Add automatic indexed links

.gitignore

@@ -8,5 +8,6 @@ document*.txt
 model/
 llamma-duo/
 fine*.py
+venv/
 
 

app/api/api_file.py

@@ -244,7 +244,7 @@ async def load_file_with_markdown_function(filepaths: List[str],
                     snippet = document.text_content[:100].replace('\n', ' ').replace('\r', ' ')
                     # Ensure 'doc_logger' is defined; if not, use 'logger' or define 'doc_logger'
                     # doc_logger(f"ID: {doc_id}, Snippet: {snippet}")
-                    logger.info(f"ID: {doc_id}, Snippet: {snippet}")
+                    indexed_links_logger.info(f"{doc_id}_{path}")
 
                 except Exception as e:
                     logger.error(f"Error processing URL {path}: {str(e)}")

app/handlers/webhook_handler.py

@@ -22,21 +22,21 @@ class WebhookHandler:
         request_id = f"req_{int(time.time()*1000)}"
         results = []
 
-        self.logger.info(f"Processing webhook request {payload}")
+        # self.logger.info(f"Processing webhook request {payload}")
 
         try:
             entries = payload.get("entry", [])
             for entry in entries:
                 entry_id = entry.get("id")
-                self.logger.info(f"Processing entry_id: {entry_id}")
+                # self.logger.info(f"Processing entry_id: {entry_id}")
 
                 changes = entry.get("changes", [])
                 for change in changes:
                     messages = change.get("value", {}).get("messages", [])
-                    self.logger.info(f"message length: {len(messages)}")
+                    # self.logger.info(f"message length: {len(messages)}")
                     for message in messages:
                         
-                        self.logger.info(f"Processing message: {message}")
+                        # self.logger.info(f"Processing message: {message}")
                         response = await self.message_handler.handle(
                             raw_message=message,
                             whatsapp_token=whatsapp_token, 

app/main.py

@@ -12,6 +12,7 @@ from prometheus_client import Counter, Histogram, start_http_server
 from pydantic import BaseModel, ValidationError
 from app.services.message import generate_reply, send_reply
 import logging
+import httpx
 from datetime import datetime
 from sentence_transformers import SentenceTransformer
 from app.search.rag_pipeline import RAGSystem
@@ -24,9 +25,10 @@ from app.handlers.media_handler import WhatsAppMediaHandler
 from app.services.cache import MessageCache
 from app.services.chat_manager import ChatManager
 from app.api.api_prompt import prompt_router
-from app.api.api_file import file_router
+from app.api.api_file import file_router, load_file_with_markdown_function
 from app.utils.load_env import ACCESS_TOKEN, WHATSAPP_API_URL, GEMINI_API
 
+
 from markitdown import MarkItDown
 
 # Configure logging
@@ -41,6 +43,13 @@ logger = logging.getLogger(__name__)
 message_handler = None
 webhook_handler = None
 
+indexed_links = ["https://sswalfa.surabaya.go.id/info/detail/izin-pengumpulan-sumbangan-bencana",
+        "https://sswalfa.surabaya.go.id/info/detail/izin-pemakaian-ruang-terbuka-hijau",
+        "https://sswalfa.surabaya.go.id/info/detail/pengganti-ipt",
+        "https://sswalfa.surabaya.go.id/info/detail/arahan-sistem-drainase",
+        "https://sswalfa.surabaya.go.id/info/detail/rangkaian-pelayanan-surat-pernyataan-belum-menikah-lagi-bagi-jandaduda"
+    ]
+
 
 async def setup_message_handler():
     logger = logging.getLogger(__name__)
@@ -48,6 +57,7 @@ async def setup_message_handler():
     chat_manager = ChatManager()
     media_handler = WhatsAppMediaHandler()
     
+    
     return MessageHandler(
         message_cache=message_cache,
         chat_manager=chat_manager,
@@ -67,7 +77,7 @@ async def lifespan(app: FastAPI):
     
     try:
         # await init_db()
-
+      
         logger.info("Connected to the MongoDB database!")
         rag_system = await setup_rag_system()
 
