Update app.py

app.py

@@ -11,70 +11,6 @@ import pytesseract
 from PIL import Image
 pytesseract.pytesseract.tesseract_cmd = r"tesseract.exe"
 
-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="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,
@@ -90,6 +26,19 @@ llm = ChatGoogleGenerativeAI(
 
     Example task: "What is the punishment for theft according to the IPC?"
     Example response: "According to Section 379 of the IPC, the punishment for theft is imprisonment of either description for a term which may extend to three years, or with fine, or with both."
+    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.
+
 
     Task: {{query}}
 
@@ -97,11 +46,8 @@ llm = ChatGoogleGenerativeAI(
     """,
 )
 
-agent_tools = [ipc_tool,crpc_tool]
-
 agent = initialize_agent(
-    tools=agent_tools,
-    llm=llm,
+        llm=llm,
     agent=AgentType.STRUCTURED_CHAT_ZERO_SHOT_REACT_DESCRIPTION,
     verbose=True,
     return_intermediate_steps=True,