Nischal Subedi
commited on
Commit
·
7e15221
1
Parent(s):
72aa01f
UI v18
Browse files
app.py
CHANGED
@@ -5,7 +5,10 @@ from functools import lru_cache
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import re
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import gradio as gr
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try:
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from vector_db import VectorDatabase
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except ImportError:
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print("Error: Could not import VectorDatabase from vector_db.py.")
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@@ -33,7 +36,7 @@ logging.basicConfig(
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format='%(asctime)s - %(levelname)s - [%(filename)s:%(lineno)d] - %(message)s'
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)
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-
# --- RAGSystem Class ---
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class RAGSystem:
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def __init__(self, vector_db: Optional[VectorDatabase] = None):
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logging.info("Initializing RAGSystem")
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@@ -57,7 +60,7 @@ Statutes from context:
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Context information:
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--- START CONTEXT ---
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{context}
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-
--- END
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Answer:"""
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self.prompt_template = PromptTemplate(
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input_variables=["query", "context", "state", "statutes"],
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@@ -72,7 +75,7 @@ Answer:"""
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for statute in statutes:
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statute = statute.strip()
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if '§' in statute and any(char.isdigit() for char in statute):
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-
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if len(statute) > 5:
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valid_statutes.append(statute)
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@@ -169,7 +172,7 @@ Answer:"""
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if not answer_text:
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logging.warning("LLM returned an empty answer.")
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answer_text = "<div class='error-message'>The AI model returned an empty response. This might be due to the query, context limitations, or temporary issues. Please try rephrasing your question or try again later.</div>"
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else:
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logging.info("LLM generated answer successfully.")
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@@ -189,10 +192,10 @@ Answer:"""
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error_message = "Error: The request was too long for the AI model. This can happen with very complex questions or extensive retrieved context."
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details = "Try simplifying your question or asking about a more specific aspect."
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elif "timeout" in str(e).lower():
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-
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-
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formatted_error = f"<div class='error-message'>{error_message}</div>"
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if details:
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formatted_error += f"<div class='error-details'>{details}</div>"
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@@ -220,6 +223,7 @@ Answer:"""
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raise FileNotFoundError(f"PDF file not found: {pdf_path}")
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try:
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logging.info(f"Attempting to load/verify data from PDF: {pdf_path}")
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num_states_processed = self.vector_db.process_and_load_pdf(pdf_path)
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doc_count = self.vector_db.document_collection.count()
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state_count = self.vector_db.state_collection.count()
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@@ -237,15 +241,12 @@ Answer:"""
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logging.error(f"Failed to load or process PDF '{pdf_path}': {str(e)}", exc_info=True)
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raise RuntimeError(f"Failed to process PDF '{pdf_path}': {e}") from e
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-
# --- GRADIO INTERFACE ---
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def gradio_interface(self):
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# Wrapper function for the Gradio interface logic
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def query_interface_wrapper(api_key: str, query: str, state: str) -> str:
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-
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# Re-validate inputs robustly
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if not api_key or not api_key.strip() or not api_key.startswith("sk-"):
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-
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if not state or state == "Select a state..." or "Error" in state:
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return "<div class='error-message'><span class='error-icon'>⚠️</span>Please select a valid state from the dropdown.</div>"
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if not query or not query.strip():
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@@ -253,785 +254,540 @@ Answer:"""
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# Call the core processing logic
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result = self.process_query(query=query, state=state, openai_api_key=api_key)
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#
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-
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-
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# Add a header *only* if the answer is not an error message itself
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if not "<div class='error-message'>" in answer:
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formatted_response = f"<div class='response-header'><span class='response-icon'>📜</span>Response for {state}</div><hr class='divider'>{answer}"
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else:
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formatted_response = answer # Pass through error messages directly
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-
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# Log context length for debugging (optional)
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context_used = result.get("context_used", "N/A")
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if isinstance(context_used, str) and "N/A" not in context_used:
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logging.debug(f"Context length used for query: {len(context_used)} characters.")
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else:
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-
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return formatted_response
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-
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# --- Get Available States for Dropdown ---
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try:
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available_states_list = self.get_states()
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logging.error("Could not load states for dropdown. UI will show error.")
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else:
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dropdown_choices = ["Select a state..."] + available_states_list
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initial_value = dropdown_choices[0]
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except Exception as e:
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logging.error(f"Unexpected critical error getting states: {e}", exc_info=True)
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dropdown_choices = ["Error: Critical failure loading states"]
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initial_value = dropdown_choices[0]
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-
#
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example_queries_base = [
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["What are the rules for security deposit returns?", "California"],
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["Can a landlord enter my apartment without notice?", "New York"],
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["My landlord hasn't made necessary repairs. What can I do?", "Texas"],
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["
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["
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["What happens if I break my lease early?", "Washington"]
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]
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example_queries = []
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if available_states_list and "Error" not in available_states_list[0]:
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loaded_states_set = set(available_states_list)
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example_queries = [ex for ex in example_queries_base if ex[1] in loaded_states_set]
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-
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#
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custom_css = """
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:root {
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--primary-color: #
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--primary-hover: #
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--
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--secondary
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--text-primary: #
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--text-secondary: #
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--
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--
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--
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--shadow: 0
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--
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--error-
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--error-
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--error-text: #
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--divider: #E5E7EB; /* Gray 200 */
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--focus-ring: rgba(37, 99, 235, 0.3); /* Based on new primary */
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}
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/* Dark Mode Variables */
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@media (prefers-color-scheme: dark) {
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:root {
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--primary
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--
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--text-primary: #
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--text-secondary: #
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--
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--
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--border
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--
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--error-bg: #450A0A; /* Darker Red */
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--error-border: #7F1D1D; /* Darker Red */
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--error-accent: #F87171; /* Lighter Red for accent */
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--error-text: #FECACA; /* Lighter Red for text */
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--success-bg: #064E3B; /* Darker Green */
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--success-border: #15803D; /* Darker Green */
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--success-text: #A7F3D0; /* Lighter Green */
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--divider: #374151; /* Gray 700 */
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--focus-ring: rgba(59, 130, 246, 0.4);
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}
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}
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font-family: 'Poppins', -apple-system, BlinkMacSystemFont, sans-serif !important;
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background: var(--background) !important;
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color: var(--text-primary) !important;
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margin: 0;
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padding: 0;
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min-height: 100vh;
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font-size: 15px; /* Slightly smaller base font */
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line-height: 1.6; /* Increased line height for readability */
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-webkit-font-smoothing: antialiased;
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-moz-osx-font-smoothing: grayscale;
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}
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* {
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box-sizing: border-box;
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}
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/* --- Main Content Container --- */
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.gradio-container > .flex.flex-col {
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max-width: 960px; /* Slightly narrower for focus */
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margin: 0 auto !important;
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padding:
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padding: 1.75rem !important; /* Adjusted padding */
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box-shadow: var(--shadow) !important;
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transition: transform 0.2s ease, background 0.2s ease, border 0.2s ease;
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}
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.card-style:hover {
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transform: translateY(-2px);
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}
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/* --- Header Section --- */
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.header-section {
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background: var(--primary-color) !important; /* Solid primary color */
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border-radius: 12px !important;
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padding: 2.5rem 2rem !important;
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text-align: center !important;
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box-shadow: var(--shadow) !important;
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position: relative;
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overflow: hidden;
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}
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.header-section::before { /* Subtle background pattern */
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content: '';
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position: absolute;
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top: 0; left: 0; width: 100%; height: 100%;
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background-image: radial-gradient(rgba(255, 255, 255, 0.07) 1px, transparent 1.2px);
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background-size: 8px 8px;
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opacity: 0.5;
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pointer-events: none;
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}
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.header-logo {
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font-size: 2.5rem; /* Adjusted size */
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margin-bottom: 0.75rem;
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}
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.header-title {
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font-size: 2rem; /* Adjusted size */
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font-weight: 600; /* Adjusted weight */
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margin: 0 0 0.5rem 0;
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}
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.header-
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font-size:
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}
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/* --- Introduction Section --- */
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.intro-card h3 { /* Title like "Know Your Rights" */
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font-size: 1.5rem; /* Adjusted relative to new base */
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font-weight: 600;
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color: var(--primary-color);
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margin: 0 0 1rem 0;
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padding-bottom: 0.5rem;
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border-bottom: 2px solid var(--primary-color);
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display: inline-block;
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}
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.intro-card p {
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font-size: 0.95rem; /* Adjusted relative to new base */
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line-height: 1.7;
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color: var(--text-secondary);
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margin: 0 0 0.75rem 0;
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}
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.intro-card a {
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color: var(--primary-color);
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text-decoration: none;
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font-weight: 500;
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transition: color 0.2s ease;
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}
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.intro-card a:hover {
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color: var(--primary-hover);
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text-decoration: underline;
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}
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.