@@ -78,6 +88,7 @@ async def lifespan(app: FastAPI):
         webhook_handler = WebhookHandler(message_handler)
         # collections = app.database.list_collection_names()
         # print(f"Collections in {db_name}: {collections}")
+        await load_file_with_markdown_function(rag_system=rag_system, filepaths=indexed_links)
         yield
     except Exception as e:
         logger.error(e)
@@ -107,7 +118,7 @@ class WebhookPayload(BaseModel):
     entry: List[Dict]
 
 @app.post("/webhook")
-@limiter.limit("20/minute")
+# @limiter.limit("20/minute")
 async def webhook(request: Request, background_tasks: BackgroundTasks):
     try:
         payload = await request.json()

app/services/message.py

@@ -12,7 +12,7 @@ import google.generativeai as genai
 import PIL.Image
 from typing import List, Dict, Any, Optional
 
-from app.utils.load_env import ACCESS_TOKEN, WHATSAPP_API_URL, GEMINI_API, OPENAI_API
+from app.utils.load_env import ACCESS_TOKEN, WHATSAPP_API_URL, GEMINI_API
 from app.utils.system_prompt import system_prompt
 
 from app.services.search_engine import google_search
@@ -44,7 +44,7 @@ function_declarations = [
 ]
 
 genai.configure(api_key=GEMINI_API)
-client = AsyncOpenAI(api_key = OPENAI_API)
+# client = AsyncOpenAI(api_key = OPENAI_API)
 # Configure logging
 logging.basicConfig(
     level=logging.INFO,
@@ -142,8 +142,10 @@ async def generate_response_from_gemini(
         logger.info(f"Generating response for sender: {sender}")
 
         # Initialize the model
-        # model = genai.GenerativeModel("gemini-1.5-pro-002", system_instruction= system_prompt)
-        model = genai.GenerativeModel("gemini-1.5-flash", system_instruction= system_prompt)
+        model = genai.GenerativeModel("gemini-1.5-pro-002", system_instruction= system_prompt)
+        # model = genai.GenerativeModel("gemini-1.5-flash", system_instruction= system_prompt)
+        # model = genai.GenerativeModel("gemini-exp-1206", system_instruction= system_prompt)
+       
         # Start chat with history
         chat = model.start_chat(history=history)
 
@@ -151,7 +153,7 @@ async def generate_response_from_gemini(
             if rag_system:
                 keywords = extract_keywords_async(content)
                 # keywords = []
-                logger.info(f"Extracted Keywords: {keywords}")
+                # logger.info(f"Extracted Keywords: {keywords}")
                 # Implement RAG: Retrieve relevant documents
                 retrieved_docs = await rag_system.adv_query(content, keywords=keywords, top_k=5)
                 if retrieved_docs:
@@ -161,7 +163,7 @@ async def generate_response_from_gemini(
                     # Option 1: Append to history as a system message
                     history.append({"role": "user", "parts": f"Relevant documents:\n{context}"})
 
-                    logger.info(f"History: {history}")
+                    # logger.info(f"History: {history}")
                     # Reinitialize chat with updated history
                     chat = model.start_chat(history=history)
 
@@ -321,40 +323,40 @@ async def handle_function_call(chat):
 #         return "Sorry, I couldn't generate a response at this time."
 
 
-async def generate_response_from_chatgpt(sender: str, content: str, timestamp: str, history: str) -> str:
-    """
-    Generate a reply using OpenAI's ChatGPT API.
-    """
-    try:
-        # # Initialize chat history if not provided
-        # chat_history = chat_history or []
+# async def generate_response_from_chatgpt(sender: str, content: str, timestamp: str, history: str) -> str:
+#     """
+#     Generate a reply using OpenAI's ChatGPT API.
+#     """
+#     try:
+#         # # Initialize chat history if not provided
+#         # chat_history = chat_history or []
 
-        # # Append the current user message to the chat history
-        # chat_history.append({"role": "user", "content": f"From {sender} at {timestamp}: {content}"})
+#         # # Append the current user message to the chat history
+#         # chat_history.append({"role": "user", "content": f"From {sender} at {timestamp}: {content}"})
           
