+319
-252
@@ -11,297 +11,364 @@ import dataclasses
|
||||
import hashlib
|
||||
import random
|
||||
import math
|
||||
from fractions import Fraction as F
|
||||
from generator import model as music, vocabulary
|
||||
from generator.solo import expressions, groups, learned, types
|
||||
|
||||
|
||||
class SearchExhausted(ValueError):pass
|
||||
import fractions
|
||||
import generator.model
|
||||
import generator.vocabulary
|
||||
import generator.solo.expressions
|
||||
import generator.solo.groups
|
||||
import generator.solo.learned
|
||||
import generator.solo.types
|
||||
import generator.harmony
|
||||
|
||||
class SearchExhausted(ValueError):
|
||||
pass
|
||||
|
||||
@dataclasses.dataclass(frozen=True)
|
||||
class State:
|
||||
events:tuple=()
|
||||
notes:tuple=()
|
||||
contracts:tuple=()
|
||||
history:tuple=()
|
||||
previous:int|None=None
|
||||
cost:float=0.
|
||||
|
||||
|
||||
def event_key(events):return tuple((a,b,-1 if p is None else p) for a,b,p in events)
|
||||
events: tuple = ()
|
||||
notes: tuple = ()
|
||||
contracts: tuple = ()
|
||||
history: tuple = ()
|
||||
previous: int | None = None
|
||||
cost: float = 0.
|
||||
|
||||
def event_key(events): return tuple((a, b, -1 if p is None else p) for a, b, p in events)
|
||||
|
||||
class Decoder:
|
||||
def __init__(self,analysis,harmony,model,role,start,end,*,expressions_enabled=True,attempts=4,seed=''):
|
||||
if type(attempts) is not int or not 1<=attempts<=16:raise ValueError('attempts must be between 1 and 16')
|
||||
self.analysis,self.harmony,self.model,self.role=analysis,harmony,model,role
|
||||
self.start,self.end=start,end
|
||||
self.attempts=attempts
|
||||
source=tuple((str(n.start),str(n.end),n.pitch.number()) for n in analysis.melody)
|
||||
self.seed=seed or hashlib.sha256(repr((source,role,learned.VERSION)).encode()).hexdigest()
|
||||
self.expressions_enabled=expressions_enabled
|
||||
self.low,self.high=harmony.profile.register
|
||||
limits=vocabulary.data('roles')['difficulty']
|
||||
self.durations=tuple(d for d in model.durations if 0<d<=4 and d.denominator in (1,2,4) and
|
||||
(d.denominator!=4 or analysis.tempo<=limits['sixteenth_max_bpm']))
|
||||
self.allow_triplets=analysis.tempo<=limits['triplet_max_bpm']
|
||||
self._actions={};self._context={};self._pitches={};self._colors={};self._permissions={};self.trace=[];self.counts=collections.Counter()
|
||||
|
||||
def context(self,time):
|
||||
def __init__(self, analysis, harmony, model, role, start, end, *, expressions_enabled=True, attempts=4, seed=''):
|
||||
if type(attempts) is not int or not 1 <= attempts <= 16:
|
||||
raise ValueError('attempts must be between 1 and 16')
|
||||
self.analysis, self.harmony, self.model, self.role = analysis, harmony, model, role
|
||||
self.start, self.end = start, end
|
||||
self.attempts = attempts
|
||||
source = tuple((str(n.start), str(n.end), n.pitch.number()) for n in analysis.melody)
|
||||
self.seed = seed or hashlib.sha256(repr((source, role, generator.solo.learned.VERSION)).encode()).hexdigest()
|
||||
self.expressions_enabled = expressions_enabled
|
||||
self.low, self.high = harmony.profile.register
|
||||
limits = generator.vocabulary.data('roles')['difficulty']
|
||||
self.durations = tuple(d for d in model.durations if 0 < d <= 4 and d.denominator in (1, 2, 4) and
|
||||
(d.denominator != 4 or analysis.tempo <= limits['sixteenth_max_bpm']))
|
||||
self.allow_triplets = analysis.tempo <= limits['triplet_max_bpm']
|
||||
self._actions = {}
|
||||
self._context = {}
|
||||
self._pitches = {}
|
||||
self._colors = {}
|
||||
self._permissions = {}
|
||||
self.trace = []
|
||||
self.counts = collections.Counter()
|
||||
def context(self, time):
|
||||
if time not in self._context:
|
||||
harmonic,root,future=learned.chord_context(self.harmony,time)
|
||||
self._context[time]=(harmonic,root,learned.phase_at(self.analysis,time),learned.source_feature(self.analysis,time,root),future)
|
||||
harmonic, root, future = generator.solo.learned.chord_context(self.harmony, time)
|
||||
self._context[time] = (harmonic, root, generator.solo.learned.phase_at(self.analysis, time), generator.solo.learned.source_feature(self.analysis, time, root), future)
|
||||
return self._context[time]
|
||||
|
||||
def pitch(self,number,time):
|
||||
span=self.harmony.at(time)
|
||||
identity=(number,span.start if span else None)