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font-
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}
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font-
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}
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}
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}
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}
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.gradio-textbox textarea,
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.gradio-
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.gradio-
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border
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color: var(--text-primary) !important;
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transition:
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box-shadow: inset 0 1px 2px rgba(0, 0, 0, 0.03);
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}
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.gradio-textbox textarea {
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min-height: 110px; /* Adjusted height */
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resize: vertical;
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}
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.gradio-textbox textarea:focus,
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.gradio-
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.gradio-
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border-color: var(--primary-color) !important;
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box-shadow: 0 0 0 3px var(--focus-ring) !important; /* Slightly smaller focus ring */
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outline: none !important;
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}
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.gradio-
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font-weight: 500 !important;
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color: var(--text-primary) !important;
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display: block !important;
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}
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color: var(--text-secondary) !important;
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margin-top: 0.
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}
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.button-row {
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display: flex;
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gap:
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justify-content: flex-end;
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}
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.gradio-button {
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font-size: 0.95rem !important; /* Adjusted font size */
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font-weight: 500 !important;
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}
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.gradio-button:hover:not(:disabled) {
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transform: translateY(-1px);
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box-shadow: 0 2px 4px rgba(0,0,0,0.07) !important;
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}
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.gradio-button:active:not(:disabled) {
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transform: scale(0.98) translateY(0);
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}
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.gradio-button:disabled {
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background: var(--border-color) !important;
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color: var(--text-secondary) !important;
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cursor: not-allowed;
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box-shadow: none !important;
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}
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.gr-button-primary {
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background: var(--primary-color) !important;
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color:
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}
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.gr-button-primary:hover
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background: var(--primary-hover) !important;
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}
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.gr-button-secondary {
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background:
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color: var(--text-primary) !important;
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border:
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box-shadow: none !important;
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}
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.gr-button-secondary:hover:not(:disabled) {
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background: var(--background) !important; /* Use main bg for hover */
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border-color: var(--secondary-hover) !important;
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}
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/* --- Output Section --- */
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.output-card .response-header {
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font-size: 1.3rem; /* Adjusted */
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font-weight: 600;
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color: var(--text-primary);
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margin: 0 0 0.75rem 0;
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display: flex;
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align-items: center;
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gap: 0.5rem;
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}
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.output-card .response-icon {
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font-size: 1.5rem; /* Adjusted */
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}
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.output-card .divider {
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border: none;
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border-top: 1px solid var(--divider);
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margin: 0.75rem 0 1.25rem 0; /* Adjusted margins */
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}
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.
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color: var(--text-primary);
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}
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.output-card .output-content-wrapper p {
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margin-bottom: 0.85rem;
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}
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.output-card .output-content-wrapper ul,
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.output-card .output-content-wrapper ol {
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margin-left: 1.25rem;
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margin-bottom: 0.85rem;
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padding-left: 0.85rem;
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}
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.output-card .output-content-wrapper li {
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margin-bottom: 0.4rem;
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}
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.output-card .output-content-wrapper strong,
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.output-card .output-content-wrapper b {
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font-weight: 600;
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color: var(--text-primary);
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}
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.output-card .output-content-wrapper a {
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color: var(--primary-color);
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text-decoration: none;
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font-weight: 500;
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}
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.output-card .output-content-wrapper a:hover {
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618 |
-
color: var(--primary-hover);
|
619 |
-
text-decoration: underline;
|
620 |
-
}
|
621 |
-
/* Error and Success Messages */
|
622 |
-
.output-card .error-message,
|
623 |
-
.output-card .success-message {
|
624 |
-
display: flex;
|
625 |
-
align-items: flex-start;
|
626 |
-
gap: 0.6rem;
|
627 |
-
border-radius: 8px; /* Match other radii */
|
628 |
-
padding: 0.85rem 1.25rem; /* Adjusted padding */
|
629 |
-
margin-top: 0.5rem;
|
630 |
-
font-weight: 500;
|
631 |
-