-        messages = [
-            {"role": "system", "content": "You're an investor, a serial founder, and you've sold many startups. You understand nothing but business."},
-            {"role": "system", "content": f"Message History: {history}"},
-            {"role": "user", "content": f"From {sender} at {timestamp}: {content}"}
-        ]
+#         messages = [
+#             {"role": "system", "content": "You're an investor, a serial founder, and you've sold many startups. You understand nothing but business."},
+#             {"role": "system", "content": f"Message History: {history}"},
+#             {"role": "user", "content": f"From {sender} at {timestamp}: {content}"}
+#         ]
 
-        print(f"Messages: {messages}")
+#         print(f"Messages: {messages}")
         
-        response = await client.chat.completions.create(
-            model="gpt-3.5-turbo",
-            messages=messages,
-            max_tokens=200,
-            temperature=0.5
-        )
+#         response = await client.chat.completions.create(
+#             model="gpt-3.5-turbo",
+#             messages=messages,
+#             max_tokens=200,
+#             temperature=0.5
+#         )
 
-        chatgpt_response = response.choices[0].message.content.strip()
-        # Append the assistant's response to the chat history
-        # chat_history.append({"role": "assistant", "content": chatgpt_response})
-        return chatgpt_response
+#         chatgpt_response = response.choices[0].message.content.strip()
+#         # Append the assistant's response to the chat history
+#         # chat_history.append({"role": "assistant", "content": chatgpt_response})
+#         return chatgpt_response
 
-    except Exception as e:
-        print("Error generating reply:", e)
-        return "Sorry, I couldn't generate a response at this time."
+#     except Exception as e:
+#         print("Error generating reply:", e)
+#         return "Sorry, I couldn't generate a response at this time."
 
 
 # async def generate_response_from_chatgpt(

app/utils/system_prompt.py

@@ -1,20 +1,17 @@
 system_prompt = """
 Role and Purpose:
-You are a helpful and informative virtual assistant focused on the city of Surabaya, Indonesia. Your primary function is to provide reliable, up-to-date information about Surabaya's ongoing public service projects, local events, infrastructure improvements, community programs, regulations, administrative procedures, and any official city announcements. You only reply in Bahasa Indonesia.
-
-Knowledge and Sources:
-You have access to general historical and contextual knowledge about Surabaya, as well as current city developments up to the latest available data. When answering questions, always strive to be accurate, clear, and helpful. If you are unsure about certain details, provide general information and encourage the user to verify with official government sources.
+You are a virtual assistant focused exclusively on Surabaya, Indonesia. Your primary role is to provide accurate information regarding the permit document provided in the Relevant Document. If you cannot find anything in the Relevant Document, state that you are unsure and direct the user to this website: https://sswalfa.surabaya.go.id/ without bracket or parentheses. You respond only in Bahasa Indonesia. You can reply in Javanese or Maduranese, only if the user talks to you in that language.
 
 Tone and Style:
-Be polite, respectful, and straightforward. Speak in a neutral, factual manner without showing bias. Uphold professional standards of communication and represent the city's information accurately. Always remain courteous, even if the user is frustrated or upset.
+Maintain a polite, neutral, and factual tone. Be professional and represent Surabaya's information accurately without criticism or bias. Always ensure your communication is courteous and focused on providing clear and reliable information.
 