|
||||
if identity not in self._pitches:self._pitches[identity]=self._spell(number,time)
|
||||
def pitch(self, number, time):
|
||||
span = self.harmony.at(time)
|
||||
identity = (number, span.start if span else None)
|
||||
if identity not in self._pitches:
|
||||
self._pitches[identity] = self._spell(number, time)
|
||||
return self._pitches[identity]
|
||||
|
||||
def _spell(self,number,time):
|
||||
span=self.harmony.at(time)
|
||||
if span and span.chord!='N.C.':
|
||||
chord=expressions.parsed_chord(span.chord)
|
||||
from generator import harmony as chords
|
||||
for degree,alter in chords.degrees(chord).items():
|
||||
p=expressions.degree_pitch(chord,degree,alter,number)
|
||||
if p.number()==number:return p
|
||||
for letter,alter in zip(music.LETTERS,span.key['alterations']):
|
||||
accidental=music.fraction(alter)
|
||||
if (music.NATURAL[letter]+accidental)%12==number%12:
|
||||
return types.Pitch(letter,accidental,int((number-music.NATURAL[letter]-accidental)//12)-1)
|
||||
names=(('C',0),('D',-1),('D',0),('E',-1),('E',0),('F',0),('F',1),('G',0),('A',-1),('A',0),('B',-1),('B',0))
|
||||
letter,alter=names[number%12]
|
||||
return types.Pitch(letter.lower(),F(alter),number//12-1)
|
||||
|
||||
def note(self,a,b,p,role='learned'):
|
||||
pitch=p if isinstance(p,types.Pitch) else self.pitch(p,a)
|
||||
return types.Note(a,b,pitch,role=role,event_id=f'{a}:{b}:{pitch.number()}')
|
||||
|
||||
def color_bases(self,n):
|
||||
key=(n.start,n.end,n.pitch.number())
|
||||
if key in self._colors:return self._colors[key]
|
||||
bases=[]
|
||||
regions=[(None,n)]
|
||||
regions.extend((s.start,dataclasses.replace(n,start=s.start)) for s in self.harmony.spans
|
||||
if n.start<s.start<n.end and s.start-n.start<=F(vocabulary.data('harmony')['anticipation_max']))
|
||||
for boundary,arrived in regions:
|
||||
exposed=[s for s,_,_ in self.harmony.segments(arrived) if n.pitch.number()%12 not in s.roles.basic|s.roles.specified]
|
||||
if not exposed:continue
|
||||
for rule in vocabulary.data('harmony')['colors']:
|
||||
if arrived.end-arrived.start>F(rule['max_beats']):continue
|
||||
if any(s.chord=='N.C.' or not expressions.eligible_color(rule,s,self.harmony) or
|
||||
expressions.degree_pitch(expressions.parsed_chord(s.chord),rule['degree'],rule['alter'],n.pitch.number()).number()!=n.pitch.number()
|
||||
for s in exposed):continue
|
||||
bases.append((rule,boundary))
|
||||
self._colors[key]=tuple(bases)
|
||||
def _spell(self, number, time):
|
||||
span = self.harmony.at(time)
|
||||
if span and span.chord != 'N.C.':
|
||||
chord = generator.solo.expressions.parsed_chord(span.chord)
|
||||
for degree, alter in generator.harmony.degrees(chord).items():
|
||||
p = generator.solo.expressions.degree_pitch(chord, degree, alter, number)
|
||||
if p.number() == number:
|
||||
return p
|
||||
for letter, alter in zip(generator.model.LETTERS, span.key['alterations']):
|
||||
accidental = generator.model.fraction(alter)
|
||||
if (generator.model.NATURAL[letter] + accidental) % 12 == number % 12:
|
||||
return generator.solo.types.Pitch(letter, accidental, int((number - generator.model.NATURAL[letter] - accidental) // 12) - 1)
|
||||
names = (('C', 0), ('D', -1), ('D', 0), ('E', -1), ('E', 0), ('F', 0), ('F', 1), ('G', 0), ('A', -1), ('A', 0), ('B', -1), ('B', 0))
|
||||
letter, alter = names[number % 12]
|
||||
return generator.solo.types.Pitch(letter.lower(), fractions.Fraction(alter), number // 12 - 1)
|
||||
def note(self, a, b, p, role='learned'):
|
||||
pitch = p if isinstance(p, generator.solo.types.Pitch) else self.pitch(p, a)
|
||||
return generator.solo.types.Note(a, b, pitch, role=role, event_id=f'{a}:{b}:{pitch.number()}')
|
||||
def color_bases(self, n):
|
||||
key = (n.start, n.end, n.pitch.number())
|
||||
if key in self._colors:
|
||||
return self._colors[key]
|
||||
bases = []
|
||||
regions = [(None, n)]
|
||||
regions.extend((s.start, dataclasses.replace(n, start=s.start)) for s in self.harmony.spans
|
||||
if n.start < s.start < n.end and s.start - n.start <= fractions.Fraction(generator.vocabulary.data('harmony')['anticipation_max']))
|
||||
for boundary, arrived in regions:
|
||||
exposed = [s for s, _, _ in self.harmony.segments(arrived) if n.pitch.number() % 12 not in s.roles.basic | s.roles.specified]
|
||||
if not exposed:
|
||||
continue
|
||||