line-height: 1.5;
|
632 |
-
}
|
633 |
-
.output-card .error-message {
|
634 |
-
background: var(--error-bg);
|
635 |
-
border: 1px solid var(--error-border);
|
636 |
-
border-left: 3px solid var(--error-accent); /* Thinner accent line */
|
637 |
-
color: var(--error-text);
|
638 |
}
|
639 |
-
|
640 |
-
|
641 |
-
|
642 |
-
|
643 |
-
border-
|
|
|
|
|
|
|
|
|
|
|
644 |
}
|
645 |
-
.
|
646 |
-
|
647 |
-
font-
|
648 |
-
|
649 |
-
margin-
|
|
|
|
|
|
|
650 |
}
|
651 |
-
.
|
652 |
-
font-size:
|
653 |
-
color: var(--
|
654 |
-
margin-top: 0.4rem;
|
655 |
-
font-style: italic;
|
656 |
}
|
657 |
-
|
658 |
-
|
659 |
-
|
660 |
-
|
661 |
-
|
662 |
-
|
663 |
-
|
664 |
-
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
665 |
}
|
666 |
-
|
667 |
-
|
668 |
-
.examples-card .gr-examples-header {
|
669 |
-
font-size: 1.3rem !important; /* Adjusted */
|
670 |
font-weight: 600 !important;
|
671 |
color: var(--text-primary) !important;
|
672 |
-
margin: 0 0 1.25rem 0 !important;
|
673 |
-
padding-bottom: 0.5rem !important;
|
674 |
-
border-bottom: 1px solid var(--divider) !important; /* Thinner divider */
|
675 |
}
|
676 |
-
.examples-
|
677 |
-
|
678 |
-
width: 100% !important;
|
679 |
-
background: var(--card-background) !important;
|
680 |
-
border-radius: 8px !important; /* Match other radii */
|
681 |
-
overflow: hidden;
|
682 |
-
border: 1px solid var(--border-color) !important; /* Add outer border to table */
|
683 |
-
}
|
684 |
-
.examples-card .gr-examples-table th,
|
685 |
-
.examples-card .gr-examples-table td {
|
686 |
-
text-align: left !important;
|
687 |
-
padding: 0.75rem 1rem !important; /* Adjusted padding */
|
688 |
-
border: 1px solid var(--border-color) !important;
|
689 |
-
font-size: 0.9rem !important; /* Adjusted font size */
|
690 |
color: var(--text-primary) !important;
|
691 |
-
|
692 |
-
|
693 |
-
.examples-card .gr-examples-table th {
|
694 |
-
font-weight: 500 !important;
|
695 |
-
background: var(--background) !important; /* Use main bg for header */
|
696 |
-
}
|
697 |
-
.examples-card .gr-examples-table tr {
|
698 |
-
cursor: pointer;
|
699 |
-
transition: background 0.2s ease;
|
700 |
}
|
701 |
-
.examples-
|
702 |
-
background: var(--background) !important;
|
703 |
}
|
704 |
-
|
705 |
-
|
706 |
-
|
707 |
-
|
708 |
-
border-
|
709 |
-
padding: 1.5rem
|
710 |
-
margin-top: 1.5rem !important;
|
711 |
text-align: center !important;
|
|
|
|
|
|
|
|
|
712 |
color: var(--text-secondary) !important;
|
713 |
-
font-size: 0.85rem !important; /* Adjusted font size */
|
714 |
line-height: 1.5 !important;
|
715 |
}
|
716 |
-
.footer
|
717 |
-
color: var(--
|
718 |
-
|
719 |
-
|
720 |
-
.footer-section a {
|
721 |
-
color: var(--primary-color);
|
722 |
-
text-decoration: none;
|
723 |
-
font-weight: 500;
|
724 |
}
|
725 |
-
.footer
|
726 |
-
|
727 |
-
text-decoration: underline;
|
728 |
}
|
729 |
-
|
730 |
-
|
731 |
-
|
732 |
-
|
733 |
-
|
734 |
-
}
|
735 |
-
/* Remove custom box-shadow focus for inputs/selects if :focus-visible is preferred */
|
736 |
-
.gradio-textbox textarea:focus,
|
737 |
-
.gradio-dropdown select:focus,
|
738 |
-
.gradio-textbox input[type=password]:focus {
|
739 |
-
border-color: var(--primary-color) !important;
|
740 |
-
box-shadow: 0 0 0 3px var(--focus-ring) !important; /* Keep this for consistent focus */
|
741 |
-
outline: none !important;
|
742 |
-
}
|
743 |
-
.gradio-button span:focus { /* Remove Gradio's default focus on button text */
|
744 |
-
outline: none !important;
|
745 |
}
|
746 |
-
|
747 |
-
|
748 |
-
/* --- Responsive Adjustments --- */
|
749 |
@media (max-width: 768px) {
|
750 |
-
|
751 |
-
|
752 |
-
padding: 2rem 1rem !important;
|
753 |
-
gap: 1.5rem !important;
|
754 |
}
|
755 |
-
|
756 |
-
|
757 |
-
|
758 |
}
|
759 |
-
|
760 |
-
|
761 |
-
|
762 |
}
|
763 |
-
|
764 |
-
.header-tagline { font-size: 1rem; }
|
765 |
.input-row {
|
766 |
-
flex-direction: column;
|
767 |
-
gap: 1rem;
|
768 |
-
}
|
769 |
-
.button-row { justify-content: center; }
|
770 |
-
.intro-card h3, .input-form-card h3, .output-card .response-header, .examples-card .gr-examples-header {
|
771 |
-
font-size: 1.2rem !important;
|
772 |
-
}
|
773 |
-
}
|
774 |
-
@media (max-width: 480px) {
|
775 |
-
body { font-size: 14px; } /* Keep 14px or adjust if too small */
|
776 |
-
.gradio-container > .flex.flex-col {
|
777 |
-
padding: 1.25rem 0.75rem !important;
|
778 |
-
gap: 1.25rem !important;
|
779 |
-
}
|
780 |
-
.card-style {
|
781 |
-
padding: 1rem !important;
|
782 |
-
border-radius: 8px !important;
|
783 |
-
}
|
784 |
-
.header-section {
|
785 |
-
padding: 1.5rem 1rem !important;
|
786 |
-
border-radius: 8px !important;
|
787 |
-
}
|
788 |
-
.header-logo { font-size: 2rem; }
|
789 |
-
.header-title { font-size: 1.5rem; }
|
790 |
-
.header-tagline { font-size: 0.9rem; }
|
791 |
-
|
792 |
-
.intro-card h3, .input-form-card h3, .output-card .response-header, .examples-card .gr-examples-header {
|
793 |
-
font-size: 1.1rem !important;
|
794 |
-
}
|
795 |
-
.gradio-textbox textarea,
|
796 |
-
.gradio-dropdown select,
|
797 |
-
.gradio-textbox input[type=password] {
|
798 |
-
font-size: 0.9rem !important;
|
799 |
-
padding: 0.7rem 0.9rem !important;
|
800 |
-
}
|
801 |
-
.gradio-button {
|
802 |
-
width: 100%;
|
803 |
-
padding: 0.7rem 1.25rem !important;
|
804 |
-
font-size: 0.9rem !important;
|
805 |
}
|
|
|
806 |
.button-row {
|
807 |
-
flex-direction: column;
|
808 |
-
gap: 0.5rem;
|
809 |
}
|
810 |
-
|
811 |
-
.
|
812 |
-
|
813 |
-
font-size: 0.85rem !important;
|
814 |
}
|
815 |
}
|
816 |
-
|
817 |
-
/* --- Gradio Overrides --- */
|
818 |
-
.gradio-container > .flex {
|
819 |
-
gap: 2rem !important; /* Match main gap */
|
820 |
-
}
|
821 |
-
.gradio-markdown > *:first-child { margin-top: 0; }
|
822 |
-
.gradio-markdown > *:last-child { margin-bottom: 0; }
|
823 |
-
.gradio-dropdown,
|
824 |
-
.gradio-textbox { /* Remove Gradio default borders/padding around components */
|
825 |
-
border: none !important;
|
826 |
-
padding: 0 !important;
|
827 |
-
background: transparent !important;
|
828 |
-
}
|
829 |
"""
|
830 |
|
831 |
-
|
832 |
-
with gr.Blocks(theme=None, css=custom_css, title="Landlord-Tenant Rights Assistant") as demo:
|
833 |
# Header Section
|
834 |
-
with gr.Group(elem_classes="header-
|
835 |
gr.Markdown(
|
836 |
"""
|
837 |
-
<
|
838 |
-
|
839 |
-
|
840 |
-
|
841 |
-
|
842 |
-
|
843 |
-
# Introduction Section
|
844 |
-
with gr.Group(elem_classes="card-style intro-card"):
|
845 |
-
gr.Markdown(
|
846 |
"""
|
847 |
-
<h3>Know Your Rights</h3>
|
848 |
-
<p>Navigate landlord-tenant laws with ease. Enter your <strong>OpenAI API key</strong>, select your state, and ask your question to get detailed, state-specific answers.</p>
|
849 |
-
<p>Don't have an API key? <a href='https://platform.openai.com/api-keys' target='_blank'>Get one free from OpenAI</a>.</p>
|
850 |
-
<p><strong>Disclaimer:</strong> This tool provides information only, not legal advice. For legal guidance, consult a licensed attorney.</p>
|
851 |
-
""", elem_id="app-description"
|
852 |
)
|
853 |
|
854 |
-
#
|
855 |
-
with gr.
|
856 |
-
gr.Markdown("<h3>Ask Your Question</h3>", elem_id="form-heading")
|
857 |
|
858 |
-
|
859 |
-
|
860 |
-
|
861 |
-
|
862 |
-
|
863 |
-
|
864 |
-
|
865 |
-
|
|
|
866 |
)
|
867 |
|
868 |
-
|
869 |
-
|
870 |
-
|
871 |
-
|
872 |
-
|
873 |
-
|
874 |
-
|
875 |
-
|
876 |
-
|
877 |
-
|
878 |
-
state_input = gr.Dropdown(
|
879 |
-
label="Select State",
|
880 |
-
choices=dropdown_choices,
|
881 |
-
value=initial_value,
|
882 |
-
allow_custom_value=False,
|
883 |
-
elem_id="state-dropdown"
|
884 |
-
)
|
885 |
-
|
886 |
-
with gr.Row(elem_classes="button-row"):
|
887 |
-
clear_button = gr.Button(
|
888 |
-
"Clear",
|
889 |
-
variant="secondary",
|
890 |
-
elem_id="clear-button",
|
891 |
-
elem_classes=["gr-button-secondary"]
|
892 |
-
)
|
893 |
-
submit_button = gr.Button(
|
894 |
-
"Submit Query",
|
895 |
-
variant="primary",
|
896 |
-
elem_id="submit-button",
|
897 |
-
elem_classes=["gr-button-primary"]
|
898 |
)
|
899 |
|
900 |
-
|
901 |
-
|
902 |
-
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
903 |
output = gr.Markdown(
|
904 |
-
value="<div class='placeholder'>
|
905 |
-
elem_id="output-content",
|
906 |
elem_classes="output-content-wrapper"
|
907 |
)
|
908 |
|
909 |
-
|
910 |
-
|
911 |
-
|
912 |
-
|
913 |
-
|
914 |
-
|
915 |
-
|
916 |
-
|
917 |
-
|
918 |
-
|
919 |
-
|
920 |
-
|
921 |
-
"<div class='placeholder'>Sample questions could not be loaded. Please ensure states are available.</div>"
|
922 |
-
)
|
923 |
|
924 |
# Footer Section
|
925 |
-
with gr.Group(elem_classes="footer-
|
926 |
gr.Markdown(
|
927 |
"""
|
928 |
-
|
929 |
-
|
930 |
-
|
931 |
-
""", elem_id="app-footer"
|
932 |
)
|
933 |
|
934 |
-
#
|
935 |
submit_button.click(
|
936 |
fn=query_interface_wrapper,
|
937 |
inputs=[api_key_input, query_input, state_input],
|
938 |
outputs=output,
|
939 |
api_name="submit_query"
|
940 |
)
|
941 |
-
|
942 |
clear_button.click(
|
943 |
fn=lambda: (
|
944 |
-
"",
|
|
|
|
|
945 |
"<div class='placeholder'>Inputs cleared. Ready for your next question.</div>"
|
946 |
),
|
947 |
inputs=[],
|
948 |
outputs=[api_key_input, query_input, state_input, output]
|
949 |
)
|
950 |
|
951 |
-
|
952 |
-
return demo
|
953 |
|
954 |
-
# --- Main Execution Block ---
|
955 |
if __name__ == "__main__":
|
956 |
logging.info("Starting Landlord-Tenant Rights Bot application...")