 Content Guidelines:
-    When asked about who make you or what language model you are, answer that you are created by Vidavox. Don't answer it with Google nor OpenAI
-    Focus on Public Service: Prioritize information related to Surabaya's public services such as transportation, health, infrastructure, education, business permits, public safety measures, and cultural or community events.
-    Up-to-Date Information: Provide the most current and relevant data available about ongoing projects and city improvements. If the user asks about a project's current progress, offer details on what phase it is in, expected completion timelines, key milestones, and any recent news updates.
-    Neutrality and Positivity: Always maintain a neutral stance. Do not criticize the local government or its officials. If asked about government decisions, explain them factually without expressing disapproval or judgment. Should the user request opinions, emphasize that you provide information rather than subjective viewpoints.
-    Encouraging Verification: If the user requests official documentation or more detailed information, guide them to verified channels such as the city's official website, relevant department portals, or licensed information centers.
-    Always Include Sources: When your response is based on information provided from external sources, include the source link explicitly. For example: "Informasi ini berasal dari www.indosource.com. Anda dapat mengunjungi tautan tersebut untuk detail lebih lanjut." Clearly attribute the link to maintain transparency. You are forbidden to include the same links next to the the other like this: Sumber: [www.indosource.com](www.indosource.com)\n
+    When asked about your origins or creator, state that you were created by Vidavox.
+    Context-Driven Responses: Provide answers solely based on the provided Relevant Document context.
+    Focus on Public Services: Prioritize queries on transportation, health, education, permits, safety, and cultural events.
+    Professional Representation: Avoid personal opinions, judgments, or critiques of the local government. If asked for opinions, explain that your role is to provide factual information rather than subjective viewpoints.
+    Encourage Verification: For unresolved queries, recommend users consult official resources such as the provided website link.
+    Always Include Sources: When your response is based on information provided from external sources or Relevant Document, include the source link explicitly without brackets or parentheses at the end of the response. For example: "Informasi ini berasal dari www.indosource.com (without bracket or parentheses) Anda dapat mengunjungi tautan tersebut untuk detail lebih lanjut." 
 
 Example Interactions:
 
@@ -22,9 +19,10 @@ Example Interactions:
     If a user says, “I heard there will be a community festival next month, can you tell me more?” you might reply: “Yes, the city's annual cultural festival will be held in [location] starting from [date]. It will feature traditional dance performances, local food vendors, and art exhibitions. For a detailed schedule, please visit the city's official cultural events portal.”
     If a user asks, “Are there any issues with the city government's policies?” respond factually: “I can provide details on the policies that have been implemented and their stated goals, but I do not offer critiques. To learn more about specific policies and their expected outcomes, you may refer to the official government publications or verified local news outlets.”
 
-By following these guidelines, you will serve as a reliable, respectful, and informative resource for users looking to understand the latest happenings in Surabaya without engaging in criticism of the government.
+By adhering to these principles, you will ensure professional and reliable communication about Surabaya's permit processes while respecting local languages and cultural nuances.
 """
 
+
 agentic_prompt = """ You are a helpful assistant and have capabilities to search the web. 
 When you the links are given, you should summarize the content of the link and give a short summary.
 You should also include the source of the link in the summary.

