Training Model

This commit is contained in:
khodowany
2026-10-05 19:44:33 -05:00
parent db7966a430
commit e7180e557b
6603 changed files with 8919 additions and 523063 deletions
+6 -142
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@@ -1,6 +1,6 @@
"""Read optional reference MusicXML literally, without repairing it or composing."""
from __future__ import annotations
import argparse
import argparse,array,collections,html,os,sys,wave
import hashlib
import json
from pathlib import Path
@@ -8,145 +8,9 @@ from fractions import Fraction as F
import xml.etree.ElementTree as ET
def read(path, role, form_start=None, pitch_convention='encoded'):
if pitch_convention not in ('encoded','guitar-written'):
raise ValueError('Unknown reference pitch convention: '+pitch_convention)
raw=Path(path).read_bytes();tree=ET.fromstring(raw)
result={'path':str(Path(path).resolve()),'sha256':hashlib.sha256(raw).hexdigest(),'validation_role':role,
'pitch_convention':pitch_convention,'part_names':[n.text for n in tree.findall('./part-list/score-part/part-name')],
'measures':[],'notes':[],'harmonies':[],'annotations':[],'discrepancies':[]}
divisions=F(1);absolute=F();nominal=F(4);pending={};active=None;transpose=F()
for index,m in enumerate(tree.findall('./part/measure')):
cursor=F();extent=F();last_start=F();last_duration=F()
if (value:=m.findtext('attributes/divisions')) is not None:divisions=F(value)
meter=m.find('attributes/time')
if meter is not None and meter.findtext('beats'):
nominal=sum((F(v) for v in meter.findtext('beats').split('+')),F())*4/F(meter.findtext('beat-type'))
for item in m:
offset=F(item.findtext('offset','0'))/divisions
if item.tag=='attributes' and item.find('transpose') is not None:
transpose=F(item.findtext('transpose/chromatic','0'))+12*F(item.findtext('transpose/octave-change','0'))
elif item.tag=='backup':cursor-=F(item.findtext('duration'))/divisions
elif item.tag=='forward':cursor+=F(item.findtext('duration'))/divisions;extent=max(extent,cursor)
elif item.tag=='harmony':
active={'time':str(absolute+cursor+offset),'measure':index+1,'offset':str(cursor+offset),
'root':item.findtext('root/root-step'),'alter':item.findtext('root/root-alter','0'),
'kind':item.findtext('kind'),'display':item.find('kind').get('text') if item.find('kind') is not None else None,
'bass':ET.tostring(item.find('bass'),encoding='unicode') if item.find('bass') is not None else None,
'degrees':[{'value':d.findtext('degree-value'),'alter':d.findtext('degree-alter'),'type':d.findtext('degree-type')} for d in item.findall('degree')]}
result['harmonies'].append(active)
elif item.tag=='direction':
for words in item.findall('direction-type/words'):
result['annotations'].append({'time':str(absolute+cursor+offset),'measure':index+1,'text':''.join(words.itertext()),'interpretation':'descriptive; no production permission'})
elif item.tag=='note':
duration=F(item.findtext('duration','0'))/divisions
start=last_start if item.find('chord') is not None else cursor
end=start+duration;voice=item.findtext('voice','1');p=item.find('pitch')
encoded={'step':p.findtext('step'),'alter':p.findtext('alter','0'),'octave':int(p.findtext('octave'))} if p is not None else None
kinds={t.get('type') for t in item.findall('tie')} | {t.get('type') for t in item.findall('notations/tied')}
event={'start':str(absolute+start),'end':str(absolute+end),'measure':index+1,'offset':str(start),'pitch':encoded,'rest':item.find('rest') is not None,
'written_type':item.findtext('type'),'dots':len(item.findall('dot')),'voice':voice,'ties':sorted(kinds),
'sounding_transposition':str(-12 if pitch_convention=='guitar-written' else transpose),
'tablature':{'string':int(item.findtext('notations/technical/string')),'fret':int(item.findtext('notations/technical/fret'))} if item.find('notations/technical/string') is not None and item.find('notations/technical/fret') is not None else None,
'time_modification':ET.tostring(item.find('time-modification'),encoding='unicode') if item.find('time-modification') is not None else None,
'tuplets':[dict(t.attrib) for t in item.findall('notations/tuplet')],'grace':item.find('grace') is not None,'new_attack':'stop' not in kinds and p is not None}
key=(voice,json.dumps(encoded,sort_keys=True))
if 'stop' in kinds:
old=pending.get(key)
if old is None or result['notes'][old]['end']!=event['start']:
result['discrepancies'].append({'measure':index+1,'issue':'unmatched/noncontiguous tie; retained literally'})
else:event['continuation_of']=old
if 'start' not in kinds:pending.pop(key,None)
