Spaces:
Running
Running
Commit ·
b69de73
1
Parent(s): cf23286
initial commit.
Browse files- .gitignore +9 -0
- app.py +158 -0
- assets/lilylet-tokenizer.json +3667 -0
- lilyscript/__init__.py +5 -0
- lilyscript/generator.py +218 -0
- lilyscript/postprocess.py +69 -0
- lilyscript/tokenizer.py +60 -0
- requirements.txt +3 -0
.gitignore
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# Large int8 ONNX weights — loaded from a local dir for now (LFS / HF hub later).
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models/*.onnx
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# Generated outputs written at runtime.
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outputs/
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__pycache__/
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*.pyc
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.DS_Store
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app.py
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"""LilyScript — a symbolic-music AIGC app built on the LilyletNotaGen model.
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Left column:
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(1) generation parameter panel (2) streaming run log
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(3) .lyl file list (session outputs + built-in examples) (4) editable lyl editor
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Right column:
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sheet-music panel (placeholder for now; later a lyl->MEI->Verovio SVG renderer
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reusing the lilylet-live-editor pipeline).
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Generation streams patch-by-patch: raw decoded text (with `[r:x/y]` stream
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markers) goes to the run log, while the measure-segmented postprocessed text
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fills the editor. The backend is the int8 + two-level KV-cache ONNX generator
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(see lilyscript/generator.py); models load from a local dir for now.
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"""
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import os
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import time
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import gradio as gr
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from lilyscript.generator import StreamingLilyletGenerator
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HERE = os.path.dirname(os.path.abspath(__file__))
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# TODO: swap for huggingface_hub.snapshot_download(repo_id=...) to pull the int8
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# ONNX weights from the hub instead of a local dir.
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MODEL_DIR = os.environ.get('LILYSCRIPT_MODEL_DIR', os.path.join(HERE, 'models'))
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ASSET_DIR = os.path.join(HERE, 'assets')
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EXAMPLES_DIR = os.path.join(HERE, 'examples')
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OUTPUT_DIR = os.path.join(HERE, 'outputs')
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EXAMPLE_PREFIX = '\U0001F4C4 ' # 📄 examples
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OUTPUT_PREFIX = '✨ ' # ✨ session outputs
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_GEN = None
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def get_generator ():
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'''Lazily build the (heavy) ONNX generator on first use.'''
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global _GEN
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if _GEN is None:
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_GEN = StreamingLilyletGenerator(MODEL_DIR, ASSET_DIR)
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return _GEN
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def load_examples ():
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'''Read built-in example .lyl files into a {label: text} dict.'''
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store = {}
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if os.path.isdir(EXAMPLES_DIR):
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for name in sorted(os.listdir(EXAMPLES_DIR)):
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if name.endswith('.lyl'):
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with open(os.path.join(EXAMPLES_DIR, name), encoding='utf-8') as f:
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store[EXAMPLE_PREFIX + name] = f.read()
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return store
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def run_generation (prompt, measures, temperature, top_k, top_p, max_patches, seed, store):
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'''Streaming generate callback. Yields updates for (log, editor, file_list, store).
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store: {label: lyl_text} dict held in gr.State; the produced document is added
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to it under a timestamped label once generation finishes.
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'''
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gen = get_generator()
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meas = int(measures) if measures and int(measures) > 0 else None
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store = dict(store or {})
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raw = pretty = ''
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for raw, pretty, done in gen.generate_stream(
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prompt_text=prompt or '', max_patches=int(max_patches), temperature=float(temperature),
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top_k=int(top_k), top_p=float(top_p), measures=meas, seed=int(seed)):
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# stream: update log + editor, keep file list / store unchanged
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yield raw, pretty, gr.update(), store
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# finished: persist the document, refresh the file list, select the new entry
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label = OUTPUT_PREFIX + time.strftime('%H%M%S') + ('_m%d' % meas if meas else '') + '_s%d' % int(seed)
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store[label] = pretty
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os.makedirs(OUTPUT_DIR, exist_ok=True)
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with open(os.path.join(OUTPUT_DIR, label.replace(OUTPUT_PREFIX, '') + '.lyl'), 'w', encoding='utf-8') as f:
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f.write(pretty)
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yield raw, pretty, gr.update(choices=list(store.keys()), value=label), store
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def load_file (label, store):
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'''File-list selection -> load that document into the editor.'''
