@@ -108,9 +108,7 @@ Accompaniment rhythm is light at every tempo: normally 0–2 electric chord atta
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Training, authored score reuse, and prediction share contextual harmony validation based on actual notes, timing, and chords. Explanatory labels and justification tags are not required. Unsupported relationships fail with a diagnostic rather than silently changing notes. Both solo roles use strings 1–6 and frets 1–12 without open strings. No dynamics, accents, velocity shaping, or random timing are added.
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`--export-solo-xml` (CMake `VAMP_EXPORT_SOLO_XML=ON`) writes `solo_xml/*-solo1.xml` for acoustic and `*-solo2.xml` for electric under the generated asset directory, with actual notes and TAB. These exports do not recompose music. `./modulus.py python -m generator.compose --song ... --role acoustic_solo --data-dir data --output ... --solo-xml ...` builds one independent role. To exercise prediction for a registered song, pass `--settings` with a JSON file containing `{"predict": true}`.
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Optional comparison runs through `./modulus.py python -m tests.solo_compare`. Point `--generated-dir` at the exported `solo_xml/` directory and supply explicit `--reference SONG/ROLE=PATH`, `--form-start SONG/ROLE=MEASURE`, `--reference-pitch guitar-written`, and `--output /tmp/product-vamp-solo-review`. Keys match `manifest.solo`, such as `all_of_me/acoustic`. Add `--require-exact` to fail on sounding-note or rest differences, or `--baseline-dir` to compare an earlier MusicXML export. Comparison results never feed production; registered authored playback and explicit training use the paired solos separately. The supplied solos sound one octave below encoded pitches; All of Me aligns at measure 1 and Autumn Leaves at measure 2, preserving the lead-in. Matching notes or technical validity do not establish musical preference.
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`./modulus.py python -m generator.compose --song ... --role acoustic_solo --data-dir data --output ...` builds one independent role as JSON. To exercise prediction for a registered song, pass `--settings` with a JSON file containing `{"predict": true}`. Solos are included in the normal arranged scores and pages; separate solo MusicXML files are not generated. Authored XMLs remain under `data/training`, and regression tests compare their sounding events directly with generated score data.
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See [Shared Part Generation](TECHNICAL_GUIDE.md#shared-part-generation) and [Authored Repertoire and Learned Solos](TECHNICAL_GUIDE.md#authored-repertoire-and-learned-solos) for the active pipeline and limitations. Keep temporary comparisons and one-off diagnostics under `/tmp/`; `build/` retains product outputs, tools and dependencies.
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@@ -136,7 +134,7 @@ Add a source and its authored solo, then retrain the pooled model, without chang
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To retrain existing pairs, run `./modulus.py python -m generator.train`; add `--leave-one-song-out` for held-out likelihood diagnostics. Training writes `data/models/solo.json` and `build/training/report.json`. Ordinary builds use registered authored music or the saved model and never retrain automatically. Exact registered playback verifies authored reuse; it does not demonstrate model memorization or musical quality on unfamiliar songs. [Training and playback details](TECHNICAL_GUIDE.md#authored-repertoire-and-learned-solos) cover pairing, timing, pitch convention, data migration, and limitations.
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The build-time pipeline is MusicXML -> source analysis -> independent roles -> assembled parts -> semantic JSON, supplied recordings, engraved PNG pages, Pico title artwork, and a read-only catalog database. Each source produces the six-section performance form as Acoustic, Electric, and Vocal parts in its authored key, without key variants or a key-selection menu. Performance measure numbers run continuously across the complete arrangement, starting at 1 in the lead-in; they do not restart with a new section or chorus. Pickups occupy the preceding measure. Standalone comparison XMLs use local measure numbers and retain the original arrangement numbers in `manifest.solo`.
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The build-time pipeline is MusicXML -> source analysis -> independent roles -> assembled parts -> semantic JSON, supplied recordings, engraved PNG pages, Pico title artwork, and a read-only catalog database. Each source produces the six-section performance form as Acoustic, Electric, and Vocal parts in its authored key, without key variants or a key-selection menu. Performance measure numbers run continuously across the complete arrangement, starting at 1 in the lead-in; they do not restart with a new section or chorus. Pickups occupy the preceding measure.
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All generated monophonic guitar material uses frets 1–12 without open strings. Chords use two span tiers: **one to three consecutive fret positions share the primary tier; exactly four positions are a fallback** (e.g. 7–9 is primary, 7–10 is fallback). Five or more positions are forbidden. Selection minimizes fallback use before family, melody-string, movement or register preferences. A chord can extend to fret 20 while retaining at least one sounding anchor on frets 1–12 throughout its duration. Acoustic bass remains within frets 1–12 and upper chords need their own anchor when played separately. Some chord/key combinations still have no legal inversion; generation reports them instead of removing required tones. Electric source-melody harmonization retains its chord-change reattack policy. Import preserves exact source pitches and ties; unplayable or unsupported input fails explicitly rather than being silently octave-folded.
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