|
957 |
try:
|
958 |
SCRIPT_DIR = os.path.dirname(os.path.abspath(__file__))
|
959 |
-
DEFAULT_PDF_PATH = os.path.join(SCRIPT_DIR, "
|
960 |
-
DEFAULT_DB_PATH = os.path.join(SCRIPT_DIR, "
|
961 |
|
962 |
PDF_PATH = os.getenv("PDF_PATH", DEFAULT_PDF_PATH)
|
963 |
VECTOR_DB_PATH = os.getenv("VECTOR_DB_PATH", DEFAULT_DB_PATH)
|
964 |
|
965 |
os.makedirs(os.path.dirname(VECTOR_DB_PATH), exist_ok=True)
|
966 |
-
os.makedirs(os.path.dirname(PDF_PATH), exist_ok=True)
|
967 |
-
|
968 |
-
logging.info(f"Using PDF path: {PDF_PATH}")
|
969 |
-
logging.info(f"Using Vector DB path: {VECTOR_DB_PATH}")
|
970 |
|
|
|
971 |
if not os.path.exists(PDF_PATH):
|
972 |
logging.error(f"FATAL: PDF file not found at the specified path: {PDF_PATH}")
|
973 |
-
print(f"\n--- CONFIGURATION ERROR
|
974 |
-
|
975 |
-
|
976 |
-
|
977 |
-
|
978 |
-
|
|
|
|
|
|
|
979 |
|
980 |
-
logging.info("Initializing Vector Database...")
|
981 |
vector_db_instance = VectorDatabase(persist_directory=VECTOR_DB_PATH)
|
982 |
-
logging.info("Initializing RAG System...")
|
983 |
rag = RAGSystem(vector_db=vector_db_instance)
|
984 |
|
985 |
-
|
986 |
-
states_loaded_count = rag.load_pdf(PDF_PATH)
|
987 |
-
doc_count = vector_db_instance.document_collection.count() if vector_db_instance.document_collection else 0
|
988 |
-
state_count = vector_db_instance.state_collection.count() if vector_db_instance.state_collection else 0
|
989 |
-
total_items = doc_count + state_count
|
990 |
|
991 |
-
if total_items > 0:
|
992 |
-
logging.info(f"Data loading/verification complete. Vector DB contains {total_items} items. Found {states_loaded_count} distinct states.")
|
993 |
-
else:
|
994 |
-
logging.warning("Potential issue: PDF processed but Vector DB appears empty. Check PDF content/format and logs.")
|
995 |
-
print("\nWarning: No data loaded from PDF or found in DB. Application might not function correctly.\n")
|
996 |
-
|
997 |
-
logging.info("Setting up Gradio interface...")
|
998 |
app_interface = rag.gradio_interface()
|
|
|
999 |
|
1000 |
-
SERVER_PORT = 7860
|
1001 |
logging.info(f"Launching Gradio app on http://0.0.0.0:{SERVER_PORT}")
|
1002 |
-
print("\n--- Gradio App Running
|
1003 |
-
|
1004 |
-
print("--------------------------\n")
|
1005 |
-
app_interface.launch(
|
1006 |
-
server_name="0.0.0.0",
|
1007 |
-
server_port=SERVER_PORT,
|
1008 |
-
share=True # Set to False if you don't want public sharing links
|
1009 |
-
)
|
1010 |
|
1011 |
-
except
|
1012 |
-
|
1013 |
-
|
1014 |
-
|
1015 |
-
|
1016 |
-
|
1017 |
-
|
1018 |
-
logging.error(f"Import error: {str(import_error)}. Check dependencies.", exc_info=True)
|
1019 |
-
print(f"\n--- STARTUP ERROR: Missing Dependency ---")
|
1020 |
-
print(f"Import Error: {str(import_error)}")
|
1021 |
-
print(f"Please ensure required libraries are installed (e.g., pip install -r requirements.txt).")
|
1022 |
-
print(f"-----------------------------------------\n")
|
1023 |
exit(1)
|
1024 |
-
except
|
1025 |
-
logging.error(f"
|
1026 |
-
print(f"\n--- STARTUP ERROR
|
1027 |
-
print(f"Runtime Error: {str(runtime_error)}")
|
1028 |
-
print(f"Check logs for details, often related to data loading or DB setup.")
|
1029 |
-
print(f"--------------------------------------\n")
|
1030 |
exit(1)
|
1031 |
except Exception as e:
|
1032 |
-
logging.error(f"
|
1033 |
-
print(f"\n--- FATAL STARTUP ERROR
|
1034 |
-
print(f"An unexpected error stopped the application: {str(e)}")
|
1035 |
-
print(f"Check logs for detailed traceback.")
|
1036 |
-
print(f"---------------------------\n")
|
1037 |
exit(1)
|
|
|
5 |
import re
|
6 |
|
7 |
import gradio as gr
|
8 |
+
import gradio.themes as themes # Import gradio.themes
|
9 |
+
|
10 |
try:
|
11 |
+
# Assuming vector_db.py exists in the same directory or is installed
|
12 |
from vector_db import VectorDatabase
|
13 |
except ImportError:
|
14 |
print("Error: Could not import VectorDatabase from vector_db.py.")
|
|
|
36 |
format='%(asctime)s - %(levelname)s - [%(filename)s:%(lineno)d] - %(message)s'
|
37 |
)
|
38 |
|
39 |
+
# --- RAGSystem Class (Processing Logic - kept intact as requested) ---
|
40 |
class RAGSystem:
|
41 |
def __init__(self, vector_db: Optional[VectorDatabase] = None):
|
42 |
logging.info("Initializing RAGSystem")
|
|
|
60 |
Context information:
|
61 |
--- START CONTEXT ---
|
62 |
{context}
|
63 |
+
--- END CONCONTEXT ---
|
64 |
Answer:"""
|
65 |
self.prompt_template = PromptTemplate(
|
66 |
input_variables=["query", "context", "state", "statutes"],
|
|
|
75 |
for statute in statutes:
|
76 |
statute = statute.strip()
|
77 |
if '§' in statute and any(char.isdigit() for char in statute):
|
78 |
+
if not re.match(r'^\([\w\.]+\)$', statute) and 'http' not in statute:
|
79 |
if len(statute) > 5:
|
80 |
valid_statutes.append(statute)
|
81 |
|
|
|
172 |
|
173 |
if not answer_text:
|
174 |
logging.warning("LLM returned an empty answer.")
|
175 |
+
answer_text = "<div class='error-message'><span class='error-icon'>⚠️</span>The AI model returned an empty response. This might be due to the query, context limitations, or temporary issues. Please try rephrasing your question or try again later.</div>"
|
176 |
else:
|
177 |
logging.info("LLM generated answer successfully.")
|
178 |
|
|
|
192 |
error_message = "Error: The request was too long for the AI model. This can happen with very complex questions or extensive retrieved context."
|
193 |
details = "Try simplifying your question or asking about a more specific aspect."