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return (store or {}).get(label, '')
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SHEET_PLACEHOLDER = '''
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<div style="height:100%;min-height:600px;display:flex;align-items:center;
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justify-content:center;border:1px dashed #c9c9c9;border-radius:8px;
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color:#999;font-family:sans-serif;text-align:center;">
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<div>
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<div style="font-size:42px;margin-bottom:8px;">🎼</div>
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<div>Sheet-music preview</div>
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<div style="font-size:12px;margin-top:4px;">
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(coming soon: Lilylet → MEI → Verovio)
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</div>
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</div>
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</div>
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'''
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def build_ui ():
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examples = load_examples()
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with gr.Blocks(title='LilyScript') as demo:
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gr.Markdown('## 🎼 LilyScript — symbolic music generation with Lilylet')
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store = gr.State(examples)
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with gr.Row(equal_height=True):
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# ---------------- LEFT ----------------
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with gr.Column(scale=5):
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# top row: (1) params | (2) run log
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with gr.Row(equal_height=True):
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with gr.Group():
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gr.Markdown('**① Parameters**')
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prompt = gr.Textbox(label='Metadata prompt', lines=3, value='',
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placeholder='[composer "..."]\n[genre "..."]\n(optional)')
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measures = gr.Number(label='Measures (0 = let model decide)', value=8, precision=0)
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with gr.Row():
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temperature = gr.Slider(0.0, 2.0, value=1.0, step=0.05, label='temperature')
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top_p = gr.Slider(0.0, 1.0, value=0.9, step=0.01, label='top_p')
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with gr.Row():
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top_k = gr.Number(label='top_k (0 = off)', value=0, precision=0)
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max_patches = gr.Number(label='max patches', value=256, precision=0)
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seed = gr.Number(label='seed', value=0, precision=0)
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with gr.Row():
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gen_btn = gr.Button('Generate', variant='primary')
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stop_btn = gr.Button('Stop', variant='stop')
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log = gr.Textbox(label='② Run log', lines=16, max_lines=16,
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autoscroll=True, interactive=False)
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# bottom row: (3) file list | (4) editor
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with gr.Row(equal_height=True):
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file_list = gr.Radio(label='③ Files', choices=list(examples.keys()),
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value=None, interactive=True)
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editor = gr.Code(label='④ Lilylet editor', language=None, lines=18,
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interactive=True)
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# ---------------- RIGHT ----------------
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with gr.Column(scale=6):
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gr.Markdown('**Sheet music**')
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gr.HTML(SHEET_PLACEHOLDER)
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# ---- wiring ----
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gen_event = gen_btn.click(
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run_generation,
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inputs=[prompt, measures, temperature, top_k, top_p, max_patches, seed, store],
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outputs=[log, editor, file_list, store],
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)