for rule in generator.vocabulary.data('harmony')['colors']:
|
||||
if arrived.end - arrived.start > fractions.Fraction(rule['max_beats']):
|
||||
continue
|
||||
if any(s.chord == 'N.C.' or not generator.solo.expressions.eligible_color(rule, s, self.harmony) or
|
||||
generator.solo.expressions.degree_pitch(generator.solo.expressions.parsed_chord(s.chord), rule['degree'], rule['alter'], n.pitch.number()).number() != n.pitch.number()
|
||||
for s in exposed):
|
||||
continue
|
||||
bases.append((rule, boundary))
|
||||
self._colors[key] = tuple(bases)
|
||||
return self._colors[key]
|
||||
|
||||
def color_contract(self,n,target,rule,boundary):
|
||||
span=self.harmony.at(boundary if boundary is not None else n.start)
|
||||
if not span:return None
|
||||
kind='anticipated_color' if boundary is not None else 'color'
|
||||
return types.ExpressionContract(n.event_id+':'+rule['id']+':'+str(boundary),kind,rule['id'],(n,),target,span.chord,boundary)
|
||||
|
||||
def permission(self,n):
|
||||
key=(n.start,n.end,n.pitch.number())
|
||||
if key not in self._permissions:self._permissions[key]=self._permission(n)
|
||||
def color_contract(self, n, target, rule, boundary):
|
||||
span = self.harmony.at(boundary if boundary is not None else n.start)
|
||||
if not span:
|
||||
return None
|
||||
kind = 'anticipated_color' if boundary is not None else 'color'
|
||||
return generator.solo.types.ExpressionContract(n.event_id + ':' + rule['id'] + ':' + str(boundary), kind, rule['id'], (n,), target, span.chord, boundary)
|
||||
def permission(self, n):
|
||||
key = (n.start, n.end, n.pitch.number())
|
||||
if key not in self._permissions:
|
||||
self._permissions[key] = self._permission(n)
|
||||
return self._permissions[key]
|
||||
|
||||
def _permission(self,n):
|
||||
def _permission(self, n):
|
||||
"""Find justified color/anticipation support, never authorize by label."""
|
||||
# Source spans are contiguous. These are precisely the ordinary-event
|
||||
# branches of Harmony.evaluate, without rebuilding an empty contract map.
|
||||
if self.harmony.at(n.start) and n.end<=self.harmony.spans[-1].end:
|
||||
if n.pitch.number()%12 in self.harmony.members(n.start,n.end):return ()
|
||||
if n.end-n.start<2 and n.pitch.number()%12 in self.harmony.permitted(n.start,n.end):return ()
|
||||
if not self.expressions_enabled:return None
|
||||
span=self.harmony.at(n.start)
|
||||
if not span or span.chord=='N.C.':return None
|
||||
for rule,boundary in self.color_bases(n):
|
||||
if rule.get('resolve'):continue
|
||||
c=self.color_contract(n,n,rule,boundary)
|
||||
if self.harmony.evaluate((n,),complete=True,expressions=(c,),infer=False).valid:return (c,)
|
||||
for arriving in self.harmony.spans:
|
||||
if n.start<arriving.start<n.end and arriving.start-n.start<=F(vocabulary.data('harmony')['anticipation_max']):
|
||||
c=types.ExpressionContract(n.event_id+':anticipation','anticipation','early_chord_tone',(n,),n,arriving.chord,arriving.start)
|
||||
if self.harmony.evaluate((n,),complete=True,expressions=(c,),infer=False).valid:return (c,)
|
||||
return None
|
||||
|
||||
def tails(self,n,target):
|
||||
"""Finite resolution timing: direct, real space, or one valid intervening note."""
|
||||
gap=target.start-n.end
|
||||
if gap<0:return
|
||||
if gap==0:
|
||||
yield ((n.start,n.end,n.pitch.number()),(target.start,target.end,target.pitch.number())),(n,target)
|
||||
return
|
||||
yield ((n.start,n.end,n.pitch.number()),(n.end,target.start,None),(target.start,target.end,target.pitch.number())),(n,target)
|
||||
windows={(n.end,target.start)} if gap<=1 else set()
|
||||
if gap>=1:windows|={(n.end,n.end+F(1,2)),(target.start-F(1,2),target.start)}
|
||||
for a,b in sorted(windows):
|
||||
for number in range(max(self.low,n.pitch.number()-3),min(self.high,n.pitch.number()+3)+1):
|
||||
mid=self.note(a,b,number)
|
||||
if number in (n.pitch.number(),target.pitch.number()) or not self.harmony.ordinary(mid):continue
|
||||
events=[(n.start,n.end,n.pitch.number())]
|
||||
if a>n.end:events.append((n.end,a,None))
|
||||
events.append((a,b,number))
|
||||
if b<target.start:events.append((b,target.start,None))
|
||||
events.append((target.start,target.end,target.pitch.number()))
|
||||
yield tuple(events),(n,mid,target)
|
||||
|
||||
def resolutions(self,n):
|
||||
"""Joint color/delayed-approach actions; the destination is never optional."""