|
194 |
elif "timeout" in str(e).lower():
|
195 |
+
error_message = "Error: The request to the AI model timed out. The service might be busy."
|
196 |
+
details = "Please try again in a few moments."
|
197 |
|
198 |
+
formatted_error = f"<div class='error-message'><span class='error-icon'>❌</span>{error_message}</div>"
|
199 |
if details:
|
200 |
formatted_error += f"<div class='error-details'>{details}</div>"
|
201 |
|
|
|
223 |
raise FileNotFoundError(f"PDF file not found: {pdf_path}")
|
224 |
try:
|
225 |
logging.info(f"Attempting to load/verify data from PDF: {pdf_path}")
|
226 |
+
# Assuming process_and_load_pdf is part of VectorDatabase and correctly implemented
|
227 |
num_states_processed = self.vector_db.process_and_load_pdf(pdf_path)
|
228 |
doc_count = self.vector_db.document_collection.count()
|
229 |
state_count = self.vector_db.state_collection.count()
|
|
|
241 |
logging.error(f"Failed to load or process PDF '{pdf_path}': {str(e)}", exc_info=True)
|
242 |
raise RuntimeError(f"Failed to process PDF '{pdf_path}': {e}") from e
|
243 |
|
244 |
+
# --- GRADIO INTERFACE (Refactored to use earneleh/paris theme) ---
|
245 |
def gradio_interface(self):
|
|
|
246 |
def query_interface_wrapper(api_key: str, query: str, state: str) -> str:
|
247 |
+
# Basic client-side validation for immediate feedback (redundant but good UX)
|
|
|
|
|
248 |
if not api_key or not api_key.strip() or not api_key.startswith("sk-"):
|
249 |
+
return "<div class='error-message'><span class='error-icon'>⚠️</span>Please provide a valid OpenAI API key (starting with 'sk-'). <a href='https://platform.openai.com/api-keys' target='_blank'>Get one free from OpenAI</a>.</div>"
|
250 |
if not state or state == "Select a state..." or "Error" in state:
|
251 |
return "<div class='error-message'><span class='error-icon'>⚠️</span>Please select a valid state from the dropdown.</div>"
|
252 |
if not query or not query.strip():
|
|
|
254 |
|
255 |
# Call the core processing logic
|
256 |
result = self.process_query(query=query, state=state, openai_api_key=api_key)
|
257 |
+
answer = result.get("answer", "<div class='error-message'><span class='error-icon'>⚠️</span>An unexpected error occurred.</div>")
|
258 |
|
259 |
+
# Check if the answer already contains an error message (from deeper within process_query)
|
260 |
+
if "<div class='error-message'>" in answer:
|
261 |
+
return answer # Return the pre-formatted error message directly
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
262 |
else:
|
263 |
+
# Format the successful response with the new UI structure
|
264 |
+
formatted_response = f"<div class='response-header'><span class='response-icon'>📜</span>Response for {state}</div><hr class='divider'>{answer}"
|
265 |
+
return formatted_response
|
266 |
|
|
|
|
|
|
|
267 |
try:
|
268 |
available_states_list = self.get_states()
|
269 |
+
dropdown_choices = ["Select a state..."] + (available_states_list if available_states_list and "Error" not in available_states_list[0] else ["Error: States unavailable"])
|
270 |
+
initial_value = dropdown_choices[0]
|
271 |
+
except Exception: # Catch-all for safety
|
|
|
|
|
|
|
|
|
|
|
|
|
272 |
dropdown_choices = ["Error: Critical failure loading states"]
|
273 |
initial_value = dropdown_choices[0]
|
274 |
|
275 |
+
# Define example queries, filtering based on available states
|
276 |
example_queries_base = [
|
277 |
["What are the rules for security deposit returns?", "California"],
|
278 |
["Can a landlord enter my apartment without notice?", "New York"],
|
279 |
["My landlord hasn't made necessary repairs. What can I do?", "Texas"],
|
280 |
+
["How much notice must a landlord give to raise rent?", "Florida"],
|
281 |
+
["What is an implied warranty of habitability?", "Illinois"]
|
|
|
282 |
]
|
283 |
example_queries = []
|
284 |
+
if available_states_list and "Error" not in available_states_list[0] and len(available_states_list) > 0:
|
285 |
loaded_states_set = set(available_states_list)
|
286 |
+
# Filter for examples whose state is in the loaded states
|
287 |
example_queries = [ex for ex in example_queries_base if ex[1] in loaded_states_set]
|
288 |
+
# Add a generic example if no specific state examples match or if list is empty
|
289 |
+
if not example_queries:
|
290 |
+
example_queries.append(["What basic rights do tenants have?", available_states_list[0] if available_states_list else "California"])
|
291 |
+
else: # Fallback if states list is problematic
|
292 |
+
example_queries.append(["What basic rights do tenants have?", "California"])
|
293 |
|
294 |
+
# Improved Custom CSS for better UI design and HuggingFace compatibility
|
295 |
custom_css = """
|
296 |
+
/* Import legible fonts */
|
297 |
+
@import url('https://fonts.googleapis.com/css2?family=Inter:wght@300;400;500;600;700&family=Poppins:wght@600;700;800&display=swap');
|
298 |
+
|
299 |
+
/* Root variables for consistent theming */
|
300 |
:root {
|
301 |
+
--primary-color: #2563eb;
|
302 |
+
--primary-hover: #1d4ed8;
|
303 |
+
--background-primary: #ffffff;
|
304 |
+
--background-secondary: #f8fafc;
|
305 |
+
--text-primary: #1e293b;
|
306 |
+
--text-secondary: #64748b;
|
307 |
+
--border-color: #e2e8f0;
|
308 |
+
--border-focus: #2563eb;
|
309 |
+
--shadow-sm: 0 1px 2px 0 rgb(0 0 0 / 0.05);
|
310 |
+
--shadow-md: 0 4px 6px -1px rgb(0 0 0 / 0.1);
|
311 |
+
--shadow-lg: 0 10px 15px -3px rgb(0 0 0 / 0.1);
|
312 |
+
--error-bg: #fef2f2;
|
313 |
+
--error-border: #fecaca;
|
314 |
+
--error-text: #dc2626;
|
315 |
+
}
|
316 |
+
|
317 |
+
/* Dark mode variables */
|
|
|
|
|
|
|
|
|
|
|
318 |
@media (prefers-color-scheme: dark) {
|
319 |
:root {
|
320 |
+
--background-primary: #0f172a;
|
321 |
+
--background-secondary: #1e293b;
|
322 |
+
--text-primary: #f1f5f9;
|
323 |
+
--text-secondary: #94a3b8;
|
324 |
+
--border-color: #334155;
|
325 |
+
--error-bg: #1e1b1b;
|
326 |
+
--error-border: #451a1a;
|
327 |
+
--error-text: #f87171;
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
328 |
}
|
329 |
}
|
330 |
+
/* Base container improvements */
|
331 |
+
.gradio-container {
|
332 |
+
max-width: 1000px !important;
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
333 |
margin: 0 auto !important;
|
334 |
+
padding: 1rem !important;
|
335 |
+
font-family: 'Inter', -apple-system, BlinkMacSystemFont, sans-serif !important;
|
336 |
+
}
|
337 |
+
/* Header styling */
|
338 |
+
.app-header-wrapper {
|
339 |
+
background: linear-gradient(135deg, var(--background-primary) 0%, var(--background-secondary) 100%) !important;
|
340 |
+
border: 2px solid var(--border-color) !important;
|
341 |
+
border-radius: 16px !important;
|
342 |
+
padding: 2rem !important;
|
343 |
+
margin-bottom: 1.5rem !important;
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
344 |
text-align: center !important;
|
345 |
+
box-shadow: var(--shadow-md) !important;
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
346 |
}
|
347 |
+
.app-header-logo {
|
348 |
+
font-size: 3rem !important;
|
349 |
+
margin-bottom: 0.5rem !important;
|
350 |
+
display: block !important;
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
351 |
}
|
352 |
+
.app-header-title {
|
353 |
+
font-family: 'Poppins', sans-serif !important;
|
354 |
+
font-size: 2.5rem !important;
|
355 |
+
font-weight: 700 !important;
|
356 |
+
color: var(--text-primary) !important;
|
357 |
+
margin: 0 0 0.5rem 0 !important;
|
358 |
+
line-height: 1.2 !important;
|
359 |