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stop_btn.click(None, None, None, cancels=[gen_event])
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file_list.select(load_file, inputs=[file_list, store], outputs=[editor])
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return demo
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if __name__ == '__main__':
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build_ui().queue().launch(theme=gr.themes.Soft())
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assets/lilylet-tokenizer.json
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|
|
| 1 |
+
{
|
| 2 |
+
"version": 1,
|
| 3 |
+
"type": "byte-level-bpe",
|
| 4 |
+
"source": {
|
| 5 |
+
"corpusDir": "tests/output/notagenx-from-abc",
|
| 6 |
+
"serializer": "source/lilylet/serializer.ts",
|
| 7 |
+
"frequencyTsv": "tests/output/bpe-tokenizer/token-frequencies.tsv"
|
| 8 |
+
},
|
| 9 |
+
"config": {
|
| 10 |
+
"vocabSize": 256,
|
| 11 |
+
"minFrequency": 2,
|
| 12 |
+
"allowMerges": false,
|
| 13 |
+
"byteFallback": true,
|
| 14 |
+
"unknownToken": "<unknown>",
|
| 15 |
+
"protectedTokensDoNotMerge": true,
|
| 16 |
+
"fixedTokensUseLongestMatch": true,
|
| 17 |
+
"asciiByteIdsUseByteValue": true
|
| 18 |
+
},
|
| 19 |
+
"specialTokens": [
|
| 20 |
+
{
|
| 21 |
+
"id": 0,
|
| 22 |
+
"token": "<pad>"
|
| 23 |
+
},
|
| 24 |
+
{
|
| 25 |
+
"id": 1,
|
| 26 |
+
"token": "<bos>"
|
| 27 |
+
},
|
| 28 |
+
{
|
| 29 |
+
"id": 2,
|
| 30 |
+
"token": "<eos>"
|
| 31 |
+
},
|
| 32 |
+
{
|
| 33 |
+
"id": 3,
|
| 34 |
+
"token": "<unknown>"
|
| 35 |
+
},
|
| 36 |
+
{
|
| 37 |
+
"id": 4,
|
| 38 |
+
"token": "<mask>"
|
| 39 |
+
},
|
| 40 |
+
{
|
| 41 |
+
"id": 5,
|
| 42 |
+
"token": "<sep>"
|
| 43 |
+
},
|
| 44 |
+
{
|
| 45 |
+
"id": 6,
|
| 46 |
+
"token": "<reserved_6>"
|
| 47 |
+
},
|
| 48 |
+
{
|
| 49 |
+
"id": 7,
|
| 50 |
+
"token": "<reserved_7>"
|
| 51 |
+
}
|
| 52 |
+
],
|
| 53 |
+
"protectedTokens": [
|
| 54 |
+
"\\numericTimeSignature",
|
| 55 |
+
"\\shortfermata",
|
| 56 |
+
"\\sostenutoOff",
|
| 57 |
+
"\\sostenutoOn",
|
| 58 |
+
"\\stemNeutral",
|
| 59 |
+
"\\sustainOff",
|
| 60 |
+
"\\sustainOn",
|
| 61 |
+
"Allegretto",
|
| 62 |
+
"espressivo",
|
| 63 |
+
"instrument",
|
| 64 |
+
"\\arpeggio",
|
| 65 |
+
"\\stemDown",
|
| 66 |
+
"\\treCorde",
|
| 67 |
+
"\\unaCorda",
|
| 68 |
+
"Andantino",
|
| 69 |
+
"cantabile",
|
| 70 |
+
"sostenuto",
|
| 71 |
+
"\"treble\"",
|
| 72 |
+
"\\fermata",
|
| 73 |
+
"\\mordent",
|
| 74 |
+
"\\partial",
|
| 75 |
+
"composer",
|
| 76 |
+
"grazioso",
|
| 77 |
+
"Menuetto",
|
| 78 |
+
"moderato",
|
| 79 |
+
"Moderato",
|
| 80 |
+
"\\markup",
|
| 81 |
+
"\\ottava",
|
| 82 |
+
"\\repeat",
|
| 83 |
+
"\\stemUp",
|
| 84 |
+
"\\tuplet",
|
| 85 |
+
"agitato",
|
| 86 |
+
"Allegro",
|
| 87 |
+
"Andante",
|
| 88 |
+
"animato",
|
| 89 |
+
"espress",
|
| 90 |
+
"marcato",
|
| 91 |
+
"\"bass\"",
|
| 92 |
+
"\\grace",
|
| 93 |
+
"\\major",
|
| 94 |
+
"\\minor",
|
| 95 |
+
"\\prall",
|
| 96 |
+
"\\staff",
|
| 97 |
+
"\\tempo",
|
| 98 |
+
"\\times",
|
| 99 |
+
"\\trill",
|
| 100 |
+
"Adagio",
|
| 101 |
+
"legato",
|
| 102 |
+
"Presto",
|
| 103 |
+
"ritard",
|
| 104 |
+
"sempre",
|
| 105 |
+
"troppo",
|
| 106 |
+
"vivace",
|
| 107 |
+
"\\clef",
|
| 108 |
+
"\\rest",
|
| 109 |
+
"\\time",
|
| 110 |
+
"\\turn",
|
| 111 |
+
"assai",
|
| 112 |
+
"colla",
|
| 113 |
+
"corda",
|
| 114 |
+
"cresc",
|
| 115 |
+
"dolce",
|
| 116 |
+
"genre",
|
| 117 |
+
"Largo",
|
| 118 |
+
"lento",
|
| 119 |
+
"Lento",
|
| 120 |
+
"molto",
|
| 121 |
+
"Molto",
|
| 122 |
+
"mosso",
|
| 123 |
+
"riten",
|
| 124 |
+
"smorz",
|
| 125 |
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| 3667 |
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|
lilyscript/__init__.py
ADDED
|
@@ -0,0 +1,5 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
from .generator import StreamingLilyletGenerator
|
| 2 |
+
from .postprocess import postprocess
|
| 3 |
+
from .tokenizer import LilyletTokenizer
|
| 4 |
+
|
| 5 |
+
__all__ = ['StreamingLilyletGenerator', 'postprocess', 'LilyletTokenizer']
|
lilyscript/generator.py
ADDED
|
@@ -0,0 +1,218 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
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|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
|
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|
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|
|
|
|
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|
|
|
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|
|
|
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|
|
|
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|
|
|
|
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|
|
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|
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|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
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|
|
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|
|
|
|
|
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|
|
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|
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|
|
|
|
|
|
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|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
"""Standalone streaming Lilylet generator (int8 ONNX + two-level KV cache).