indexed_links.txt

@@ -1,5 +1,55 @@
-2024-12-26 15:02:10,578 - INFO - 06c0cc2a-ec63-4458-a4e9-ea6e96e0bbb4_https://sswalfa.surabaya.go.id/info/detail/izin-pengumpulan-sumbangan-bencana
-2024-12-26 15:02:11,146 - INFO - 2c5a8065-7df2-42d0-8e1e-0e59804c6f25_https://sswalfa.surabaya.go.id/info/detail/izin-pemakaian-ruang-terbuka-hijau
-2024-12-26 15:02:11,848 - INFO - 521bfbd9-654a-4cf9-8b6c-79de4b8e5cd2_https://sswalfa.surabaya.go.id/info/detail/pengganti-ipt
-2024-12-26 15:02:12,549 - INFO - e4088c2a-b9ef-4c04-b2f8-eb703279ba21_https://sswalfa.surabaya.go.id/info/detail/rangkaian-pelayanan-surat-pernyataan-belum-menikah-lagi-bagi-jandaduda
-2024-12-26 15:02:13,236 - INFO - 458cc97a-93db-44bf-b7f8-e60c22da2a5e_https://sswalfa.surabaya.go.id/info/detail/arahan-sistem-drainase
+2025-01-02 09:49:36,018 - INFO - 7d4efdfd-82bd-4a05-98b3-c70de9c16e0b_https://sswalfa.surabaya.go.id/info/detail/izin-pengumpulan-sumbangan-bencana
+2025-01-02 09:49:36,486 - INFO - d804a237-9b3e-4c83-8871-2aae6ca1d73d_https://sswalfa.surabaya.go.id/info/detail/izin-pemakaian-ruang-terbuka-hijau
+2025-01-02 09:49:37,089 - INFO - 820b8df1-2492-4ac6-9230-650bbb875122_https://sswalfa.surabaya.go.id/info/detail/pengganti-ipt
+2025-01-02 09:49:37,666 - INFO - 82da1b85-5bc3-42ed-80ee-e9b7d8e44123_https://sswalfa.surabaya.go.id/info/detail/arahan-sistem-drainase
+2025-01-02 09:49:38,270 - INFO - d18fa576-c9cc-4be3-a2b4-7ab46a392f2b_https://sswalfa.surabaya.go.id/info/detail/rangkaian-pelayanan-surat-pernyataan-belum-menikah-lagi-bagi-jandaduda
+2025-01-02 09:58:45,530 - INFO - b05153a2-968c-4e08-9113-07b51df51d2e_https://sswalfa.surabaya.go.id/info/detail/izin-pengumpulan-sumbangan-bencana
+2025-01-02 09:58:46,083 - INFO - 35884a24-4095-4ecd-b1c3-10c88947e12b_https://sswalfa.surabaya.go.id/info/detail/izin-pemakaian-ruang-terbuka-hijau
+2025-01-02 09:58:46,693 - INFO - 8087024d-1e08-4cae-a336-dfe591ae27ce_https://sswalfa.surabaya.go.id/info/detail/pengganti-ipt
+2025-01-02 09:58:47,195 - INFO - 9bdd88b3-4ed8-4f89-9abb-e2bc49b4da0f_https://sswalfa.surabaya.go.id/info/detail/arahan-sistem-drainase
+2025-01-02 09:58:47,592 - INFO - ff0a3e9f-cd5a-4977-9ab6-721179f41a9b_https://sswalfa.surabaya.go.id/info/detail/rangkaian-pelayanan-surat-pernyataan-belum-menikah-lagi-bagi-jandaduda
+2025-01-02 10:02:56,391 - INFO - 7fad3aab-6cbf-40ba-91d6-1213a113e4cc_https://sswalfa.surabaya.go.id/info/detail/izin-pengumpulan-sumbangan-bencana
+2025-01-02 10:02:56,993 - INFO - 38ac11a0-fd15-438d-985f-3bbe670f60cf_https://sswalfa.surabaya.go.id/info/detail/izin-pemakaian-ruang-terbuka-hijau
+2025-01-02 10:02:57,542 - INFO - 58a96911-2ee0-438b-adc6-62de8c6ef8c0_https://sswalfa.surabaya.go.id/info/detail/pengganti-ipt
+2025-01-02 10:02:58,086 - INFO - 87436ad6-0d9a-4374-91b6-1a95c8a623e5_https://sswalfa.surabaya.go.id/info/detail/arahan-sistem-drainase
+2025-01-02 10:02:58,853 - INFO - cf72c268-2bed-4ab3-b1de-3371c9a540fa_https://sswalfa.surabaya.go.id/info/detail/rangkaian-pelayanan-surat-pernyataan-belum-menikah-lagi-bagi-jandaduda
+2025-01-02 14:05:00,442 - INFO - 5bf4bf35-ebc1-418a-a14b-f2c536983b33_https://sswalfa.surabaya.go.id/info/detail/izin-pengumpulan-sumbangan-bencana
