rmsV[0:dbWndN])
+    return 20.0 * np.log10( rmsV / dbRef ), rms_srate
+
+
+
+def audio_stft_rms( srate, xV, rmsWndMs, hopMs, spectrumIdx ):
+    
+    wndSmpN = int(round( rmsWndMs * srate / 1000.0))
+    hopSmpN = int(round( hopMs    * srate / 1000.0))
+    binHz   = srate / wndSmpN
+    
+    f,t,xM = stft( xV, fs=srate, window="hann", nperseg=wndSmpN, noverlap=wndSmpN-hopSmpN, return_onesided=True )
+
+    specHopIdx = int(round( spectrumIdx ))    
+    specV = np.sqrt(np.abs(xM[:, specHopIdx ]))
+    
+    mV = np.zeros((xM.shape[1]))
+
+    for i in range(xM.shape[1]):
+        mV[i] = np.max(np.sqrt(np.abs(xM[:,i])))
+
+    return mV, srate / hopSmpN, specV, specHopIdx, binHz
+
+def audio_stft_db_rms( srate, xV, rmsWndMs, hopMs, dbRefWndMs, spectrumIdx ):
+    rmsV, rms_srate, specV, specHopIdx, binHz = audio_stft_rms( srate, xV, rmsWndMs, hopMs, spectrumIdx )
+    
+    dbWndN = int(round(dbRefWndMs * rms_srate / 1000.0))
+    dbRef = ref = np.mean(rmsV[0:dbWndN])
+    rmsDbV = 20.0 * np.log10( rmsV / dbRef )
+
+    return rmsDbV, rms_srate, specV, specHopIdx, binHz
+
+def audio_harm_rms( srate, xV, rmsWndMs, hopMs, midiPitch, harmCandN, harmN  ):
+
+    wndSmpN   = int(round( rmsWndMs * srate / 1000.0))
+    hopSmpN   = int(round( hopMs    * srate / 1000.0))
+
+    binHz   = srate / wndSmpN
+    
+    f,t,xM = stft( xV, fs=srate, window="hann", nperseg=wndSmpN, noverlap=wndSmpN-hopSmpN, return_onesided=True )
+
+    harmLBinL,harmMBinL,harmUBinL = calc_harm_bins( srate, binHz, midiPitch, harmCandN )
+    
+    rmsV = np.zeros((xM.shape[1],))
+
+
+    for i in range(xM.shape[1]):
+        mV = np.sqrt(np.abs(xM[:,i]))
+
+        pV = np.zeros((len(harmLBinL,)))
+        
+        for j,(b0i,b1i) in enumerate(zip( harmLBinL, harmUBinL )):
+            pV[j] = np.max(mV[b0i:b1i])
+
+        rmsV[i] = np.mean( sorted(pV)[-harmN:] )
+            
+            
+        
+
+    return rmsV, srate / hopSmpN, binHz
+
+
+    
+def audio_harm_db_rms( srate, xV, rmsWndMs, hopMs, dbRefWndMs, midiPitch, harmCandN, harmN  ):
+    
+    rmsV, rms_srate, binHz = audio_harm_rms( srate, xV, rmsWndMs, hopMs, midiPitch, harmCandN, harmN )
+    
+    dbWndN = int(round(dbRefWndMs * rms_srate / 1000.0))
+    dbRef = ref = np.mean(rmsV[0:dbWndN])
+    rmsDbV = 20.0 * np.log10( rmsV / dbRef )
+
+    return rmsDbV, rms_srate, binHz
+    
+    
+               
+def locate_peak_indexes( xV, xV_srate, eventMsL ):
+
+    pkIdxL = []
+    for begMs, endMs in eventMsL:
+
+        begSmpIdx = int(begMs * xV_srate / 1000.0)
+        endSmpIdx = int(endMs * xV_srate / 1000.0)
+
+        pkIdxL.append( begSmpIdx + np.argmax( xV[begSmpIdx:endSmpIdx] ) )
+
+    return pkIdxL
+
+
+def plot_spectrum( ax, srate, binHz, specV, midiPitch, harmN ):
+
+    binN      = specV.shape[0]
+    harmLBinL,harmMBinL,harmUBinL = calc_harm_bins( srate, binHz, midiPitch, harmN )
+
+    fundHz      = harmMBinL[0] * binHz
+    maxPlotHz   = fundHz * (harmN+1)
+    maxPlotBinN = int(round(maxPlotHz/binHz))
+    
+    hzV = np.arange(binN) * (srate/(binN*2))
+    
+    specV = 20.0 * np.log10(specV) 
+    
+    ax.plot(hzV[0:maxPlotBinN], specV[0:maxPlotBinN] )
+
+    for h0,h1,h2 in zip(harmLBinL,harmMBinL,harmUBinL):
+        ax.axvline( x=h0 * binHz, color="blue")
+        ax.axvline( x=h1 * binHz, color="black")
+        ax.axvline( x=h2 * binHz, color="blue")
+
+    ax.set_ylabel(str(midiPitch))
+        
+def plot_spectral_ranges( inDir, pitchL, rmsWndMs=300, rmsHopMs=30, harmN=5, dbRefWndMs=500 ):
+
+    plotN = len(pitchL)
+    fig,axL = plt.subplots(plotN,1)
+
+    for plot_idx,midiPitch in enumerate(pitchL):
+
+        # get the audio and meta-data file names