|
||||
requests=[]
|
||||
for rule,boundary in self.color_bases(n):
|
||||
if self.harmony.at(n.start) and n.end <= self.harmony.spans[-1].end:
|
||||
if n.pitch.number() % 12 in self.harmony.members(n.start, n.end):
|
||||
return ()
|
||||
if n.end - n.start < 2 and n.pitch.number() % 12 in self.harmony.permitted(n.start, n.end):
|
||||
return ()
|
||||
if not self.expressions_enabled:
|
||||
return None
|
||||
span = self.harmony.at(n.start)
|
||||
if not span or span.chord == 'N.C.':
|
||||
return None
|
||||
for rule, boundary in self.color_bases(n):
|
||||
if rule.get('resolve'):
|
||||
for gap in (F(),F(1,2),F(1)):
|
||||
if gap<=F(vocabulary.data('harmony')['resolution_gap']):requests.append(('color',rule,boundary,n.end+gap,(-2,-1,1,2)))
|
||||
delay=vocabulary.data('lead_ins')['delayed_approach']
|
||||
if n.end-n.start<=F(delay['max_note']) and n.pitch.number()%12 not in self.harmony.permitted(n.start,n.end):
|
||||
for arrival in map(F,delay['arrivals']):
|
||||
if n.end<=n.start+arrival<=n.start+F(delay['deadline']):requests.append(('delayed',delay,None,n.start+arrival,delay['steps']))
|
||||
for kind,rule,boundary,arrival,steps in requests:
|
||||
continue
|
||||
c = self.color_contract(n, n, rule, boundary)
|
||||
if self.harmony.evaluate((n,), complete=True, expressions=(c,), infer=False).valid:
|
||||
return tuple([c])
|
||||
for arriving in self.harmony.spans:
|
||||
if n.start < arriving.start < n.end and arriving.start - n.start <= fractions.Fraction(generator.vocabulary.data('harmony')['anticipation_max']):
|
||||
c = generator.solo.types.ExpressionContract(n.event_id + ':anticipation', 'anticipation', 'early_chord_tone', (n,), n, arriving.chord, arriving.start)
|
||||
if self.harmony.evaluate((n,), complete=True, expressions=(c,), infer=False).valid:
|
||||
return tuple([c])
|
||||
return None
|
||||
def tails(self, n, target):
|
||||
"""Finite resolution timing: direct, real space, or one valid intervening note."""
|
||||
gap = target.start - n.end
|
||||
if gap < 0:
|
||||
return
|
||||
if gap == 0:
|
||||
yield ((n.start, n.end, n.pitch.number()), (target.start, target.end, target.pitch.number())), (n, target)
|
||||
return
|
||||
yield ((n.start, n.end, n.pitch.number()), (n.end, target.start, None), (target.start, target.end, target.pitch.number())), (n, target)
|
||||
windows = {(n.end, target.start)} if gap <= 1 else set()
|
||||
if gap >= 1:
|
||||
windows |= {(n.end, n.end + fractions.Fraction(1, 2)), (target.start - fractions.Fraction(1, 2), target.start)}
|
||||
for a, b in sorted(windows):
|
||||
for number in range(max(self.low, n.pitch.number() - 3), min(self.high, n.pitch.number() + 3) + 1):
|
||||
mid = self.note(a, b, number)
|
||||
if number in (n.pitch.number(), target.pitch.number()) or not self.harmony.ordinary(mid):
|
||||
continue
|
||||
events = [(n.start, n.end, n.pitch.number())]
|
||||
if a > n.end:
|
||||
events.append((n.end, a, None))
|
||||
events.append((a, b, number))
|
||||
if b < target.start:
|
||||
events.append((b, target.start, None))
|
||||
events.append((target.start, target.end, target.pitch.number()))
|
||||
yield tuple(events), (n, mid, target)
|
||||
def resolutions(self, n):
|
||||
"""Joint color/delayed-approach actions; the destination is never optional."""
