Operational processes for efficient generation of alternatives:
- Batch generation technology: Write more than one in a single JSONL file
idxEntries, each fine-tuneddescriptionsParameters (e.g. change of genre/instrument) - style matrix approach: Combine different BPMs (80/120/160), genders (male/female), and emotions (happy/sad) to generate a base version.
- automation script: modified in a Python loop
lyrics.jsonlfile, replacing one variable value at a time and calling thegenerate.sh - Rapid screening mechanism: Add a
metadataTags (e.g.v1_jazz_110bpm), feature clustering was automatically extracted with an audio analysis tool (librosa) - Reference Audio Multiplexing: Fixing the premium version of the
prompt_audio_pathThe lyrics are only tweaked to generate variants
This answer comes from the articleSongGeneration: open-source AI model for generating high-quality music and lyricsThe
May not be reproduced without permission:AI productivity tools " How do I achieve rapid generation of multiple alternative demos in music composition?
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