+2025-01-02 14:05:01,488 - INFO - afaa8e05-d2c4-4b4f-96b2-894bd873ac7c_https://sswalfa.surabaya.go.id/info/detail/izin-pemakaian-ruang-terbuka-hijau
+2025-01-02 14:05:02,011 - INFO - 10a2becc-d166-4a4a-b81f-f8f52e8da3a2_https://sswalfa.surabaya.go.id/info/detail/pengganti-ipt
+2025-01-02 14:05:02,462 - INFO - 7da6b309-accf-4370-9877-3852fa0eb1ad_https://sswalfa.surabaya.go.id/info/detail/arahan-sistem-drainase
+2025-01-02 14:05:03,041 - INFO - 5c3904bf-f805-4710-9184-24d5871c0687_https://sswalfa.surabaya.go.id/info/detail/rangkaian-pelayanan-surat-pernyataan-belum-menikah-lagi-bagi-jandaduda
+2025-01-02 15:10:46,920 - INFO - ad2b962e-ff55-4a90-b33e-f8a79628a0e6_https://sswalfa.surabaya.go.id/info/detail/izin-pengumpulan-sumbangan-bencana
+2025-01-02 15:10:48,607 - INFO - 4d9d2b38-c5bc-4525-bbb1-3f9fb7974156_https://sswalfa.surabaya.go.id/info/detail/izin-pemakaian-ruang-terbuka-hijau
+2025-01-02 15:10:49,220 - INFO - 4884a10b-505b-4c8b-9fd8-53e9f8d959d2_https://sswalfa.surabaya.go.id/info/detail/pengganti-ipt
+2025-01-02 15:10:49,841 - INFO - 4e62d8fc-cde4-4e59-874c-bd5b86b208bb_https://sswalfa.surabaya.go.id/info/detail/arahan-sistem-drainase
+2025-01-02 15:10:50,745 - INFO - e6e37e7f-525d-435c-b860-58f719995032_https://sswalfa.surabaya.go.id/info/detail/rangkaian-pelayanan-surat-pernyataan-belum-menikah-lagi-bagi-jandaduda
+2025-01-02 15:12:11,852 - INFO - 7b8f7a8a-b10a-4d2b-b8af-33d871c6883f_https://sswalfa.surabaya.go.id/info/detail/izin-pengumpulan-sumbangan-bencana
+2025-01-02 15:12:12,247 - INFO - 8d6d7eed-cf50-4dd0-9196-b2b04df9aa25_https://sswalfa.surabaya.go.id/info/detail/izin-pemakaian-ruang-terbuka-hijau
+2025-01-02 15:12:12,789 - INFO - 2f0997a8-26e4-4459-95d1-f022b75058cc_https://sswalfa.surabaya.go.id/info/detail/pengganti-ipt
+2025-01-02 15:12:13,822 - INFO - 73b52f33-9dbf-47a6-8fd6-7c70b0839265_https://sswalfa.surabaya.go.id/info/detail/arahan-sistem-drainase
+2025-01-02 15:12:14,609 - INFO - 6bf5a433-637f-480a-b801-cc7a66f92e71_https://sswalfa.surabaya.go.id/info/detail/rangkaian-pelayanan-surat-pernyataan-belum-menikah-lagi-bagi-jandaduda
+2025-01-07 14:14:02,625 - INFO - 363bdd80-43d5-40fe-84b6-a2e89d58e1cf_https://sswalfa.surabaya.go.id/info/detail/izin-pengumpulan-sumbangan-bencana
+2025-01-07 14:14:04,956 - INFO - 319b2118-5c37-47e9-a15a-56a1ba28f533_https://sswalfa.surabaya.go.id/info/detail/izin-pemakaian-ruang-terbuka-hijau
+2025-01-07 14:14:05,658 - INFO - 5ce111cb-2cca-4f16-8712-19adf801193d_https://sswalfa.surabaya.go.id/info/detail/pengganti-ipt
+2025-01-07 14:14:06,171 - INFO - d2688d0d-c09a-427d-97b2-5a6073ef9c06_https://sswalfa.surabaya.go.id/info/detail/arahan-sistem-drainase
+2025-01-07 14:14:06,767 - INFO - dfa4ed93-a644-4431-81a3-3916924df457_https://sswalfa.surabaya.go.id/info/detail/rangkaian-pelayanan-surat-pernyataan-belum-menikah-lagi-bagi-jandaduda
+2025-01-07 14:18:34,502 - INFO - 9468b228-0fcc-4942-9a0c-559253683f5d_https://sswalfa.surabaya.go.id/info/detail/izin-pengumpulan-sumbangan-bencana
+2025-01-07 14:18:36,034 - INFO - b390676d-9e05-4e4e-8018-815265d44cba_https://sswalfa.surabaya.go.id/info/detail/izin-pemakaian-ruang-terbuka-hijau
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