|
||||
requests = []
|
||||
for rule, boundary in self.color_bases(n):
|
||||
if rule.get('resolve'):
|
||||
for gap in (fractions.Fraction(), fractions.Fraction(1, 2), fractions.Fraction(1)):
|
||||
if gap <= fractions.Fraction(generator.vocabulary.data('harmony')['resolution_gap']):
|
||||
requests.append(('color', rule, boundary, n.end + gap, (-2, -1, 1, 2)))
|
||||
delay = generator.vocabulary.data('lead_ins')['delayed_approach']
|
||||
if n.end - n.start <= fractions.Fraction(delay['max_note']) and n.pitch.number() % 12 not in self.harmony.permitted(n.start, n.end):
|
||||
for arrival in map(fractions.Fraction, delay['arrivals']):
|
||||
if n.end <= n.start + arrival <= n.start + fractions.Fraction(delay['deadline']):
|
||||
requests.append(('delayed', delay, None, n.start + arrival, delay['steps']))
|
||||
for kind, rule, boundary, arrival, steps in requests:
|
||||
for delta in steps:
|
||||
number=n.pitch.number()+delta
|
||||
if not self.low<=number<=self.high:continue
|
||||
for hold in (F(1,2),F(1),F(2)):
|
||||
if arrival+hold>self.end or number%12 not in self.harmony.members(arrival,arrival+hold):continue
|
||||
target=self.note(arrival,arrival+hold,number,'destination')
|
||||
c=self.color_contract(n,target,rule,boundary) if kind=='color' else types.ExpressionContract(n.event_id+':delayed','delayed_approach',rule['id'],(n,),target,self.harmony.at(arrival).chord)
|
||||
number = n.pitch.number() + delta
|
||||
if not self.low <= number <= self.high:
|
||||
continue
|
||||
for hold in (fractions.Fraction(1, 2), fractions.Fraction(1), fractions.Fraction(2)):
|
||||
if arrival + hold > self.end or number % 12 not in self.harmony.members(arrival, arrival + hold):
|
||||
continue
|
||||
target = self.note(arrival, arrival + hold, number, 'destination')
|
||||
c = self.color_contract(n, target, rule, boundary) if kind == 'color' else generator.solo.types.ExpressionContract(n.event_id + ':delayed', 'delayed_approach', rule['id'], (n,), target, self.harmony.at(arrival).chord)
|
||||
# Color and delayed-approach contracts permit this intervening
|
||||
# window. Validate the invariant endpoints once; tails() checks
|
||||
# every inserted note's ordinary full-duration permission itself.
|
||||
if not self.harmony.evaluate((n,target),complete=True,expressions=(c,),infer=False).valid:continue
|
||||
for events,ns in self.tails(n,target):
|
||||
if not groups.valid(tuple((a,b) for a,b,_ in events)):continue
|
||||
yield events,ns,(c,)
|
||||
|
||||
def actions(self,time):
|
||||
if time in self._actions:return self._actions[time]
|
||||
result=[]
|
||||
def add(events,notes,contracts=()):result.append((events,notes,contracts))
|
||||
if not self.harmony.evaluate((n, target), complete=True, expressions=(c,), infer=False).valid:
|
||||
continue
|
||||
for events, ns in self.tails(n, target):
|
||||
if not generator.solo.groups.valid(tuple((a, b) for a, b, _ in events)):
|
||||
continue
|
||||
yield events, ns, (c,)
|
||||
def actions(self, time):
|
||||
if time in self._actions:
|
||||
return self._actions[time]
|
||||
result = []
|
||||
def add(events, notes, contracts=()): result.append((events, notes, contracts))
|
||||
for duration in self.durations:
|
||||
end=time+duration
|
||||
if end>self.end:continue
|
||||
add(((time,end,None),),())
|
||||
for number in range(self.low,self.high+1):
|
||||
n=self.note(time,end,number);support=self.permission(n)
|
||||
if support is not None:add(((time,end,number),),(n,),support)
|
||||
end = time + duration
|
||||
if end > self.end:
|
||||
continue
|
||||
add(((time, end, None),), ())
|
||||
for number in range(self.low, self.high + 1):
|
||||
n = self.note(time, end, number)
|
||||
support = self.permission(n)
|
||||
if support is not None:
|
||||
add(((time, end, number),), (n,), support)
|
||||
if self.expressions_enabled and not self.harmony.ordinary(n):
|
||||
for events,ns,contracts in self.resolutions(n):add(events,ns,contracts)
|
||||
rule=vocabulary.data('lead_ins')['passing']
|
||||
if duration<=F(rule['max_note']):
|
||||
for events, ns, contracts in self.resolutions(n):
|
||||
add(events, ns, contracts)
|
||||
rule = generator.vocabulary.data('lead_ins')['passing']
|
||||
if duration <= fractions.Fraction(rule['max_note']):
|
||||
for step in rule['steps']:
|
||||
p=number+step
|
||||
if not self.low<=p<=self.high:continue
|
||||
for hold in (F(1,2),F(1),F(2)):
|
||||
if end+hold>self.end:continue
|
||||
target=self.note(end,end+hold,p);extra=self.permission(target)
|
||||
if extra is None or any(c.kind not in ('color','anticipated_color') for c in extra):continue
|
||||
c=types.ExpressionContract(n.event_id+':passing','passing',rule['id'],(n,),target,self.harmony.at(end).chord)
|
||||
add(((time,end,number),(end,end+hold,p)),(n,target),(c,*extra))
|
||||
p = number + step
|
||||
if not self.low <= p <= self.high:
|
||||
continue
|
||||
for hold in (fractions.Fraction(1, 2), fractions.Fraction(1), fractions.Fraction(2)):
|
||||
if end + hold > self.end:
|
||||
continue
|
||||
target = self.note(end, end + hold, p)
|
||||
extra = self.permission(target)
|
||||
if extra is None or any(c.kind not in ('color', 'anticipated_color') for c in extra):
|
||||
continue
|
||||
c = generator.solo.types.ExpressionContract(n.event_id + ':passing', 'passing', rule['id'], (n,), target, self.harmony.at(end).chord)
|
||||
add(((time, end, number), (end, end + hold, p)), (n, target), (c, *extra))
|
||||
if self.expressions_enabled:
|
||||
limits=vocabulary.data('roles')['difficulty']
|
||||
for rule in vocabulary.data('lead_ins')['patterns']:
|
||||
difficulty=rule.get('difficulty')
|
||||
if difficulty and self.analysis.tempo>limits[difficulty+'_max_bpm']:continue
|
||||
limits = generator.vocabulary.data('roles')['difficulty']
|
||||
for rule in generator.vocabulary.data('lead_ins')['patterns']:
|
||||
difficulty = rule.get('difficulty')
|
||||
if difficulty and self.analysis.tempo > limits[difficulty + '_max_bpm']:
