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Create app.py
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app.py
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import json
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import gradio as gr
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from llm_output_parser import parse_json, parse_jsons, parse_xml
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def parse_single_json(text):
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"""Parse a single JSON object from text."""
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try:
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result = parse_json(text)
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return json.dumps(result, indent=2)
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except (ValueError, TypeError) as e:
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return f"Error parsing JSON: {str(e)}"
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def parse_multiple_jsons(text):
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"""Parse multiple JSON objects from text."""
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try:
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results = parse_jsons(text)
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formatted_results = []
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for i, result in enumerate(results):
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formatted_results.append(f"JSON {i+1}:\n{json.dumps(result, indent=2)}")
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return "\n\n".join(formatted_results)
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except (ValueError, TypeError) as e:
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return f"Error parsing JSONs: {str(e)}"
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def parse_xml_to_json(text):
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"""Parse XML from text and convert to JSON format."""
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try:
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result = parse_xml(text)
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return json.dumps(result, indent=2)
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except (ValueError, TypeError) as e:
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return f"Error parsing XML: {str(e)}"
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def process_text(text, parser_type):
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"""Process text based on selected parser type."""
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if not text.strip():
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return "Please enter some text to parse."
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if parser_type == "Single JSON":
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return parse_single_json(text)
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elif parser_type == "Multiple JSONs":
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return parse_multiple_jsons(text)
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elif parser_type == "XML":
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return parse_xml_to_json(text)
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else:
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return "Invalid parser type selected."
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# Example texts for the interface
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example_json = """
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```json
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{
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"name": "John Doe",
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"age": 30,
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"isEmployed": true,
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"address": {
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"street": "123 Main St",
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"city": "Anytown"
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}
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}
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```
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"""
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example_multiple_jsons = """
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Here are some JSON objects:
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```json
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{"id": 1, "name": "Product A"}
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```
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And another one:
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```json
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{"id": 2, "name": "Product B"}
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```
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"""
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example_xml = """
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```xml
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<?xml version="1.0" encoding="UTF-8"?>
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<root>
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<person id="1">
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<name>John Doe</name>
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<age>30</age>
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<address>
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<street>123 Main St</street>
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<city>Anytown</city>
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</address>
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</person>
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</root>
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```
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"""
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# Create Gradio interface
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with gr.Blocks(title="LLM Output Parser") as demo:
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gr.Markdown("# LLM Output Parser")
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gr.Markdown("Extract structured data from text containing JSON or XML")
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with gr.Row():
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with gr.Column():
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input_text = gr.Textbox(
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label="Input Text",
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placeholder="Paste text containing JSON or XML here...",
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lines=15,
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)
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parser_type = gr.Radio(
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choices=["Single JSON", "Multiple JSONs", "XML"],
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label="Parser Type",
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value="Single JSON",
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)
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parse_button = gr.Button("Parse", variant="primary")
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with gr.Column():
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output_text = gr.Textbox(label="Parsed Result", lines=15)
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# Examples
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with gr.Accordion("Example Inputs", open=False):
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gr.Examples(
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examples=[
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[example_json, "Single JSON"],
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[example_multiple_jsons, "Multiple JSONs"],
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[example_xml, "XML"],
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],
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inputs=[input_text, parser_type],
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)
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# Set up event handler
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parse_button.click(
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fn=process_text, inputs=[input_text, parser_type], outputs=output_text
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)
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gr.Markdown(
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"## How to use\n"
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"1. Paste text containing JSON or XML\n"
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"2. Select the parser type\n"
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"3. Click 'Parse' to extract structured data"
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)
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if __name__ == "__main__":
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demo.launch()
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