+        seqFn   = os.path.join( inDir, str(midiPitch), "seq.json")
+        audioFn = os.path.join( inDir, str(midiPitch), "audio.wav")
+
+        # read the meta data object
+        with open( seqFn, "rb") as f:
+            r = json.load(f)
+
+        # read the audio file
+        srate, signalM  = wavfile.read(audioFn)
+        sigV  = signalM / float(0x7fff)
+
+        # calc. the RMS envelope in the time domain
+        rms0DbV, rms0_srate = audio_db_rms( srate, sigV, rmsWndMs, rmsHopMs, dbRefWndMs )
+
+        # locate the sample index of the peak of each note attack 
+        pkIdx0L = locate_peak_indexes( rms0DbV, rms0_srate, r['eventTimeL'] )
+
+        # select the 7th to last note for spectrum measurement
+
+        #
+        # TODO: come up with a better way to select the note to measure
+        #
+        spectrumSmpIdx = pkIdx0L[ len(pkIdx0L) - 7 ]
+
+
+        # calc. the RMS envelope by taking the max spectral peak in each STFT window 
+        rmsDbV, rms_srate, specV, specHopIdx, binHz = audio_stft_db_rms( srate, sigV, rmsWndMs, rmsHopMs, dbRefWndMs, spectrumSmpIdx)
+
+        # specV[] is the spectrum of the note at spectrumSmpIdx
+
+        # plot the spectrum and the harmonic selection ranges
+        plot_spectrum( axL[plot_idx], srate, binHz, specV, midiPitch, harmN )
+    plt.show()
+
+        
+        
+def do_td_plot( inDir ):
+
+    rmsWndMs = 300
+    rmsHopMs = 30
+    dbRefWndMs = 500
+    harmCandN = 5
+    harmN     = 3
+    
+    seqFn = os.path.join( inDir, "seq.json")
+    audioFn = os.path.join( inDir, "audio.wav")
+    midiPitch = int(inDir.split("/")[-1])
+    
+
+    with open( seqFn, "rb") as f:
+        r = json.load(f)
+    
+    
+    srate, signalM  = wavfile.read(audioFn)
+    sigV  = signalM / float(0x7fff)
+        
+    rms0DbV, rms0_srate = audio_db_rms( srate, sigV, rmsWndMs, rmsHopMs, dbRefWndMs )
+
+    rmsDbV, rms_srate, binHz = audio_harm_db_rms( srate, sigV, rmsWndMs, rmsHopMs, dbRefWndMs, midiPitch, harmCandN, harmN  )
+    
+    pkIdxL = locate_peak_indexes( rmsDbV, rms_srate, r['eventTimeL'] )
+        
+    fig,ax = plt.subplots()
+    fig.set_size_inches(18.5, 10.5, forward=True)
+
+    secV = np.arange(0,len(rmsDbV)) / rms_srate
+    
+    ax.plot( secV, rmsDbV )
+    ax.plot( np.arange(0,len(rms0DbV)) / rms0_srate, rms0DbV, color="black" )
+
+    for begMs, endMs in r['eventTimeL']:
+        ax.axvline( x=begMs/1000.0, color="green")
+        ax.axvline( x=endMs/1000.0, color="red")
+
+        
+    for i,pki in enumerate(pkIdxL):
+        ax.plot( [pki / rms_srate], [ rmsDbV[pki] ], marker='.', color="black")
+
+    plt.show()
+
+
+    
+
+
+
+if __name__ == "__main__":
+
+    inDir = sys.argv[1]
+
+    do_td_plot(inDir)
+
+    #plot_spectral_ranges( inDir, [ 24, 36, 48, 60, 72, 84, 96, 104] )
diff --git a/result.py b/result.py
new file mode 100644
index 0000000..2cfc7f1
--- /dev/null
+++ b/result.py
@@ -0,0 +1,34 @@
+import json
+
+class Result(object):
+    def __init__( self, value=None, msg=None ):
+        self.value = value
+        self.msg   = msg
+        self.resultL = []
+
+    def set_error( self, msg ):
+        if self.msg is None:
+            self.msg = ""
+            
+        self.msg += " " + msg
+
+    def print(self):
+        if value:
+            print(value)
+        if msg:
+            print(msg)
+            
+        if resultL:
+            print(resultL)
+
+    def __bool__( self ):
+        return self.msg is  None
+
+    def __iadd__( self, b ):
+        if self.value is None and self.msg is None:
+            self = b
+        else:
+            self.resultL.append(b)
+
+        return self
+