|
||||
continue
|
||||
# Connections require a concrete preceding note, checked at expansion.
|
||||
durations=tuple(map(F,rule['durations']));gaps=tuple(map(F,rule.get('internal_gaps',['0']*(len(durations)-1))))
|
||||
target_time=time+sum(durations,F())+sum(gaps,F())+F(rule['gap'])
|
||||
span=self.harmony.at(target_time)
|
||||
if not span or span.chord=='N.C.':continue
|
||||
holds=(F(1,3),) if difficulty=='triplet' else (F(1,2),F(1),F(2))
|
||||
durations = tuple(map(fractions.Fraction, rule['durations']))
|
||||
gaps = tuple(map(fractions.Fraction, rule.get('internal_gaps', ['0'] * (len(durations) - 1))))
|
||||
target_time = time + sum(durations, fractions.Fraction()) + sum(gaps, fractions.Fraction()) + fractions.Fraction(rule['gap'])
|
||||
span = self.harmony.at(target_time)
|
||||
if not span or span.chord == 'N.C.':
|
||||
continue
|
||||
holds = (fractions.Fraction(1, 3),) if difficulty == 'triplet' else (fractions.Fraction(1, 2), fractions.Fraction(1), fractions.Fraction(2))
|
||||
for duration in holds:
|
||||
end=target_time+duration
|
||||
if end>self.end:continue
|
||||
for number in range(self.low,self.high+1):
|
||||
if number%12 not in self.harmony.members(target_time,end):continue
|
||||
target=self.note(target_time,end,number,'destination');cursor=time;notes=[];events=[]
|
||||
for i,(delta,d) in enumerate(zip(rule['semitones'],durations)):
|
||||
n=self.note(cursor,cursor+d,expressions.chromatic(target.pitch,delta),rule['kind'])
|
||||
notes.append(n);events.append((n.start,n.end,n.pitch.number()));cursor=n.end
|
||||
gap=gaps[i] if i<len(gaps) else F(rule['gap'])
|
||||
if gap:events.append((cursor,cursor+gap,None));cursor+=gap
|
||||
if any(not self.low<=n.pitch.number()<=self.high for n in notes):continue
|
||||
if not groups.valid(tuple((a,b) for a,b,p in (*events,(target_time,end,number)))):continue
|
||||
contract=types.ExpressionContract(f'{time}:{number}:{rule["id"]}',rule['kind'],rule['id'],tuple(notes),target,span.chord)
|
||||
ns=(*notes,target)
|
||||
if rule['kind']=='connection':
|
||||
end = target_time + duration
|
||||
if end > self.end:
|
||||
continue
|
||||
for number in range(self.low, self.high + 1):
|
||||
if number % 12 not in self.harmony.members(target_time, end):
|
||||
continue
|
||||
target = self.note(target_time, end, number, 'destination')
|
||||
cursor = time
|
||||
notes = []
|
||||
events = []
|
||||
for i, (delta, d) in enumerate(zip(rule['semitones'], durations)):
|
||||
n = self.note(cursor, cursor + d, generator.solo.expressions.chromatic(target.pitch, delta), rule['kind'])
|
||||
notes.append(n)
|
||||
events.append((n.start, n.end, n.pitch.number()))
|
||||
cursor = n.end
|
||||
gap = gaps[i] if i < len(gaps) else fractions.Fraction(rule['gap'])
|
||||
if gap:
|
||||
events.append((cursor, cursor + gap, None))
|
||||
cursor += gap
|
||||
if any(not self.low <= n.pitch.number() <= self.high for n in notes):
|
||||
continue
|
||||
if not generator.solo.groups.valid(tuple((a, b) for a, b, p in (*events, (target_time, end, number)))):
|
||||
continue
|
||||
contract = generator.solo.types.ExpressionContract(f'{time}:{number}:{rule["id"]}', rule['kind'], rule['id'], tuple(notes), target, span.chord)
|
||||
ns = (*notes, target)
|
||||
if rule['kind'] == 'connection':
