Update app.py

app.py

@@ -10,30 +10,70 @@ import os
 import pytesseract
 from PIL import Image
 pytesseract.pytesseract.tesseract_cmd = r"tesseract.exe"
-def retrieve_info():
-    return """IPC in gist:
-Title and Scope: The Indian Penal Code applies to the whole of India, except for the State of Jammu and Kashmir. It dictates punishments for acts or omissions that violate its provisions.●
-General Explanations: The document provides definitions for various terms used throughout the code, such as "public," "servant of Government," "Government," "India," "Judge," "Court of Justice," and "moveable property."●
-Punishments: The Indian Penal Code outlines six categories of punishment: death, imprisonment for life, imprisonment (rigorous or simple), forfeiture of property, and fine.●
-Offenses Against the State: These include waging war against the Government of India, sedition, and offenses relating to the Army, Navy, and Air Force.●
-Offenses Against Public Tranquility: This category encompasses unlawful assembly, rioting, and affray (fighting in a public place).●
-Offenses By or Relating to Public Servants: This section covers offenses such as public servants disobeying the law, engaging in unlawful trade, and framing incorrect documents.●
-Offenses Relating to Documents and Property Marks: This part deals with forgery, using forged documents, counterfeiting, and offenses related to property marks.●
-Criminal Breach of Contracts of Service: The code addresses breaches of contract related to attending to helpless individuals.●
-Offenses Relating to Marriage: This section covers offenses such as causing a woman to cohabit based on deceitful marriage, marrying again while a spouse is alive, and concealing a previous marriage.●
-Defamation: The code defines defamation and includes exceptions for publications made in good faith, such as court reports, opinions on decided cases, and cautions conveyed for the good of others.●
-Criminal Intimidation, Insult, and Annoyance: This section addresses criminal intimidation, intentional insult to provoke breach of peace, statements conducing to public mischief, and statements promoting enmity between classes.
-"""
+model = SentenceTransformer('sentence-transformers/all-MiniLM-L6-v2')
+index = faiss.read_index('IPC_index.faiss')
+index2 = faiss.read_index('CrpC_index.faiss')
+
+
+# Step 3: Retrieval with Citations using PDF filename
+def retrieve_info_with_citation(query, top_k=5):
+    query_embedding = model.encode([query])
+    D, I = index.search(query_embedding, k=top_k)
+
+    results = []
+    for i in range(min(top_k, len(I[0]))):
+        if D[0][i] < 1.0:  # Relevance threshold
+            chunk_index = I[0][i]
+            citation = f"Source: IPC"
+            results.append((match, citation))
+        else:
+            break
+
+    if results:
+        return results
+    else:
+        return [("I'm sorry, I couldn't find relevant information.", "Source: N/A")]
+
+
+def retrieve_info_with_citation2(query, top_k=5):
+    query_embedding = model.encode([query])
+    D, I = index.search(query_embedding, k=top_k)
+
+    results = []
+    for i in range(min(top_k, len(I[0]))):
+        if D[0][i] < 1.0:  # Relevance threshold
+            chunk_index = I[0][i]
+            citation = f"Source: CrPC"
+            results.append((match, citation))
+        else:
+            break
 
+    if results:
+        return results
+    else:
+        return [("I'm sorry, I couldn't find relevant information.", "Source: N/A")]
+
+def retrieve_info(query):
+    results = retrieve_info_with_citation(query)
+    formatted_results = "\n\n".join([f"{i+1}. {match}\n{citation}" for i, (match, citation) in enumerate(results)])
+    return formatted_results
 
+def retrieve_info2(query):
+    results = retrieve_info_with_citation2(query)
+    formatted_results = "\n\n".join([f"{i+1}. {match}\n{citation}" for i, (match, citation) in enumerate(results)])
+    return formatted_results
 
 ipc_tool = Tool(
     name="IPC Information Retrieval",
     func=retrieve_info,
-    description="Provides IPC Gist.No parameter required."
+    description="Retrieve information from the Indian Penal Code Related to query keyword(s)."
 )
 
-
+crpc_tool=Tool(
+    name="CrPC Information Retrieval",
+    func=retrieve_info2,
+    description="Retrieve information from the Code of Criminal Procedure(CrPC) Related to query keyword(s)."
+)
 llm = ChatGoogleGenerativeAI(
     model="gemini-1.5-pro",
     temperature=0.25,
@@ -56,7 +96,7 @@ llm = ChatGoogleGenerativeAI(
     """,
 )
 
-agent_tools = [ipc_tool]
+agent_tools = [ipc_tool,crpc_tool]
 
 agent = initialize_agent(
     tools=agent_tools,
@@ -145,6 +185,5 @@ with gr.Blocks(theme=gr.themes.Soft()) as iface:
 
         
 iface.launch(
-    show_error=True,
-    prevent_thread_lock=True
+    show_error=True
 )