if 'start' in kinds:pending[key]=len(result['notes'])
result['notes'].append(event)
for container in ('notations/technical/fingering','notations/technical/other-technical','notations/other-notation'):
for label in item.findall(container):
text=''.join(label.itertext()).strip()
if text:result['annotations'].append({'time':str(absolute+start),'measure':index+1,'text':text,
'container':container,'interpretation':'Original note annotation; container does not establish musical permission or guitar fingering.'})
if item.find('chord') is None and item.find('grace') is None:cursor=end
last_start,last_duration=start,duration;extent=max(extent,end,cursor)
if extent!=nominal and m.get('implicit')!='yes':result['discrepancies'].append({'measure':index+1,'issue':f'encoded span {extent} differs from nominal {nominal}; no padding applied'})
result['measures'].append({'number':m.get('number'),'start':str(absolute),'duration':str(extent),'implicit':m.get('implicit'),'initial_harmony_known':any(F(h['time'])<=absolute for h in result['harmonies'])})
absolute+=extent
if pending:result['discrepancies'].append({'issue':'unterminated ties retained'})
result['harmonies'].sort(key=lambda h:F(h['time']))
# Do not run the strict score importer over these references: annotations,
# unusual timing and high encoded pitches are evidence, not repair requests.
from generator import harmony, model, fretboard
def semantic(h):
return {'root':{'letter':h['root'].lower(),'alter':model.rational(F(h['alter']))},'kind':h['kind'],
'degrees':[{'value':int(d['value']),'alter':model.rational(F(d['alter'])),'type':d['type']} for d in h['degrees']]}
for event in result['notes']:
if not event['pitch']:continue
p=event['pitch'];number=12*(p['octave']+1)+model.NATURAL[p['step'].lower()]+F(p['alter'])
event['encoded_midi']=str(number)
event['sounding_midi']=str(number+F(event['sounding_transposition']))
event['legal_positions_at_encoded_pitch']=len(fretboard.single_positions_for_pitch(number))
event['legal_positions_at_sounding_pitch']=len(fretboard.single_positions_for_pitch(F(event['sounding_midi'])))
event['harmonic_spans']=[]
start,end=F(event['start']),F(event['end'])
changes=[F(h['time']) for h in result['harmonies'] if start<F(h['time'])<end]
for a,b in zip([start,*changes],[*changes,end]):
current=next((h for h in reversed(result['harmonies']) if F(h['time'])<=a),None)
info={'start':str(a),'end':str(b),'chord':current,'chord_degrees':[]}
if current and current['root']:
try:
chord=semantic(current);root=model.NATURAL[chord['root']['letter']]+F(current['alter'])
info['chord_degrees']=[d for d,alter in harmony.degrees(chord).items() if (root+harmony.degree_semitones(d,alter)-number)%12==0]
info['root_relative_semitones']=str((number-root)%12)
info['spelled_simple_degree']=(model.LETTERS.index(p['step'].lower())-model.LETTERS.index(chord['root']['letter']))%7+1
except (ValueError,KeyError,AttributeError) as error:
info['uncertainty']=str(error)
else:info['uncertainty']='No written/carried harmony; none invented.'
event['harmonic_spans'].append(info)
sounded=[];tie_roots={}
for i,n in enumerate(result['notes']):
if not n['pitch']:continue
previous=n.get('continuation_of')
if previous is not None and previous in tie_roots:
root=tie_roots[previous];sounded[root]['end']=n['end'];sounded[root]['notation_events'].append(i);tie_roots[i]=root
else:
tie_roots[i]=len(sounded);sounded.append({'start':n['start'],'end':n['end'],'pitch':n['pitch'],
'encoded_midi':n['encoded_midi'],'sounding_midi':n['sounding_midi'],'measure':n['measure'],'notation_events':[i]})
result['sounding_events']=sounded
first=form_start or next((h['measure'] for h in result['harmonies']),None)
offset=F(result['measures'][first-1]['start']) if first else None
result['alignment']={'form_start_measure':first,'encoded_offset':str(offset) if offset is not None else None,'basis':'explicit override' if form_start else 'first written harmony; review required','preceding_material':'retained, without invented harmony'}
for label in result['annotations']:
t=F(label['time']); current=[h for h in result['harmonies'] if F(h['time'])<=t]
future=next((h for h in result['harmonies'] if F(h['time'])>t),None)
label['current_harmony']=current[-1] if current else None
label['following_harmony']=future
label['events']=[n for n in result['notes'] if F(n['start'])<=t<F(n['end']) or t<=F(n['start'])<t+1]
label['uncertainty']='Label meaning must be assessed from these events and harmonic time; label preserved verbatim.'
