Spaces:
Sleeping
Sleeping
app.py
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import gradio as gr
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import requests
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import uuid
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import os
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import pdfplumber
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import docx2txt
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import logging
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import shutil
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from langdetect import detect
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from multilingual_pdf2text.pdf2text import PDF2Text
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from multilingual_pdf2text.models.document_model.document import Document
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logging.basicConfig(level=logging.INFO)
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FLOWISE_URL = "http://localhost:3000/api/v1/prediction/3d1eebaf-31ee-44d6-94bc-4457948f5240"
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COUNTRIES = ["USA", "Germany", "UAE", "Turkey", "Jordan"]
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LANGUAGES = ["Arabic", "English", "German"]
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# Tesseract availability check
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print("π Checking if Tesseract OCR is installed...")
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tess_path = shutil.which("tesseract")
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if tess_path:
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print(f"β
Tesseract found at: {tess_path}")
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else:
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print("β Tesseract not found. Arabic PDF extraction will likely fail.")
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def extract_text_from_file(file_path):
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ext = os.path.splitext(file_path)[1].lower()
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try:
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if ext == ".pdf":
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with pdfplumber.open(file_path) as pdf:
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extracted = "\n".join(page.extract_text() for page in pdf.pages if page.extract_text())
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sample = extracted[:1000].strip()
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if sample:
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try:
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lang = detect(sample)
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except Exception:
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lang = "unknown"
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if lang == "ar":
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print("π Using Arabic-aware extractor for PDF.")
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try:
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arabic_doc = Document(document_path=file_path, language="ara")
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pdf2text = PDF2Text(document=arabic_doc)
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extracted = pdf2text.extract()
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if isinstance(extracted, list):
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if isinstance(extracted[0], dict):
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return "\n".join([item.get("text", "") for item in extracted])
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elif isinstance(extracted[0], str):
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return "\n".join(extracted)
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elif isinstance(extracted, str):
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return extracted
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else:
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return "[Error: Unexpected format in extracted text.]"
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except Exception as e:
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print(f"β Arabic PDF extraction failed: {e}")
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return "[Error: Failed to extract Arabic text from PDF.]"
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else:
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return extracted
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else:
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arabic_doc = Document(document_path=file_path, language="ara")
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pdf2text = PDF2Text(document=arabic_doc)
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extracted = pdf2text.extract()
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if isinstance(extracted, list):
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if isinstance(extracted[0], dict):
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return "\n".join([item.get("text", "") for item in extracted])
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elif isinstance(extracted[0], str):
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return "\n".join(extracted)
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elif isinstance(extracted, str):
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return extracted
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else:
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return "[Error: Unexpected format in extracted text.]"
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elif ext == ".docx":
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return docx2txt.process(file_path)
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elif ext == ".txt":
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with open(file_path, "r", encoding="utf-8", errors="ignore") as f:
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return f.read()
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else:
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return "[Unsupported file format]"
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except Exception as e:
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return f"[Error reading file: {e}]"
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def send_to_flowise(file, country, language):
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if file is None or not country or not language:
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return "βPlease upload a contract, select a country and language."
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try:
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contract_text = extract_text_from_file(file.name)
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if not contract_text.strip():
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return "β οΈ Could not read any content from the uploaded file."
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prompt = f"""Please audit the following employment contract in light of {country} labor law.
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Only refer to the provided law document (do not use external knowledge).
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Is the contract compliant? Provide reasoning and highlight any issues, and suggest improvements.
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Be precise and don't miss any details in the contract.
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Please respond in {language}.
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<CONTRACT START>
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{contract_text}
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<CONTRACT END>
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"""
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payload = {
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"question": prompt,
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"chatId": str(uuid.uuid4())
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}
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res = requests.post(FLOWISE_URL, json=payload, timeout=300)
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print("π Flowise raw response:", res.text)
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if res.status_code != 200:
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return f"β Flowise error {res.status_code}: {res.text}"
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return res.json().get("text", "β οΈ Flowise returned no text.")
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except Exception as e:
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return f"β Connection error: {e}"
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with gr.Blocks(title="Contract Auditor") as demo:
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gr.Markdown("## π Contract Auditor")
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with gr.Row():
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country_dropdown = gr.Dropdown(choices=COUNTRIES, label="π Select Country", interactive=True)
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language_dropdown = gr.Dropdown(choices=LANGUAGES, label="π£οΈ Response Language", interactive=True)
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file_input = gr.File(label="π Upload a contract file", file_types=[".pdf", ".docx", ".txt"], type="filepath")
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submit_btn = gr.Button("π€ Audit Contract")
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output = gr.Textbox(label="π§ Audit Result", lines=12)
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submit_btn.click(fn=send_to_flowise, inputs=[file_input, country_dropdown, language_dropdown], outputs=output)
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demo.launch()
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