Update app.py

app.py

@@ -78,7 +78,229 @@ 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
-
+def doj_info(q):
+    return """
+    MINISTRY OF LAW AND JUSTICE
+DEPARTMENT OF JUSTICE
+----
+Ministry of Law and Justice is the oldest limb of the Government of
+India. The Ministry functions through three integral departments -
+Department of Legal Affairs, Legislative Department and the
+Department of Justice.
+VISION OF THE DEPARTMENT OF JUSTICE
+Facilitating administration of Justice that ensures easy access and
+timely delivery of Justice to all
+FUNCTIONS OF THE DEPARTMENT OF JUSTICE
+Department of Justice performs the Administrative functions in
+respect of setting up of higher courts, appointment of Judges in
+higher Judiciary, maintenance and revision of the conditions and
+rules of service of the Judges and issues relating to legal reforms.
+The Department of Justice is also responsible jointly with the
+judiciary for reduction of pendency of cases in courts. It provides
+funding assistance to State Governments for modernization of
+infrastructure and for projects such as computerization of
+subordinate courts. Detailed functions of Department of Justice are
+at Annexe.
+SCHEMES UNDER THE DEPARTMENT OF JUSTICE:
+2
+Apart from above functions, the Department of Justice administers
+various schemes to improve justice delivery.
+1. Centrally sponsored scheme for development of
+infrastructure for the judiciary
+A Centrally Sponsored Scheme for the development of infrastructure
+facilities for the judiciary is being implemented by the Department of
+Justice. The scheme provides funding for construction of courtbuildings and residential accommodation for judicial officers/judges
+covering both the High Courts and districts/subordinate Courts. One
+of the main conditions of the scheme is that the State Government
+must provide 25%of the amount against 75% released by the
+Centre.
+2. Gram Nayayalayas (People’s Court)
+The Gram Nyayalayas Act 2008 has been enacted to provide for the
+establishment of Gram Nyayalayas at the grass-root level for the
+purpose of providing access to justice to the citizens at their door
+steps and to ensure that opportunities for securing justice are not
+denied to any citizen by reason of social, economic or other
+disabilities.
+The Central Government has committed to fund the initial cost in
+terms of the non- recurring expenses for setting up these courts.
+3. e-Courts
+The Government is implementing an e-Courts Mission Mode Project
+for computerization of District & Subordinate Courts in the country
+and for up gradation of ICT infrastructure of the Supreme Court and
+the High Courts. By virtue of this, case filing, allocation, registration,
+case workflow, orders and judgements will all be ICT enabled in the
+3
+long run. The project was built a national judicial data grid which
+enables lawyers and litigants to access case information and the
+judiciary to improve case and court management.
+4. National Mission for Justice Delivery and Legal Reform
+The National Mission for Justice Delivery and Legal Reforms was set
+up in August, 2011 to achieve the twin goals of (i) increasing access
+by reducing delays and arrears; and (ii) enhancing accountability
+through structural changes and by setting performance standards
+and capacities.
+5. Legal Aid to Poor
+Assistance is provided to poor people throughout the country for
+enabling them to access free legal services. The activities and free
+legal services are provided through National Legal Services
+Authority (NALSA) established vide National Legal Services
+Authority Act, 1987.
+6. Access to Justice for the marginalized
+The Department of Justice is implementing two projects on ‘Access
+to Justice for Marginalised People’ one of them with UNDP support.
+The focus of the projects has been on empowering the poor and
+marginalized, make them aware of their rights to demand legal
+services, while at the same time supporting national and local justice
+delivery institutions to bring justice to the poor.
+7. Fast Track Courts
+The Eleventh Finance Commission had recommended a scheme for
+creation of Fast Track Courts (FTCs) in the country for disposal of
+long pending Sessions and other cases. Fast Track Courts are set
+4
+up by the State Governments in consultation with the respective
+High Court. Central Government provided financial assistance to
+states for Fast Track Courts for eleven years from 2000-2001 to
+2010-2011. In its judgment in Brij Mohan Lal vs Union of India &
+Others on 19.04.2012, the Supreme Court has directed the States
+that they shall not take a decision to continue the Fast Track Courts
+scheme on an adhoc and temporary basis. They (States) will need to
+decide either to bring the Fast Track Courts scheme to an end or to
+continue the same as a permanent feature in the State. A number of
+States are now continuing Fast Track Courts from their own
+resources.
+In the Conference of Chief Ministers and Chief Justices held in New
+Delhi on 7th April, 2013, it has been resolved that the State
+Governments shall, in consultation with the Chief Justices of the
+respective High Courts, take necessary steps to establish suitable
+number of FTCs relating to offences against women, children,
+differently abled persons, senior citizens and marginalized sections
+of the society, and provide adequate funds for the purpose of
+creating and continuing them. Government has requested the State
+Governments and the Chief Justices of the High Courts to implement
+this decision.
+The 14th Finance Commission has endorsed the proposal to
+strengthen the judicial system in States which includes, inter-alia,
+establishing 1800 FTCs for a period of five years for cases of
+heinous crimes; cases involving senior citizens, women, children,
+disabled and litigants affected with HIV AIDS and other terminal
+ailments; and civil disputes involving land acquisition and
+5
+property/rent disputes pending for more than five years. The 14th
+Finance Commission has urged State Governments to use
+additional fiscal space provided by the Commission in the tax
+devolution to meet such requirements.
+JUDICIAL STRUCTURE
+India has a three tier judicial structure. At the lowest level are the
+District and Subordinate Courts, in over 600 administrative districts.