|
| 2 |
+
|
| 3 |
+
Torch-free adaptation of deep-starry's ORTGeneratorKV
|
| 4 |
+
(tests/bench_lilylet_int8_ort.py): the patch-level decoder runs incrementally
|
| 5 |
+
through `patch_kv_int8.onnx` (O(1) per step) and the token decoder inside each
|
| 6 |
+
patch through `token_kv_int8.onnx`, both via onnxruntime. The token embedding
|
| 7 |
+
table and model geometry are loaded from vendored assets (`wte.npy`,
|
| 8 |
+
`geometry.json`) instead of a torch model, and sampling is reimplemented in
|
| 9 |
+
numpy — so the only runtime deps are onnxruntime + numpy.
|
| 10 |
+
|
| 11 |
+
`generate_stream(...)` is a Python generator: it yields `(raw, pretty, done)`
|
| 12 |
+
after every patch, where `raw` is the accumulated decoded text (for the run
|
| 13 |
+
log) and `pretty = postprocess(raw)` (for the editor, segmented by measure).
|
| 14 |
+
"""
|
| 15 |
+
|
| 16 |
+
import os
|
| 17 |
+
import json
|
| 18 |
+
|
| 19 |
+
import numpy as np
|
| 20 |
+
import onnxruntime as ort
|
| 21 |
+
|
| 22 |
+
from .postprocess import postprocess
|
| 23 |
+
|
| 24 |
+
|
| 25 |
+
def sample_next (logits, rng, temperature=1.0, top_k=0, top_p=1.0):
|
| 26 |
+
'''Sample one token id from a logits vector (numpy) with temperature/top-k/top-p.'''
|
| 27 |
+
logits = logits.astype(np.float64)
|
| 28 |
+
if temperature != 1.0:
|
| 29 |
+
logits = logits / max(temperature, 1e-6)
|
| 30 |
+
if top_k and top_k > 0:
|
| 31 |
+
k = min(top_k, logits.shape[-1])
|
| 32 |
+
kth = np.sort(logits)[-k]
|
| 33 |
+
logits = np.where(logits < kth, -np.inf, logits)
|
| 34 |
+
if top_p and top_p < 1.0:
|
| 35 |
+
order = np.argsort(logits)[::-1]
|
| 36 |
+
sorted_logits = logits[order]
|
| 37 |
+
probs = _softmax(sorted_logits)
|
| 38 |
+
cdf = np.cumsum(probs)
|
| 39 |
+
remove = cdf > top_p
|
| 40 |
+
remove[1:] = remove[:-1].copy()
|
| 41 |
+
remove[0] = False
|
| 42 |
+
sorted_logits = np.where(remove, -np.inf, sorted_logits)
|
| 43 |
+
logits = np.full_like(logits, -np.inf)
|
| 44 |
+
logits[order] = sorted_logits
|
| 45 |
+
probs = _softmax(logits)
|
| 46 |
+
return int(rng.choice(len(probs), p=probs))
|
| 47 |
+
|
| 48 |
+
|
| 49 |
+
def _softmax (x):
|
| 50 |
+
x = x - np.max(x)
|
| 51 |
+
e = np.exp(x)
|
| 52 |
+
return e / e.sum()
|
| 53 |
+
|
| 54 |
+
|
| 55 |
+
class StreamingLilyletGenerator:
|
| 56 |
+
'''Loads the int8 KV ONNX sessions + vendored assets and streams generation.'''
