Krish Shah-Nathwani commited on
Commit
5a36461
·
1 Parent(s): 2cae428

better prompting for chord naming

Browse files
Files changed (1) hide show
  1. app.py +31 -22
app.py CHANGED
@@ -6,45 +6,54 @@ generator = pipeline("text2text-generation", model="google/flan-t5-small")
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  def chord_bot(prompt: str) -> str:
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  """
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- Use FLAN-T5 with few-shot prompting to explain chord progressions in musical terms.
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  """
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  chord_prompt = f"""
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- Given a group of notes, identify what chord those notes make
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- Example:
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- Input: C E G
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- Output: This is a C major chord
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- Example:
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- Input: D F# A C#
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- Output: This is a D major 7 chord.
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- Now explain:
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- Input: {prompt}
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- Output:
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- """
 
 
 
 
 
 
 
 
 
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  # Generate explanation
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  response = generator(
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  chord_prompt,
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- max_new_tokens=150,
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- temperature=0.9,
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  top_p=0.95
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  )
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  # Post-process to clean output
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  raw_text = response[0]["generated_text"]
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- answer = raw_text.split("Output:")[-1].strip()
 
 
 
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  return answer
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- # Gradio UI
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- iface = gr.Interface(
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  fn=chord_bot,
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- inputs=gr.Textbox(lines=2, placeholder="Type a chord progression (e.g., C D E G)"),
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- outputs="text",
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- title="🎶 Locally-Hosted Chord Bot",
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- description="This version runs FLAN-T5 locally with few-shot prompting to explain chord progressions."
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  )
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  if __name__ == "__main__":
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- iface.launch()
 
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  def chord_bot(prompt: str) -> str:
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  """
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+ Use FLAN-T5 with few-shot prompting to identify chords given a list of notes.
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  """
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  chord_prompt = f"""
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+ You are a chord identifier. Given 3 or more notes, return the chord name.
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+ Examples:
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+ Input: C E G
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+ Output: C major
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+ Input: D F# A
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+ Output: D major
 
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+ Input: D F# A C
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+ Output: D7 (dominant 7)
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+
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+ Input: C Eb G
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+ Output: C minor
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+
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+ Input: C Eb G Bb
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+ Output: Cm7 (minor 7)
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+
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+ Now, identify this chord:
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+ Input: {prompt}
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+ Output:
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+ """
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  # Generate explanation
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  response = generator(
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  chord_prompt,
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+ max_new_tokens=32,
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+ temperature=0.0, # deterministic output
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  top_p=0.95
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  )
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  # Post-process to clean output
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  raw_text = response[0]["generated_text"]
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+ if "Output:" in raw_text:
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+ answer = raw_text.split("Output:")[-1].strip()
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+ else:
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+ answer = raw_text.strip()
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  return answer
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+ # Gradio Chat UI
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+ chatbot = gr.ChatInterface(
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  fn=chord_bot,
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+ title="🎶 FLAN-T5 Chord Bot",
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+ description="Type 3+ notes (e.g., C E G or Db F Ab C) and I'll identify the chord."
 
 
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  )
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  if __name__ == "__main__":
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+ chatbot.launch()