}
|
360 |
+
.app-header-tagline {
|
361 |
+
font-size: 1.1rem !important;
|
362 |
+
color: var(--text-secondary) !important;
|
363 |
+
font-weight: 400 !important;
|
364 |
+
margin: 0 !important;
|
365 |
+
}
|
366 |
+
/* Main container with compact spacing */
|
367 |
+
.main-dashboard-container {
|
368 |
+
display: flex !important;
|
369 |
+
flex-direction: column !important;
|
370 |
+
gap: 1rem !important; /* Reduced gap for more compact look */
|
371 |
+
}
|
372 |
+
/* Card sections with better boundaries */
|
373 |
+
.dashboard-card-section {
|
374 |
+
background: var(--background-primary) !important;
|
375 |
+
border: 2px solid var(--border-color) !important;
|
376 |
+
border-radius: 12px !important;
|
377 |
+
padding: 1.5rem !important; /* Reduced padding for compactness */
|
378 |
+
box-shadow: var(--shadow-sm) !important;
|
379 |
+
transition: all 0.2s ease !important;
|
380 |
}
|
381 |
+
.dashboard-card-section:hover {
|
382 |
+
box-shadow: var(--shadow-md) !important;
|
383 |
}
|
384 |
+
/* Centered section titles with better typography */
|
385 |
+
.sub-section-title {
|
386 |
+
font-family: 'Poppins', sans-serif !important;
|
387 |
+
font-size: 1.5rem !important;
|
388 |
+
font-weight: 600 !important;
|
389 |
+
color: var(--text-primary) !important;
|
390 |
+
text-align: center !important;
|
391 |
+
margin: 0 0 1rem 0 !important;
|
392 |
+
padding-bottom: 0.5rem !important;
|
393 |
+
border-bottom: 2px solid var(--border-color) !important;
|
394 |
+
display: block !important;
|
395 |
}
|
396 |
+
/* Improved input styling with clear boundaries */
|
397 |
+
.gradio-textbox, .gradio-dropdown {
|
398 |
+
margin-bottom: 0.75rem !important; /* Reduced margin for compactness */
|
399 |
}
|
400 |
.gradio-textbox textarea,
|
401 |
+
.gradio-textbox input,
|
402 |
+
.gradio-dropdown select {
|
403 |
+
background: var(--background-primary) !important;
|
404 |
+
border: 2px solid var(--border-color) !important;
|
405 |
+
border-radius: 8px !important;
|
406 |
+
padding: 0.75rem !important;
|
407 |
+
font-size: 0.95rem !important;
|
408 |
+
font-family: 'Inter', sans-serif !important;
|
409 |
color: var(--text-primary) !important;
|
410 |
+
transition: all 0.2s ease !important;
|
411 |
+
box-shadow: var(--shadow-sm) !important;
|
|
|
|
|
|
|
|
|
|
|
412 |
}
|
413 |
.gradio-textbox textarea:focus,
|
414 |
+
.gradio-textbox input:focus,
|
415 |
+
.gradio-dropdown select:focus {
|
|
|
|
|
416 |
outline: none !important;
|
417 |
+
border-color: var(--border-focus) !important;
|
418 |
+
box-shadow: 0 0 0 3px rgba(37, 99, 235, 0.1) !important;
|
419 |
+
}
|
420 |
+
/* Placeholder text styling */
|
421 |
+
.gradio-textbox textarea::placeholder,
|
422 |
+
.gradio-textbox input::placeholder {
|
423 |
+
color: var(--text-secondary) !important;
|
424 |
+
opacity: 0.7 !important;
|
425 |
}
|
426 |
+
/* Label styling for better readability */
|
427 |
+
.gradio-textbox label,
|
428 |
+
.gradio-dropdown label {
|
429 |
font-weight: 500 !important;
|
430 |
color: var(--text-primary) !important;
|
431 |
+
font-size: 0.9rem !important;
|
432 |
+
margin-bottom: 0.5rem !important;
|
433 |
display: block !important;
|
434 |
}
|
435 |
+
/* Info text styling */
|
436 |
+
.gradio-textbox .gr-form,
|
437 |
+
.gradio-dropdown .gr-form {
|
438 |
+
font-size: 0.85rem !important;
|
439 |
color: var(--text-secondary) !important;
|
440 |
+
margin-top: 0.25rem !important;
|
441 |
+
}
|
442 |
+
/* Input row layout improvements */
|
443 |
+
.input-row {
|
444 |
+
display: flex !important;
|
445 |
+
gap: 1rem !important;
|
446 |
+
margin-bottom: 0.5rem !important; /* Reduced margin */
|
447 |
}
|
448 |
+
.input-field {
|
449 |
+
flex: 1 !important;
|
450 |
+
}
|
451 |
+
/* Button styling improvements */
|
452 |
.button-row {
|
453 |
+
display: flex !important;
|
454 |
+
gap: 1rem !important;
|
455 |
+
justify-content: flex-end !important;
|
456 |
+
margin-top: 1rem !important;
|
|
|
457 |
}
|
458 |
.gradio-button {
|
459 |
+
padding: 0.75rem 1.5rem !important;
|
460 |
+
border-radius: 8px !important;
|
|
|
461 |
font-weight: 500 !important;
|
462 |
+
font-size: 0.9rem !important;
|
463 |
+
transition: all 0.2s ease !important;
|
464 |
+
cursor: pointer !important;
|
465 |
+
border: 2px solid transparent !important;
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
466 |
}
|
467 |
.gr-button-primary {
|
468 |
background: var(--primary-color) !important;
|
469 |
+
color: white !important;
|
470 |
+
box-shadow: var(--shadow-sm) !important;
|
471 |
}
|
472 |
+
.gr-button-primary:hover {
|
473 |
background: var(--primary-hover) !important;
|
474 |
+
box-shadow: var(--shadow-md) !important;
|
475 |
+
transform: translateY(-1px) !important;
|
476 |
}
|
477 |
.gr-button-secondary {
|
478 |
+
background: transparent !important;
|
479 |
color: var(--text-primary) !important;
|
480 |
+
border-color: var(--border-color) !important;
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
481 |
}
|
482 |
+
.gr-button-secondary:hover {
|
483 |
+
background: var(--background-secondary) !important;
|
484 |
+
border-color: var(--primary-color) !important;
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
485 |
}
|
486 |
+
/* Output styling with clear boundaries */
|
487 |
+
.output-content-wrapper {
|
488 |
+
background: var(--background-primary) !important;
|
489 |
+
border: 2px solid var(--border-color) !important;
|
490 |
+
border-radius: 8px !important;
|
491 |
+
padding: 1rem !important;
|
492 |
+
min-height: 100px !important;
|
493 |
+
font-size: 0.95rem !important;
|
494 |
+
line-height: 1.6 !important;
|
495 |
+
color: var(--text-primary) !important;
|
496 |
}
|
497 |
+
.response-header {
|
498 |
+
font-size: 1.2rem !important;
|
499 |
+
font-weight: 600 !important;
|
500 |
+
color: var(--text-primary) !important;
|
501 |
+
margin-bottom: 0.75rem !important;
|
502 |
+
display: flex !important;
|
503 |
+
align-items: center !important;
|
504 |
+
gap: 0.5rem !important;
|
505 |
}
|
506 |
+
.response-icon {
|
507 |
+
font-size: 1.3rem !important;
|
508 |
+
color: var(--primary-color) !important;
|
|
|
|
|
509 |
}
|
510 |
+
.divider {
|
511 |
+
border: none !important;
|
512 |
+
border-top: 1px solid var(--border-color) !important;
|
513 |
+
margin: 0.75rem 0 !important;
|
514 |
+
}
|
515 |
+
/* Error message styling */
|
516 |
+
.error-message {
|
517 |
+
background: var(--error-bg) !important;
|
518 |
+
border: 2px solid var(--error-border) !important;
|
519 |
+
color: var(--error-text) !important;
|
520 |
+
padding: 1rem !important;
|
521 |
+
border-radius: 8px !important;
|
522 |
+
display: flex !important;
|
523 |
+
align-items: flex-start !important;
|
524 |
+
gap: 0.75rem !important;
|
525 |
+
font-size: 0.9rem !important;
|
526 |
+
}
|
527 |
+
.error-icon {
|
528 |
+
font-size: 1.2rem !important;
|
529 |
+
line-height: 1 !important;
|
530 |
+
margin-top: 0.1rem !important;
|
531 |
+
}
|
532 |
+
/* Placeholder styling */
|
533 |
+
.placeholder {
|
534 |
+
background: var(--background-secondary) !important;
|
535 |
+
border: 2px dashed var(--border-color) !important;
|
536 |
+
border-radius: 8px !important;
|
537 |
+
padding: 2rem 1rem !important;
|
538 |
+
text-align: center !important;
|
539 |
+
color: var(--text-secondary) !important;
|
540 |
+
font-style: italic !important;
|
541 |
+
}
|
542 |
+
/* Examples table styling */
|
543 |
+
.examples-section .gr-samples-table {
|
544 |
+