|
| 57 |
+
|
| 58 |
+
def __init__ (self, model_dir, asset_dir, threads=None):
|
| 59 |
+
from .tokenizer import LilyletTokenizer
|
| 60 |
+
|
| 61 |
+
geo = json.load(open(os.path.join(asset_dir, 'geometry.json')))
|
| 62 |
+
self.patch_size = geo['patch_size']
|
| 63 |
+
self.pad_id = geo['pad_id']
|
| 64 |
+
self.bos_id = geo['bos_id']
|
| 65 |
+
self.eos_id = geo['eos_id']
|
| 66 |
+
# patch-level KV geometry
|
| 67 |
+
self.n_layers = geo['patch']['n_layers']
|
| 68 |
+
self.n_kv = geo['patch']['n_kv_heads']
|
| 69 |
+
self.head_dim = geo['patch']['head_dim']
|
| 70 |
+
# token-level KV geometry
|
| 71 |
+
self.t_layers = geo['token']['n_layers']
|
| 72 |
+
self.t_kv = geo['token']['n_kv_heads']
|
| 73 |
+
self.t_head_dim = geo['token']['head_dim']
|
| 74 |
+
|
| 75 |
+
self.tokenizer = LilyletTokenizer(os.path.join(asset_dir, 'lilylet-tokenizer.json'))
|
| 76 |
+
self.wte = np.load(os.path.join(asset_dir, 'wte.npy')) # [vocab, hidden]
|
| 77 |
+
|
| 78 |
+
so = ort.SessionOptions()
|
| 79 |
+
if threads:
|
| 80 |
+
so.intra_op_num_threads = threads
|
| 81 |
+
self.patch_kv_sess = ort.InferenceSession(
|
| 82 |
+
os.path.join(model_dir, 'patch_kv_int8.onnx'), so, providers=['CPUExecutionProvider'])
|
| 83 |
+
self.token_kv_sess = ort.InferenceSession(
|
| 84 |
+
os.path.join(model_dir, 'token_kv_int8.onnx'), so, providers=['CPUExecutionProvider'])
|
| 85 |
+
self.patch_out_names = [o.name for o in self.patch_kv_sess.get_outputs()]
|
| 86 |
+
self.token_out_names = [o.name for o in self.token_kv_sess.get_outputs()]
|
| 87 |
+
|
| 88 |
+
# ---- text helpers (mirror LilyletPatchyGenerator.patch_to_text) ----
|
| 89 |
+
|
| 90 |
+
def patch_to_text (self, patch):
|
| 91 |
+
out = []
|
| 92 |
+
for tid in patch:
|
| 93 |
+
tid = int(tid)
|
| 94 |
+
if tid == self.eos_id:
|
| 95 |
+
break
|
| 96 |
+
if tid in (self.pad_id, self.bos_id):
|
| 97 |
+
continue
|
| 98 |
+
out.append(self.tokenizer.text_by_id.get(tid, ''))
|
| 99 |
+
return ''.join(out)
|
| 100 |
+
|
| 101 |
+
def patches_to_text (self, patches):
|
| 102 |
+
return ''.join(self.patch_to_text(p) for p in patches)
|
| 103 |
+
|
| 104 |
+
# ---- KV plumbing ----
|
| 105 |
+
|
| 106 |
+
def _empty_patch_past (self):
|
| 107 |
+
return [np.zeros((1, self.n_kv, 0, self.head_dim), dtype=np.float32) for _ in range(2 * self.n_layers)]
|
| 108 |
+
|
| 109 |
+
def _empty_token_past (self):
|
| 110 |
+
return [np.zeros((1, self.t_kv, 0, self.t_head_dim), dtype=np.float32) for _ in range(2 * self.t_layers)]
|
| 111 |
+
|
| 112 |
+
def _patch_kv_step (self, patch_rows, past):
|
| 113 |
+
'''Feed L new patches (list of patch_size-length id rows) + past KV.
|
| 114 |
+
Returns (last_hidden [hidden], new_past list).'''
|
| 115 |
+
feed = {'patches': np.asarray([patch_rows], dtype=np.int64)}
|
| 116 |
+
for i in range(self.n_layers):
|
| 117 |
+
feed[f'past_k_{i}'] = past[2 * i]
|
| 118 |
+
feed[f'past_v_{i}'] = past[2 * i + 1]
|
| 119 |
+
out = dict(zip(self.patch_out_names, self.patch_kv_sess.run(None, feed)))
|
| 120 |
+
new_past = []
|
| 121 |
+
for i in range(self.n_layers):
|
| 122 |
+
new_past.append(out[f'new_k_{i}'])
|
| 123 |
+
new_past.append(out[f'new_v_{i}'])
|
| 124 |
+
return out['hidden'][0, -1], new_past
|
| 125 |
+
|
| 126 |
+
def _token_kv_step (self, emb_np, past):
|
| 127 |
+
'''Feed L new token embeddings [1,L,hidden] + past KV. Returns (logits[-1], new_past).'''