+At the next level are the High Courts in the States. By and large,
+each State has a High Court. But some states have a common High
+Court. (There are a total of 24 High Courts in the country). At the
+apex level is the Supreme Court of India situated at New Delhi.
+1. Supreme Court of India
+The Supreme Court of India comprises the Chief Justice and 30
+other Judges appointed by the President of India. The Judges of the
+Supreme Court are appointed by the President under Article 124 (2)
+of the Constitution while the Judges of the High Courts are
+appointed under Article 217 (1) of the Constitution. The President is
+required to hold consultation with such of the Judges of the Supreme
+Court and of the High Courts in the State as he / she may deem
+necessary for the purpose. However, consultation with the Chief
+Justice of India is mandatory and constitutionally a must, for
+appointment of Judges other than the Chief Justice in the Supreme
+Court. Supreme Court Judges retire upon attaining the age of 65
+years. In order to be appointed as a Judge of the Supreme Court, a
+person must be a citizen of India and must have been, for at least
+6
+five years, a Judge of a High Court or of two or more such Courts in
+succession, or an Advocate of a High Court or of two or more such
+Courts in succession for at least 10 years or he must be, in the
+opinion of the President, a distinguished jurist. Provisions exist for
+the appointment of a Judge of a High Court as an Ad-hoc Judge of
+the Supreme Court and for retired Judges of the Supreme Court or
+High Courts to sit and act as Judges of that Court.
+2. High Courts
+The High Court is the apex court of the State’s judicial
+administration. The Judges of the High Courts are appointed by the
+President under Article 217 (1) of the Constitution. There are 24
+High Courts in the country, three having jurisdiction over more than
+one State. Among the Union Territories Delhi alone has a High Court
+of its own. Other six Union Territories come under the jurisdiction of
+different State High Courts. Each High Court comprises a Chief
+Justice and such other Judges as the President may, from time to
+time, appoint. The Chief Justice of a High Court is appointed by the
+President in consultation with the Chief Justice of India and the
+Governor of the State. The procedure for appointing puisne Judges
+is the same except that the Chief Justice of the High Court
+concerned is also consulted. They hold office until the age of 62
+years and are removable in the same manner as a Judge of the
+Supreme Court. To be eligible for appointment as a Judge one must
+be a citizen of India and have held a judicial office in India for ten
+years or must have practised as an Advocate of a High Court or two
+or more such Courts in succession for a similar period.
+The transfer of Judges from one High Court to another High Court is
+made by the President after consultation with the Chief Justice of
+India under Article 222 (1) of the Constitution.
+7
+3. Subordinate Courts
+Different State laws provide for different kinds of jurisdiction of
+courts. Each State is divided into judicial districts presided over by a
+District and Sessions Judge, which is the principal civil court of
+original jurisdiction and can try all offences including those
+punishable with death. The Sessions Judge is the highest judicial
+authority in a district. Below him, there are Courts of civil jurisdiction,
+known in different States as Munsifs, Sub-Judges, Civil Judges and
+the like. Similarly, the criminal judiciary comprises the Chief Judicial
+Magistrates and Judicial Magistrates of First and Second Class.
+In exercise of powers conferred under proviso to Article 309 read
+with Articles 233 and 234 of the Constitution, the State Government
+frames rules and regulations in consultation with the High Court for
+appointments, posting and promotion of District Judges. As per
+Article 235, the control over subordinate courts in a State vests in
+the High Court. The members of the State Judicial Service are
+governed by these rules and regulations. Therefore, the service
+conditions, including appointment, promotion, and reservations etc.
+of judicial officers of the District/Subordinate Courts are governed by
+the respective State Governments.
+NATIONAL JUDICIAL APPOINTMENTS COMMISSION
+The Government of India has decided to set up a National judicial
+Appointments Commission (NJAC) for appointment of Judges of
+Supreme Court and High Courts. The NJAC would replace the
+present Collegium system of the Supreme Court for recommending
+appointment of Judges in higher judiciary.
+8
+The Constitution Amendment Act, 2014 published on 31st December,
+2014 provides for the composition and the functions of the National
+Judicial Appointments Commission (NJAC). The NJAC would be
+chaired by the Chief Justice of India. Its membership would include
+two senior most Judges of the Supreme Court, the Union Minister of
+Law & Justice, two eminent persons to be nominated by a committee
+of the Prime Minister of India, the Chief Justice of India, and the
+Leader of the Opposition in the House of the People, or if there is no
+Leader of the Opposition, then the Leader of the single largest
+Opposition Party in the House of the People. Secretary (Justice) will
+be the Convenor of the Commission.
+GRIEVANCES AGAINST JUDICIARY
+Department of Justice receives online/off line grievances from public
+against judgments of the Courts, delay in their cases and against
+Judges/Judicial Officers. These grievances are forwarded to the
+Secretary General of Supreme Court/Registrar Generals of the
+concerned High Courts for disposal at their end.
+PREVIOUS VISIT OF CHINESE DELEGATION
+A Chinese Delegation lead by Shri Zhang Sujun, Hon’ble Vice
+Minister for Justice of People’s Republic of China, visited
+Department of Justice on 26th Nov, 2012 and held discussions with
+Secretary (Justice) and other senior officers of Department of
+Justice. A copy of the Record of Discussion of this meeting is at
+Annexe-I.
+MOU BETWEEN INDIA & CHINA
+A Memorandum of Understanding between the Ministry of law &
+Justice of the Government of Republic of India and the Supreme
+9
+Peoples’ Prosecution Service of the People’s Republic of China
+relating to promotion of cooperation in Legal/Judicial matters was
+signed on 23rd June, 2003.
+--------
+"""
 