|
||||
# Validation waits for the actual incoming event.
|
||||
add((*events,(target_time,end,number)),ns,(contract,))
|
||||
elif self.harmony.evaluate(ns,complete=True,expressions=(contract,),infer=False).valid:
|
||||
add((*events,(target_time,end,number)),ns,(contract,))
|
||||
add((*events, (target_time, end, number)), ns, (contract,))
|
||||
elif self.harmony.evaluate(ns, complete=True, expressions=(contract,), infer=False).valid:
|
||||
add((*events, (target_time, end, number)), ns, (contract,))
|
||||
# Complete ordinary triplet groups; do not leave a third-beat residual.
|
||||
if self.allow_triplets and time+1<=self.end:
|
||||
for number in range(self.low,self.high+1):
|
||||
for direction in (-1,0,1):
|
||||
numbers=[number];cursor=time
|
||||
if self.allow_triplets and time + 1 <= self.end:
|
||||
for number in range(self.low, self.high + 1):
|
||||
for direction in (-1, 0, 1):
|
||||
numbers = [number]
|
||||
cursor = time
|
||||
for _ in range(2):
|
||||
nxt=next((p for p in range(numbers[-1]+direction,numbers[-1]+direction*4,direction or 1)
|
||||
if self.low<=p<=self.high and p%12 in self.harmony.permitted(cursor+F(1,3),cursor+F(2,3))),None) if direction else number
|
||||
if nxt is None:break
|
||||
numbers.append(nxt);cursor+=F(1,3)
|
||||
if len(numbers)!=3:continue
|
||||
ns=tuple(self.note(time+i*F(1,3),time+(i+1)*F(1,3),p) for i,p in enumerate(numbers))
|
||||
if self.harmony.evaluate(ns,complete=True,infer=False).valid:add(tuple((n.start,n.end,n.pitch.number()) for n in ns),ns)
|
||||
self._actions[time]=tuple(result);self.counts['valid_structures']+=len(result)
|
||||
nxt = next((p for p in range(numbers[-1] + direction, numbers[-1] + direction * 4, direction or 1)
|
||||
if self.low <= p <= self.high and p % 12 in self.harmony.permitted(cursor + fractions.Fraction(1, 3), cursor + fractions.Fraction(2, 3))), None) if direction else number
|
||||
if nxt is None:
|
||||
break
|
||||
numbers.append(nxt)
|
||||
cursor += fractions.Fraction(1, 3)
|
||||
if len(numbers) != 3:
|
||||
continue
|
||||
ns = tuple(self.note(time + i * fractions.Fraction(1, 3), time + (i + 1) * fractions.Fraction(1, 3), p) for i, p in enumerate(numbers))
|
||||
if self.harmony.evaluate(ns, complete=True, infer=False).valid:
|
||||
add(tuple((n.start, n.end, n.pitch.number()) for n in ns), ns)
|
||||
self._actions[time] = tuple(result)
|
||||
self.counts['valid_structures'] += len(result)
|
||||
return self._actions[time]
|
||||
|
||||
def extend(self,state,action):
|
||||
events,notes,contracts=action
|
||||
def extend(self, state, action):
|
||||
events, notes, contracts = action
|
||||
# Training tokenization merges contiguous silence. Never manufacture a
|
||||
# rest-to-rest transition absent from that event representation.
|
||||
if state.events and state.events[-1][2] is None and events[0][2] is None:return None
|
||||
if notes and state.previous is not None and abs(notes[0].pitch.number()-state.previous)>12:return None
|
||||
if any(c.kind in ('connection','passing') and c.preparation is None for c in contracts):
|
||||
if not state.notes:return None
|
||||
contracts=tuple(dataclasses.replace(c,preparation=state.notes[-1]) if c.kind in ('connection','passing') and c.preparation is None else c for c in contracts)
|
||||
if state.events and state.events[-1][2] is None and events[0][2] is None:
|
||||
return None
|
||||
if notes and state.previous is not None and abs(notes[0].pitch.number() - state.previous) > 12:
|
||||
return None
|
||||
if any(c.kind in ('connection', 'passing') and c.preparation is None for c in contracts):
|
||||
if not state.notes:
|
||||
return None
|
||||
contracts = tuple(dataclasses.replace(c, preparation=state.notes[-1]) if c.kind in ('connection', 'passing') and c.preparation is None else c for c in contracts)
|
||||
if self.harmony.ordinary(state.notes[-1]):
|
||||
_,error=expressions.validate((state.notes[-1],*notes),contracts,self.harmony)
|
||||
_, error = generator.solo.expressions.validate((state.notes[-1], *notes), contracts, self.harmony)
|
||||
else:
|
||||
_,error=expressions.validate((*state.notes,*notes),(*state.contracts,*contracts),self.harmony)
|
||||
if error:return None
|
||||
history=state.history;previous=state.previous;cost=state.cost
|
||||
for a,b,p in events:
|
||||
harmonic,root,phase,source,_=self.context(a)
|
||||