|
| 128 |
+
feed = {'inputs_embeds': emb_np.astype(np.float32)}
|
| 129 |
+
for i in range(self.t_layers):
|
| 130 |
+
feed[f'past_k_{i}'] = past[2 * i]
|
| 131 |
+
feed[f'past_v_{i}'] = past[2 * i + 1]
|
| 132 |
+
out = dict(zip(self.token_out_names, self.token_kv_sess.run(None, feed)))
|
| 133 |
+
new_past = []
|
| 134 |
+
for i in range(self.t_layers):
|
| 135 |
+
new_past.append(out[f'new_k_{i}'])
|
| 136 |
+
new_past.append(out[f'new_v_{i}'])
|
| 137 |
+
return out['logits'][0, -1], new_past
|
| 138 |
+
|
| 139 |
+
def _generate_patch (self, last_hidden, rng, prefix_ids=None, temperature=1.0, top_k=0, top_p=1.0):
|
| 140 |
+
'''Token-level decode for one patch through the token-KV session: feed the
|
| 141 |
+
patch state, then bos+prefix embeddings, then sample until the patch is full.'''
|
| 142 |
+
generated = list(prefix_ids or [])
|
| 143 |
+
tokens = [self.bos_id] + list(prefix_ids or [])
|
| 144 |
+
past = self._empty_token_past()
|
| 145 |
+
enc = last_hidden.reshape(1, 1, -1).astype(np.float32)
|
| 146 |
+
logits, past = self._token_kv_step(enc, past)
|
| 147 |
+
for i in range(1, len(tokens)):
|
| 148 |
+
emb = self.wte[tokens[i]].reshape(1, 1, -1)
|
| 149 |
+
logits, past = self._token_kv_step(emb, past)
|
| 150 |
+
while len(generated) < self.patch_size:
|
| 151 |
+
nxt = sample_next(logits, rng, temperature=temperature, top_k=top_k, top_p=top_p)
|
| 152 |
+
generated.append(nxt)
|
| 153 |
+
if len(generated) < self.patch_size:
|
| 154 |
+
emb = self.wte[nxt].reshape(1, 1, -1)
|
| 155 |
+
logits, past = self._token_kv_step(emb, past)
|
| 156 |
+
return generated
|
| 157 |
+
|
| 158 |
+
def generate_stream (self, prompt_text='', max_patches=256, temperature=1.0, top_k=0,
|
| 159 |
+
top_p=0.9, measures=None, seed=0):
|
| 160 |
+
'''Autoregressive generation, yielding after every patch.
|
| 161 |
+
|
| 162 |
+
Yields (raw, pretty, done):
|
| 163 |
+
raw -- accumulated decoded patch text (with `[r:x/y]` markers), for the log
|
| 164 |
+
pretty -- postprocess(raw), measure-segmented, for the editor
|
| 165 |
+
done -- True on the final yield (EOS patch or max_patches reached)
|
| 166 |
+
'''
|
| 167 |
+
rng = np.random.default_rng(seed)
|
| 168 |
+
|
| 169 |
+
bos_patch = [self.bos_id] * (self.patch_size - 1) + [self.eos_id]
|
| 170 |
+
patches = [bos_patch]
|
| 171 |
+
if prompt_text:
|
| 172 |
+
for line in prompt_text.splitlines():
|
| 173 |
+
ids = self.tokenizer.encode(line + '\n')
|
| 174 |
+
for i in range(0, len(ids), self.patch_size):
|
| 175 |
+
chunk = ids[i:i + self.patch_size]
|
| 176 |
+
patches.append(chunk + [self.pad_id] * (self.patch_size - len(chunk)))
|
| 177 |
+
|
| 178 |
+
out_text = self.patches_to_text(patches[1:])
|
| 179 |
+
prime_ids = self.tokenizer.encode(f'[r:0/{measures}]') if measures is not None else None
|
| 180 |
+
primed = False
|
| 181 |
+
|
| 182 |
+
# prefill: run all seed patches through the patch-KV decoder in one call
|
| 183 |
+
past = self._empty_patch_past()
|
| 184 |
+
last, past = self._patch_kv_step(patches, past)
|
| 185 |
+
|
| 186 |
+
yield out_text, postprocess(out_text), False
|
| 187 |
+
|
| 188 |
+
for _ in range(max_patches):
|
| 189 |
+
patch_ids = self._generate_patch(last, rng, temperature=temperature, top_k=top_k, top_p=top_p)