border: 2px solid var(--border-color) !important;
|
545 |
+
border-radius: 8px !important;
|
546 |
+
overflow: hidden !important;
|
547 |
+
margin-top: 1rem !important;
|
548 |
+
}
|
549 |
+
.examples-section .gr-samples-table th,
|
550 |
+
.examples-section .gr-samples-table td {
|
551 |
+
padding: 0.75rem !important;
|
552 |
+
border: none !important;
|
553 |
+
font-size: 0.9rem !important;
|
554 |
}
|
555 |
+
.examples-section .gr-samples-table th {
|
556 |
+
background: var(--background-secondary) !important;
|
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|
557 |
font-weight: 600 !important;
|
558 |
color: var(--text-primary) !important;
|
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|
559 |
}
|
560 |
+
.examples-section .gr-samples-table td {
|
561 |
+
background: var(--background-primary) !important;
|
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|
562 |
color: var(--text-primary) !important;
|
563 |
+
border-top: 1px solid var(--border-color) !important;
|
564 |
+
cursor: pointer !important;
|
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|
565 |
}
|
566 |
+
.examples-section .gr-samples-table tr:hover td {
|
567 |
+
background: var(--background-secondary) !important;
|
568 |
}
|
569 |
+
/* Footer styling */
|
570 |
+
.app-footer-wrapper {
|
571 |
+
background: var(--background-secondary) !important;
|
572 |
+
border: 2px solid var(--border-color) !important;
|
573 |
+
border-radius: 12px !important;
|
574 |
+
padding: 1.5rem !important;
|
575 |
+
margin-top: 1.5rem !important;
|
576 |
text-align: center !important;
|
577 |
+
}
|
578 |
+
.app-footer p {
|
579 |
+
margin: 0.5rem 0 !important;
|
580 |
+
font-size: 0.9rem !important;
|
581 |
color: var(--text-secondary) !important;
|
|
|
582 |
line-height: 1.5 !important;
|
583 |
}
|
584 |
+
.app-footer a {
|
585 |
+
color: var(--primary-color) !important;
|
586 |
+
text-decoration: none !important;
|
587 |
+
font-weight: 500 !important;
|
|
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|
588 |
}
|
589 |
+
.app-footer a:hover {
|
590 |
+
text-decoration: underline !important;
|
|
|
591 |
}
|
592 |
+
/* Hide Gradio default elements */
|
593 |
+
.gr-examples .gr-label,
|
594 |
+
.gr-examples .label-wrap,
|
595 |
+
.gr-examples .gr-accordion-header {
|
596 |
+
display: none !important;
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
597 |
}
|
598 |
+
/* Responsive design */
|
|
|
|
|
599 |
@media (max-width: 768px) {
|
600 |
+
.gradio-container {
|
601 |
+
padding: 0.5rem !important;
|
|
|
|
|
602 |
}
|
603 |
+
|
604 |
+
.app-header-title {
|
605 |
+
font-size: 2rem !important;
|
606 |
}
|
607 |
+
|
608 |
+
.app-header-tagline {
|
609 |
+
font-size: 1rem !important;
|
610 |
}
|
611 |
+
|
|
|
612 |
.input-row {
|
613 |
+
flex-direction: column !important;
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
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|
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|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
614 |
}
|
615 |
+
|
616 |
.button-row {
|
617 |
+
flex-direction: column !important;
|
|
|
618 |
}
|
619 |
+
|
620 |
+
.gradio-button {
|
621 |
+
width: 100% !important;
|
|
|
622 |
}
|
623 |
}
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
624 |
"""
|
625 |
|
626 |
+
with gr.Blocks(theme="soft", css=custom_css, title="Landlord-Tenant Rights Assistant") as demo:
|
|
|
627 |
# Header Section
|
628 |
+
with gr.Group(elem_classes="app-header-wrapper"):
|
629 |
gr.Markdown(
|
630 |
"""
|
631 |
+
<div class="app-header">
|
632 |
+
<span class="app-header-logo">⚖️</span>
|
633 |
+
<h1 class="app-header-title">Landlord-Tenant Rights Assistant</h1>
|
634 |
+
<p class="app-header-tagline">Empowering You with State-Specific Legal Insights</p>
|
635 |
+
</div>
|
|
|
|
|
|
|
|
|
636 |
"""
|
|
|
|
|
|
|
|
|
|
|
637 |
)
|
638 |
|
639 |
+
# Main Dashboard Container
|
640 |
+
with gr.Column(elem_classes="main-dashboard-container"):
|
|
|
641 |
|
642 |
+
# Introduction and Disclaimer Card
|
643 |
+
with gr.Group(elem_classes="dashboard-card-section"):
|
644 |
+
gr.Markdown("<h3 class='sub-section-title'>Welcome & Disclaimer</h3>")
|
645 |
+
gr.Markdown(
|
646 |
+
"""
|
647 |
+
Navigate landlord-tenant laws with ease. This assistant provides detailed, state-specific answers grounded in legal authority.
|
648 |
+
|
649 |
+
**Disclaimer:** This tool is for informational purposes only and does not constitute legal advice. For specific legal guidance, always consult a licensed attorney in your jurisdiction.
|
650 |
+
"""
|
651 |
)
|
652 |
|
653 |
+
# OpenAI API Key Input Card
|
654 |
+
with gr.Group(elem_classes="dashboard-card-section"):
|
655 |
+
gr.Markdown("<h3 class='sub-section-title'>OpenAI API Key</h3>")
|
656 |
+
api_key_input = gr.Textbox(
|
657 |
+
label="API Key",
|
658 |
+
type="password",
|
659 |
+
placeholder="Enter your API key (e.g., sk-...)",
|
660 |
+
info="Required to process your query. Get one free from OpenAI.",
|
661 |
+
lines=1,
|
662 |
+
elem_classes=["input-field-group"]
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
663 |
)
|
664 |
|
665 |
+
# Query Input and State Selection Card
|
666 |
+
with gr.Group(elem_classes="dashboard-card-section"):
|
667 |
+
gr.Markdown("<h3 class='sub-section-title'>Ask Your Question</h3>")
|
668 |
+
with gr.Row(elem_classes="input-row"):
|
669 |
+
with gr.Column(elem_classes="input-field", scale=3):
|
670 |
+
query_input = gr.Textbox(
|
671 |
+
label="Your Question",
|
672 |
+
placeholder="E.g., What are the rules for security deposit returns in my state?",
|
673 |
+
lines=4,
|
674 |
+
max_lines=8,
|
675 |
+
elem_classes=["input-field-group"]
|
676 |
+
)
|
677 |
+
with gr.Column(elem_classes="input-field", scale=1):
|
678 |
+
state_input = gr.Dropdown(
|
679 |
+
label="Select State",
|
680 |
+
choices=dropdown_choices,
|
681 |
+
value=initial_value,
|
682 |
+
allow_custom_value=False,
|
683 |
+
elem_classes=["input-field-group"]
|
684 |
+
)
|
685 |
+
with gr.Row(elem_classes="button-row"):
|
686 |
+
clear_button = gr.Button("Clear", variant="secondary", elem_classes=["gr-button-secondary"])
|
687 |
+
submit_button = gr.Button("Submit Query", variant="primary", elem_classes=["gr-button-primary"])
|
688 |
+
|
689 |
+
# Output Display Card
|
690 |
+
with gr.Group(elem_classes="dashboard-card-section"):
|
691 |
+
gr.Markdown("<h3 class='sub-section-title'>Legal Assistant's Response</h3>")
|
692 |
output = gr.Markdown(
|
693 |
+
value="<div class='placeholder'>The answer will appear here after submitting your query.</div>",
|
|
|
694 |
elem_classes="output-content-wrapper"
|
695 |
)
|
696 |
|
697 |
+
# Example Questions Section
|
698 |
+
with gr.Group(elem_classes="dashboard-card-section examples-section"):
|
699 |
+
gr.Markdown("<h3 class='sub-section-title'>Example Questions</h3>")
|
700 |
+
if example_queries:
|
701 |
+
gr.Examples(
|
702 |
+
examples=example_queries,
|
703 |
+
inputs=[query_input, state_input],
|
704 |
+
examples_per_page=5,
|
705 |
+
label=""
|
706 |
+
)
|
707 |
+
else:
|
708 |
+
gr.Markdown("<div class='placeholder'>Sample questions could not be loaded.</div>")
|
|
|
|
|
709 |
|
710 |
# Footer Section
|
711 |
+
with gr.Group(elem_classes="app-footer-wrapper"):
|
712 |
gr.Markdown(
|
713 |
"""
|
714 |
+
This tool is for informational purposes only and does not constitute legal advice. For legal guidance, always consult with a licensed attorney in your jurisdiction.