action=learned.token(b-a,p,previous,root)
|
||||
context=learned.contexts(harmonic,phase,source,history)
|
||||
cost+=self.model.cost(action,context)
|
||||
_, error = generator.solo.expressions.validate((*state.notes, *notes), (*state.contracts, *contracts), self.harmony)
|
||||
if error:
|
||||
return None
|
||||
history = state.history
|
||||
previous = state.previous
|
||||
cost = state.cost
|
||||
for a, b, p in events:
|
||||
harmonic, root, phase, source, _ = self.context(a)
|
||||
action = generator.solo.learned.token(b - a, p, previous, root)
|
||||
context = generator.solo.learned.contexts(harmonic, phase, source, history)
|
||||
cost += self.model.cost(action, context)
|
||||
if p is not None:
|
||||
if previous is None:cost+=self.model.register_cost(p)
|
||||
previous=p
|
||||
history=(*history,action)[-4:]
|
||||
return State((*state.events,*events),(*state.notes,*notes),(*state.contracts,*contracts),history,previous,cost)
|
||||
|
||||
if previous is None:
|
||||
cost += self.model.register_cost(p)
|
||||
previous = p
|
||||
history = (*history, action)[-4:]
|
||||
return State((*state.events, *events), (*state.notes, *notes), (*state.contracts, *contracts), history, previous, cost)
|
||||
def compose(self):
|
||||
for attempt in range(self.attempts):
|
||||
rng=random.Random(self.seed+':'+str(attempt));state=State();time=self.start
|
||||
trace=[]
|
||||
while time<self.end:
|
||||
actions=self.actions(time)
|
||||
options=[s for a in actions if (s:=self.extend(state,a)) is not None]
|
||||
rng = random.Random(self.seed + ':' + str(attempt))
|
||||
state = State()
|
||||
time = self.start
|
||||
trace = []
|
||||
while time < self.end:
|
||||
actions = self.actions(time)
|
||||
options = [s for a in actions if (s := self.extend(state, a)) is not None]
|
||||
# Different operator names cannot multiply the probability of identical
|
||||
# sounded music. Prefer plain permission when no exception is needed.
|
||||
unique={}
|
||||
unique = {}
|
||||
for s in options:
|
||||
signature=event_key(s.events[len(state.events):])
|
||||
if signature not in unique or len(s.contracts)<len(unique[signature].contracts):unique[signature]=s
|
||||
options=sorted(unique.values(),key=lambda s:event_key(s.events[len(state.events):]))
|
||||
self.counts['scored_continuations']+=len(options)
|
||||
if not options:break
|
||||
low=min(s.cost-state.cost for s in options)
|
||||
weights=[math.exp(-(s.cost-state.cost-low)) for s in options]
|
||||
draw=rng.random()*sum(weights);selected=options[-1]
|
||||
for s,w in zip(options,weights):
|
||||
draw-=w
|
||||
if draw<=0:selected=s;break
|
||||
trace.append({'time':str(time),'valid_joint_actions':len(options),
|
||||
'selected_events':[(str(a),str(b),p) for a,b,p in selected.events[len(state.events):]],
|
||||
'negative_log_likelihood':selected.cost-state.cost})
|
||||
state=selected;time=state.events[-1][1]
|
||||
if time==self.end and state.notes:
|
||||
self.trace=trace;self.completed=(state,);self.counts['attempts']=attempt+1
|
||||
signature = event_key(s.events[len(state.events):])
|
||||
if signature not in unique or len(s.contracts) < len(unique[signature].contracts):
|
||||
unique[signature] = s
|
||||
options = sorted(unique.values(), key=lambda s: event_key(s.events[len(state.events):]))
|
||||
self.counts['scored_continuations'] += len(options)
|
||||
if not options:
|
||||
break
|
||||
low = min(s.cost - state.cost for s in options)
|
||||
weights = [math.exp(-(s.cost - state.cost - low)) for s in options]
|
||||
draw = rng.random() * sum(weights)
|
||||
selected = options[-1]
|
||||
for s, w in zip(options, weights):
|
||||
draw -= w
|
||||
if draw <= 0:
|
||||
selected = s
|
||||
break
|
||||
trace.append({'time': str(time), 'valid_joint_actions': len(options),
|
||||
'selected_events': [(str(a), str(b), p) for a, b, p in selected.events[len(state.events):]],
|
||||
'negative_log_likelihood': selected.cost - state.cost})
|
||||
state = selected
|
||||
time = state.events[-1][1]
|
||||
if time == self.end and state.notes:
|
||||
self.trace = trace
|
||||
self.completed = (state,)
|
||||
self.counts['attempts'] = attempt + 1
|
||||
return state
|
||||
raise SearchExhausted(f'{self.role}: no complete non-silent sample within {self.attempts} deterministic attempts; end={self.end}')
|
||||
|
||||
Reference in New Issue
Block a user