SolitaryThinker
bbbb7ab021
Move all examples/inference and scripts off the legacy
VideoGenerator.from_pretrained(model, **kwargs) +
generate_video(prompt, **kwargs) surface onto the typed
from_config(GeneratorConfig(...)) + generate(GenerationRequest(...))
convention, including the Kandinsky-5 and DreamX-World examples added
on main after the original migration. git-mv api/compat.py to
api/translation.py ('compat' implied a temporary shim; the forward
translation is its honest permanent role) and repoint all importers,
tests, and doc links.
90 lines
3.5 KiB
Python
90 lines
3.5 KiB
Python
# SPDX-License-Identifier: Apache-2.0
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"""Stable Audio Open 1.0 — audio-to-audio variation example.
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User story (musician, late at night):
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"I generated this 12-second lo-fi loop earlier and I love the chord
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progression and overall vibe, but the snare hit at 0:08 sounds wrong
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and the rhythm feels stiff. I don't want to start over from scratch
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and lose what's working — I want the model to keep the harmony and
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mood but reroll the percussion + groove."
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User story (sound designer, on a deadline):
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"I have one good 'sword clang' SFX. The art director wants 8 sibling
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variations that all feel like the same sword from different angles —
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same metal, same weight, slightly different impact. I'd rather
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refine my one good take than text-prompt my way through 50 misses."
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Pass `init_audio=path/to/clip` (any wav/mp3/mp4/m4a/flac the standard
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deps decode) and the model will use it as a starting point for the
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text prompt instead of pure noise.
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Picking `init_audio_strength` (0.0 to 1.0):
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Higher = closer to the source clip. Lower = more transformation.
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(Same convention as the "Input Audio Strength" slider in
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Stability's commercial Stable Audio web UI, so values transfer
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directly.)
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| strength | what you get |
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|----------|----------------------------------------------------|
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| 1.00 | Output ≈ reference. No transformation. |
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| 0.85 | Texture micro-variation only. |
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| 0.70 | Light reroll, same instruments. |
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| 0.60 | Default. Instrument identity is replaceable |
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| | (cello can take over from piano on the same notes).|
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| 0.50 | Heavy — only melody / chord progression survives. |
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| 0.30 | Reference acts as a loose mood prompt. |
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| 0.00 | Plain T2A — reference ignored. |
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Rule of thumb by intent:
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* "Fix one part of this clip" -> 0.75 .. 0.85
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* "Same notes, different instrument" -> 0.55 .. 0.65
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* "Same chord progression, new content" -> 0.40 .. 0.55
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* "Use this as a loose mood prompt" -> 0.20 .. 0.35
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If the reference timbre is bleeding through more than you want,
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lower it; if the structure is gone, raise it.
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Prerequisites: same as `basic_stable_audio.py`.
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"""
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from fastvideo import VideoGenerator
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from fastvideo.api import (
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EngineConfig,
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GenerationRequest,
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GeneratorConfig,
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OutputConfig,
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)
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PROMPT = "Change the piano to a cello playing the same notes"
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# Path to any audio-bearing file (wav, mp3, mp4, m4a, flac, ...).
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# Set to `None` to skip A2A and run plain T2A.
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INIT_AUDIO_PATH: str | None = None
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# Reference fidelity in [0, 1] -- higher = closer to source.
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INIT_AUDIO_STRENGTH = 0.6
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def main() -> None:
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generator = VideoGenerator.from_config(
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GeneratorConfig(
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model_path="FastVideo/stable-audio-open-1.0-Diffusers",
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engine=EngineConfig(num_gpus=1),
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))
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generator.generate(
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GenerationRequest(
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prompt=PROMPT,
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output=OutputConfig(
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output_path="outputs_audio/stable_audio_a2a/output_a2a.wav",
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save_video=True,
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),
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extensions={
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"audio_end_in_s": 6.0,
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"init_audio": INIT_AUDIO_PATH,
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"init_audio_strength": INIT_AUDIO_STRENGTH,
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},
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))
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generator.shutdown()
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if __name__ == "__main__":
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main()
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