 ipc_tool = Tool(
     name="IPC Information Retrieval",
@@ -91,32 +313,39 @@ crpc_tool=Tool(
     func=retrieve_info2,
     description="Retrieve information from the Code of Criminal Procedure(CrPC) Related to query keyword(s)."
 )
+
+doj_tool=Tool(
+    name="Department of Justice Info",
+    func=doj_info,
+    description="Provides Summarized Information about Department of Justice."
+)
 llm = ChatGoogleGenerativeAI(
     model="gemini-1.5-pro",
     temperature=0.25,
     max_tokens=None,
     timeout=None,
     max_retries=2,
-)
-prompt="""
+    prompt_template="""
     You are a highly specialized legal assistant with deep knowledge of the Indian Penal Code (IPC). 
     Your primary task is to retrieve and summarize legal information accurately from the IPC.pdf document provided to you. 
     Your responses should be highly specific, fact-based, and free from any speculation or hallucinations. 
     Always cite the exact section from the IPC when providing an answer. 
     If the information is not available in the document, clearly state that and do not make any assumptions.
-    
+    Respond to user queries and engage in conversation te resolve their query.
 
 
     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."
     
-    History:{{}}
+    History:{{history}}
 
-    Task: {{}}
+    User: {{query}}
 
     Response:
     """
-agent_tools = [ipc_tool,crpc_tool]
+)
+
+agent_tools = [ipc_tool,crpc_tool,doj_tool]
 
 agent = initialize_agent(
     tools=agent_tools,
@@ -129,7 +358,7 @@ agent = initialize_agent(
 def encode_image_to_base64(image_path):
     return pytesseract.image_to_string(Image.open(image_path))
 def chatbot_response(m,query):
-    k=query['text']
+    
     if query.get('files'):
         # Encode image to base64
         image_data=""
@@ -143,22 +372,23 @@ def chatbot_response(m,query):
                
             ]
         )
-        k+=" System :Image(s) was added to this prompt by this user. Text Extracted from this image (Some words may be misspelled ,Use your understanding ):"+image_data
+        #k+=" System :Image(s) was added to this prompt by this user. Text Extracted from this image (Some words may be misspelled ,Use your understanding ):"+image_data
     else:
         # If no image, only pass the text
         message = HumanMessage(content=[{"type": "text", "text": query}])
 
     # Invoke the model with the multimodal message
-    result = agent.invoke(prompt.format(m,k))
+    result = agent.invoke([history,message],handle_parsing_errors=True)
     response = result['output']
     intermediate_steps = result.get('intermediate_steps', [])
     
-    thought_process = ""
+    thought_process = """
+                <div style="font-size: 12px; font-weight: bold;">"""
     for action, observation in intermediate_steps:
         thought_process += f"**Thought:** {action.log}\n"
         thought_process += f"**Action:** {action.tool}\n"
         thought_process += f"**Observation:** {observation}\n\n"
-
+    thought_process+="</div>"
     return response, thought_process.strip()
 # Step 5: Gradio Interface
 from gradio import ChatMessage