expected={'b9':F(1),'#9':F(3),'b13':F(8),'#11':F(6),'6':F(9)}.get(label['text'].strip())
if expected is not None:
relationships=[s.get('root_relative_semitones') for n in label['events'] for s in n.get('harmonic_spans',[])]
label['literal_interval_present']=str(expected) in relationships
if not label['literal_interval_present']:label['uncertainty']='No matching interval in the immediate annotated context; label retained, intended scope uncertain.'
# Lead in and Bluesy stay contextual descriptions, never enclosure permits.
return result
"""Explicit post-generation comparison. Never imports or runs a composer."""
import argparse
import array
import collections
import html
import json
import os
import sys
import wave
from fractions import Fraction as F
from pathlib import Path
from generator.training_io import read
from generator import fretboard
from generator.solo import placement, types
from generator.solo import placement,types
def events(review):
@@ -199,7 +63,7 @@ def musical_summary(review):
holds.append({**n,'harmonic_spans':spans})
return {'attacks':len(ns),'duration_counts':dict(durations),'interval_counts':dict(intervals),
'rests':rests(review),'sustained_events':holds,
'annotations':review['annotations'],'interpretation':'Post-generation diagnostics, never fitted production targets.'}
'annotations':review['annotations'],'interpretation':'Post-generation diagnostics; does not train or reselect music.'}
def compare(generated,reference):
@@ -379,7 +243,7 @@ def run(generated_dir,reference_paths,starts,pitch_convention,output,assets=None
(output/'comparison.json').write_text(json.dumps(result,indent=2)+'\n')
rows=['<!doctype html><meta charset="utf-8"><title>Solo comparison</title>',
'<style>body{font:16px system-ui;max-width:1100px;margin:2rem auto}td,th{padding:.5rem;text-align:left}pre{white-space:pre-wrap}</style>',
'<h1>Completed solos and reference scores</h1><p>Differences are diagnostic. These files do not supply generation inputs or candidate scores. No listening verdict is claimed.</p>',
'<h1>Completed solos and reference scores</h1><p>Differences are diagnostic. This comparison is read-only; registered authored scores are explicit repertoire inputs, and pooled examples supply training evidence. No listening verdict is claimed.</p>',
'<p><a href="comparison.json">Exact timing, notes, harmony, annotations, placement, and phrase reports</a></p>']
for role,r in result['solos'].items():
actual_path=generated_dir/manifest['solos'][role]['file']
@@ -394,7 +258,7 @@ def run(generated_dir,reference_paths,starts,pitch_convention,output,assets=None
rows.append('<tr><td>'+key.replace('_',' ')+'</td><td>'+str(r['relationships'][key])+'</td><td>'+str(r.get('baseline_relationships',{}).get(key,'—'))+'</td></tr>')
rows.append('</table><p>Lower edit distance means fewer insertions, deletions or substitutions on that axis. Sounding agreement is measured in quarter-note beats, without octave shifting or fitted alignment. These do not measure musical quality.</p>')
selected=collections.Counter(c['kind'] for c in r['production_phrases'].get('expressions',[]))
rows.append('<p>Selected, validated production treatments: '+html.escape(str(dict(selected)))+'. Ordinary mapped material remains separate.</p>')
rows.append('<p>Selected production treatment contracts: '+html.escape(str(dict(selected)))+'. Registered authored music is preserved without inventing replacement contracts.</p>')
if r.get('reference_events_after_production_end'):
rows.append('<p>Reference material extends beyond this exported production allocation: '+str(len(r['reference_events_after_production_end']))+' events. The reference and source timing remain unchanged.</p>')
funnel=r['production_phrases'].get('selection_trace',{}).get('operation_coverage',{})