|
| 190 |
+
|
| 191 |
+
# first time the model emits a stream patch, re-sample with the forced
|
| 192 |
+
# `[r:0/<measures>]` prefix so the body starts at the requested measure count.
|
| 193 |
+
if prime_ids is not None and not primed and self.patch_to_text(patch_ids).startswith('[r:'):
|
| 194 |
+
primed = True
|
| 195 |
+
patch_ids = self._generate_patch(last, rng, prefix_ids=prime_ids,
|
| 196 |
+
temperature=temperature, top_k=top_k, top_p=top_p)
|
| 197 |
+
|
| 198 |
+
# EOS patch -> done
|
| 199 |
+
if patch_ids[0] == self.bos_id and patch_ids[1] == self.eos_id:
|
| 200 |
+
break
|
| 201 |
+
|
| 202 |
+
out_text += self.patch_to_text(patch_ids)
|
| 203 |
+
|
| 204 |
+
# mask tokens after the first EOS inside the patch to PAD before caching
|
| 205 |
+
clean = list(patch_ids)
|
| 206 |
+
seen_eos = False
|
| 207 |
+
for j in range(len(clean)):
|
| 208 |
+
if seen_eos:
|
| 209 |
+
clean[j] = self.pad_id
|
| 210 |
+
if clean[j] == self.eos_id:
|
| 211 |
+
seen_eos = True
|
| 212 |
+
|
| 213 |
+
# advance the patch-level cache by the one new patch -> next hidden state
|
| 214 |
+
last, past = self._patch_kv_step([clean], past)
|
| 215 |
+
|
| 216 |
+
yield out_text, postprocess(out_text), False
|
| 217 |
+
|
| 218 |
+
yield out_text, postprocess(out_text), True
|
lilyscript/postprocess.py
ADDED
|
@@ -0,0 +1,69 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
"""Lilylet output post-processing (vendored from deep-starry, torch-free).
|
| 2 |
+
|
| 3 |
+
Cleans raw generated Lilylet text for readability:
|
| 4 |
+
- move each `[r:x/y]` stream marker from the measure head to a trailing
|
| 5 |
+
comment `% r:x/y` at the measure end (the line ending in `|`),
|
| 6 |
+
- insert a blank line after the metadata block,
|
| 7 |
+
- insert a blank line at every measure boundary.
|
| 8 |
+
|
| 9 |
+
Because a blank line is inserted at each measure boundary, the postprocessed
|
| 10 |
+
text is naturally segmented measure-by-measure — which is what the editor pane
|
| 11 |
+
displays as generation streams in.
|
| 12 |
+
|
| 13 |
+
Source: deep-starry/starry/lilylet/patchyGenerator.py (postprocess / _STREAM_RE).
|
| 14 |
+
"""
|
| 15 |
+
|
| 16 |
+
import re
|
| 17 |
+
|
| 18 |
+
|
| 19 |
+
# matches a stream marker like `[r:12/34]` (and a trailing partial `[r:12/` at EOF);
|
| 20 |
+
# group 1 captures the `x/y` payload.
|
| 21 |
+
_STREAM_RE = re.compile(r'\[r:(\d+/\d*)\]?')
|
| 22 |
+
|
| 23 |
+
|
| 24 |
+
def postprocess (text: str) -> str:
|
| 25 |
+
lines = [ln.rstrip() for ln in text.split('\n')]
|
| 26 |
+
out = []
|
| 27 |
+
meta_done = False
|
| 28 |
+
pending = None # marker payload waiting to be attached at the measure end
|
| 29 |
+
|
| 30 |
+
for ln in lines:
|
| 31 |
+
# extract the stream marker (sits at the measure head); remember its
|
| 32 |
+
# payload and strip the marker text from the line.
|
| 33 |
+
m = _STREAM_RE.search(ln)
|
| 34 |
+
if m:
|
| 35 |
+
# a still-pending marker means the previous measure had no barline
|
| 36 |
+
# (e.g. truncated); keep it as a standalone comment so it isn't lost.
|
| 37 |
+
if pending is not None:
|
| 38 |
+
out.append('% r:' + pending)
|
| 39 |
+
pending = m.group(1)
|
| 40 |
+
ln = _STREAM_RE.sub('', ln).rstrip()
|
| 41 |
+
|
| 42 |
+
is_meta = ln.startswith('[') and ln.endswith(']')
|
| 43 |
+
# blank line once the metadata block ends and the body begins
|
| 44 |
+
if not meta_done and out and not is_meta and ln:
|
| 45 |
+
out.append('')
|
| 46 |
+
meta_done = True
|
| 47 |
+
|
| 48 |
+
is_measure_end = ln.endswith('|')
|
| 49 |
+
if is_measure_end and pending is not None:
|
| 50 |
+
ln = ln + ' % r:' + pending
|
| 51 |
+
pending = None
|
| 52 |
+
|
| 53 |
+
out.append(ln)
|
| 54 |
+
|
| 55 |
+
# blank line after a measure-ending line
|
| 56 |
+
if meta_done and is_measure_end:
|
| 57 |
+
out.append('')
|
| 58 |
+
|
| 59 |
+
# any marker left pending at EOF -> attach as a trailing comment
|
| 60 |
+
if pending is not None:
|
| 61 |
+
out.append('% r:' + pending)
|
| 62 |
+
|
| 63 |
+
# collapse runs of blank lines, trim leading/trailing blanks
|
| 64 |
+
cleaned = []
|
| 65 |
+
for ln in out:
|
| 66 |
+
if ln == '' and (not cleaned or cleaned[-1] == ''):
|
| 67 |
+
continue
|
| 68 |
+
cleaned.append(ln)
|
| 69 |
+
return '\n'.join(cleaned).strip('\n') + '\n'
|
lilyscript/tokenizer.py
ADDED
|
@@ -0,0 +1,60 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
"""Standalone Lilylet tokenizer (vendored from deep-starry, torch-free).