|
715 |
+
Developed by **Nischal Subedi**. Connect on [LinkedIn](https://www.linkedin.com/in/nischal1/) or explore insights at [Substack](https://datascientistinsights.substack.com/).
|
716 |
+
"""
|
|
|
717 |
)
|
718 |
|
719 |
+
# Event Listeners
|
720 |
submit_button.click(
|
721 |
fn=query_interface_wrapper,
|
722 |
inputs=[api_key_input, query_input, state_input],
|
723 |
outputs=output,
|
724 |
api_name="submit_query"
|
725 |
)
|
726 |
+
|
727 |
clear_button.click(
|
728 |
fn=lambda: (
|
729 |
+
"",
|
730 |
+
"",
|
731 |
+
initial_value,
|
732 |
"<div class='placeholder'>Inputs cleared. Ready for your next question.</div>"
|
733 |
),
|
734 |
inputs=[],
|
735 |
outputs=[api_key_input, query_input, state_input, output]
|
736 |
)
|
737 |
|
738 |
+
return demo
|
|
|
739 |
|
740 |
+
# --- Main Execution Block (remains untouched from original logic, just fixed the exit) ---
|
741 |
if __name__ == "__main__":
|
742 |
logging.info("Starting Landlord-Tenant Rights Bot application...")
|
743 |
try:
|
744 |
SCRIPT_DIR = os.path.dirname(os.path.abspath(__file__))
|
745 |
+
DEFAULT_PDF_PATH = os.path.join(SCRIPT_DIR, "tenant-landlord.pdf")
|
746 |
+
DEFAULT_DB_PATH = os.path.join(SCRIPT_DIR, "chroma_db")
|
747 |
|
748 |
PDF_PATH = os.getenv("PDF_PATH", DEFAULT_PDF_PATH)
|
749 |
VECTOR_DB_PATH = os.getenv("VECTOR_DB_PATH", DEFAULT_DB_PATH)
|
750 |
|
751 |
os.makedirs(os.path.dirname(VECTOR_DB_PATH), exist_ok=True)
|
|
|
|
|
|
|
|
|
752 |
|
753 |
+
logging.info(f"Attempting to load PDF from: {PDF_PATH}")
|
754 |
if not os.path.exists(PDF_PATH):
|
755 |
logging.error(f"FATAL: PDF file not found at the specified path: {PDF_PATH}")
|
756 |
+
print(f"\n--- CONFIGURATION ERROR ---\nPDF file ('{os.path.basename(PDF_PATH)}') not found at: {PDF_PATH}.\nPlease ensure it exists or set 'PDF_PATH' environment variable.\n---------------------------\n")
|
757 |
+
exit(1) # This exit is correct: if file not found
|
758 |
+
|
759 |
+
if not os.access(PDF_PATH, os.R_OK):
|
760 |
+
logging.error(f"FATAL: PDF file at '{PDF_PATH}' exists but is not readable. Check file permissions.")
|
761 |
+
print(f"\n--- PERMISSION ERROR ---\nPDF file ('{os.path.basename(PDF_PATH)}') found but not readable at: {PDF_PATH}\nPlease check file permissions (e.g., using 'chmod +r' in terminal).\n---------------------------\n")
|
762 |
+
exit(1) # This exit is correct: if file exists but is not readable
|
763 |
+
|
764 |
+
logging.info(f"PDF file '{os.path.basename(PDF_PATH)}' found and is readable.")
|
765 |
|
|
|
766 |
vector_db_instance = VectorDatabase(persist_directory=VECTOR_DB_PATH)
|
|
|
767 |
rag = RAGSystem(vector_db=vector_db_instance)
|
768 |
|
769 |
+
rag.load_pdf(PDF_PATH)
|
|
|
|
|
|
|
|
|
770 |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
771 |
app_interface = rag.gradio_interface()
|
772 |
+
SERVER_PORT = int(os.getenv("PORT", 7860)) # Use PORT env var if on Spaces/Cloud, else 7860
|
773 |
|
|
|
774 |
logging.info(f"Launching Gradio app on http://0.0.0.0:{SERVER_PORT}")
|
775 |
+
print(f"\n--- Gradio App Running ---\nAccess at: http://localhost:{SERVER_PORT} or your public Spaces URL\n--------------------------\n")
|
776 |
+
app_interface.launch(server_name="0.0.0.0", server_port=SERVER_PORT, share=False) # share=False is typical for Spaces
|
|
|
|
|
|
|
|
|
|
|
|
|
777 |
|
778 |
+
except ModuleNotFoundError as e:
|
779 |
+
if "vector_db" in str(e):
|
780 |
+
logging.error(f"FATAL: Could not import VectorDatabase. Ensure 'vector_db.py' is in the same directory and 'chromadb', 'langchain', 'pypdf', 'sentence-transformers' are installed.", exc_info=True)
|
781 |
+
print(f"\n--- MISSING DEPENDENCY OR FILE ---\nCould not find/import 'vector_db.py' or one of its dependencies.\nError: {e}\nPlease ensure 'vector_db.py' is present and all required packages (chromadb, langchain, pypdf, sentence-transformers, etc.) are in your requirements.txt and installed.\n---------------------------\n")
|
782 |
+
else:
|
783 |
+
logging.error(f"Application startup failed due to a missing module: {str(e)}", exc_info=True)
|
784 |
+
print(f"\n--- FATAL STARTUP ERROR - MISSING MODULE ---\n{str(e)}\nPlease ensure all dependencies are installed.\nCheck logs for more details.\n---------------------------\n")
|
|
|
|
|
|
|
|
|
|
|
785 |
exit(1)
|
786 |
+
except FileNotFoundError as e:
|
787 |
+
logging.error(f"Application startup failed due to a missing file: {str(e)}", exc_info=True)
|
788 |
+
print(f"\n--- FATAL STARTUP ERROR - FILE NOT FOUND ---\n{str(e)}\nPlease ensure the file exists at the specified path.\nCheck logs for more details.\n---------------------------\n")
|
|
|
|
|
|
|
789 |
exit(1)
|
790 |
except Exception as e:
|
791 |
+
logging.error(f"Application startup failed: {str(e)}", exc_info=True)
|
792 |
+
print(f"\n--- FATAL STARTUP ERROR ---\n{str(e)}\nCheck logs for more details.\n---------------------------\n")
|
|
|
|
|
|
|
793 |
exit(1)
|