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Update app.py
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app.py
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@@ -18,33 +18,17 @@ def extract_amount(input_text):
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match = re.search(r'\b\d{1,15}([.,]\d{1,15})?\b', input_text)
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return match.group(0) if match else "Not found" # Keep as string
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def clean_model_output(model_output):
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"""Ensures the model's output is valid JSON."""
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try:
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model_output = model_output.strip() # Remove extra spaces or newlines
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return json.loads(model_output) # Convert to dictionary
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except json.JSONDecodeError:
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return {} # Return empty dictionary if parsing fails
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def generate_command(input_command):
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"""Runs the model and extracts information."""
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input_ids = tokenizer("extract: " + input_command, return_tensors="pt").input_ids.to(device)
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output_ids = model.generate(input_ids, max_length=128, num_beams=1, early_stopping=True)
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model_output = tokenizer.decode(output_ids[0], skip_special_tokens=True)
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# Extract amount manually
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extracted_amount = extract_amount(input_command)
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#
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model_data = clean_model_output(model_output)
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# Extract required variables from model output
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action = model_data.get("action", "Not found")
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currency = model_data.get("currency", "Not found")
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recipient = model_data.get("recipient", "Not found")
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return extracted_amount, action, currency, recipient
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# Gradio Interface
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iface = gr.Interface(
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@@ -52,13 +36,12 @@ iface = gr.Interface(
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inputs=gr.Textbox(lines=2, placeholder="Enter a command..."),
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outputs=[
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gr.Textbox(label="Extracted Amount"),
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gr.Textbox(label="
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gr.Textbox(label="Currency"),
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gr.Textbox(label="Recipient"),
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],
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title="
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description="
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)
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if __name__ == "__main__":
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iface.launch()
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match = re.search(r'\b\d{1,15}([.,]\d{1,15})?\b', input_text)
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return match.group(0) if match else "Not found" # Keep as string
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def generate_command(input_command):
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"""Runs the model and extracts information, also displaying the raw model output for debugging."""
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input_ids = tokenizer("extract: " + input_command, return_tensors="pt").input_ids.to(device)
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output_ids = model.generate(input_ids, max_length=128, num_beams=1, early_stopping=True)
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model_output = tokenizer.decode(output_ids[0], skip_special_tokens=True).strip()
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# Extract amount manually
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extracted_amount = extract_amount(input_command)
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return extracted_amount, model_output # Show raw model output
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# Gradio Interface
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iface = gr.Interface(
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inputs=gr.Textbox(lines=2, placeholder="Enter a command..."),
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outputs=[
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gr.Textbox(label="Extracted Amount"),
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gr.Textbox(label="Raw Model Output"), # Display raw output for debugging
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],
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title="Debugging Model Output",
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description="Displays extracted amount and raw model output for debugging."
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)
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if __name__ == "__main__":
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iface.launch()
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