|
| 2 |
+
|
| 3 |
+
Trimmed to what inference needs: load the vocab artifact, expose the special
|
| 4 |
+
ids + the id->text table, and encode text to ids (longest protected-token match
|
| 5 |
+
first, then per-character, then byte-level fallback). The training-time unknown
|
| 6 |
+
tracking and the patchify/packing machinery are intentionally dropped.
|
| 7 |
+
|
| 8 |
+
Source: deep-starry/starry/lilylet/data/patchifier.py (LilyletTokenizer).
|
| 9 |
+
"""
|
| 10 |
+
|
| 11 |
+
import json
|
| 12 |
+
from typing import List
|
| 13 |
+
|
| 14 |
+
|
| 15 |
+
class LilyletTokenizer:
|
| 16 |
+
def __init__ (self, tokenizer_path: str):
|
| 17 |
+
self.path = tokenizer_path
|
| 18 |
+
with open(tokenizer_path, 'r', encoding='utf-8') as f:
|
| 19 |
+
self.artifact = json.load(f)
|
| 20 |
+
|
| 21 |
+
self.vocab = self.artifact['vocab']
|
| 22 |
+
self.id_by_token = {entry['token']: entry['id'] for entry in self.vocab}
|
| 23 |
+
self.text_by_id = {entry['id']: entry.get('text', entry['token']) for entry in self.vocab}
|
| 24 |
+
self.unknown_id = self.id_by_token.get('<unknown>', 3)
|
| 25 |
+
self.pad_id = self.id_by_token.get('<pad>', 0)
|
| 26 |
+
self.bos_id = self.id_by_token.get('<bos>', 1)
|
| 27 |
+
self.eos_id = self.id_by_token.get('<eos>', 2)
|
| 28 |
+
self.vocab_size = max(entry['id'] for entry in self.vocab) + 1
|
| 29 |
+
|
| 30 |
+
fixed = [entry['token'] for entry in self.vocab if entry.get('type') == 'protected']
|
| 31 |
+
self.fixed_tokens = sorted(set(fixed), key=lambda token: (-len(token), token))
|
| 32 |
+
|
| 33 |
+
def encode (self, text: str) -> List[int]:
|
| 34 |
+
ids: List[int] = []
|
| 35 |
+
i = 0
|
| 36 |
+
while i < len(text):
|
| 37 |
+
matched = None
|
| 38 |
+
for token in self.fixed_tokens:
|
| 39 |
+
if text.startswith(token, i):
|
| 40 |
+
matched = token
|
| 41 |
+
break
|
| 42 |
+
if matched is not None:
|
| 43 |
+
ids.append(self.id_by_token[matched])
|
| 44 |
+
i += len(matched)
|
| 45 |
+
continue
|
| 46 |
+
|
| 47 |
+
char = text[i]
|
| 48 |
+
if char in self.id_by_token:
|
| 49 |
+
ids.append(self.id_by_token[char])
|
| 50 |
+
else:
|
| 51 |
+
emitted_unknown = False
|
| 52 |
+
for byte in char.encode('utf-8'):
|
| 53 |
+
if 0x08 <= byte <= 0x7f and byte in self.text_by_id:
|
| 54 |
+
ids.append(byte)
|
| 55 |
+
else:
|
| 56 |
+
emitted_unknown = True
|
| 57 |
+
if emitted_unknown:
|
| 58 |
+
ids.append(self.unknown_id)
|
| 59 |
+
i += 1
|
| 60 |
+
return ids
|
requirements.txt
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
gradio==6.18.0
|
| 2 |
+
onnxruntime
|
| 3 |
+
numpy
|