diff --git a/ai_adapter.py b/ai_adapter.py index 6afcbca..f9ed120 100644 --- a/ai_adapter.py +++ b/ai_adapter.py @@ -1,8 +1,11 @@ import re import json +from alkemio_virtual_contributor_engine.events.input import Input +from alkemio_virtual_contributor_engine.events.response import Response from config import config from logger import setup_logger from utils import ( + clear_tags, history_as_text, combine_documents, load_knowledge, @@ -23,63 +26,62 @@ logger = setup_logger(__name__) -async def invoke(message): - logger.info(message) +async def invoke(input: Input) -> Response: try: # important to await the result before returning - return await query_chain(message) + return await query_chain(input) except Exception as inst: logger.exception(inst) - answer = f"{message['displayName']} - the Alkemio's VirtualContributor is currently unavailable." + result = f"{input.display_name} - the Alkemio's VirtualContributor is currently unavailable." - return { - "answer": answer, - "original_answer": answer, - "sources": [], - } + return Response( + { + "result": result, + "original_result": result, + "sources": [], + } + ) # how do we handle languages? not all spaces are in Dutch obviously -# translating the question to the data _base language_ should be a separate call +# translating the message to the data _base language_ should be a separate call # so the translation could be used for embeddings retrieval -async def query_chain(message): +async def query_chain(input: Input) -> Response: # use the last N message from the history except the last one - # as it is the question we are answering now - history = message["history"][(config["history_length"] + 1) * -1 : -1] - question = message["question"] + # as it is the message we are resulting now + message = clear_tags(input.message) - # if we have history try to add context from it into the last question + # if we have history try to add context from it into the last message # - who is Maxima? # - Maxima is the Queen of The Netherlands # - born? =======> rephrased to: tell me about the birth of Queen Máxima of the Netherlands + history = input.history[(config["history_length"] + 1) * -1 : -1] if len(history) > 0: logger.info(f"We have history. Let's rephrase. Length is: {len(history)}.") messages = [ SystemMessage( content=condenser_system_prompt.format( - chat_history=history_as_text(history), question=question + chat_history=history_as_text(history), message=message ) ) ] result = invoke_model(messages) logger.info( - f"Original question is: '{question}'; Rephrased question is: '{result}'" + f"Original message is: '{message}'; Rephrased message is: '{result}'" ) - question = result + message = result else: logger.info("No history to handle, initial interaction") - knowledge_docs = load_knowledge(question, message["bodyOfKnowledgeID"]) + knowledge_docs = load_knowledge(message, input.bok_id) # TODO bring back the context space usage - # context_docs = load_context(question, message["contextID"]) + # context_docs = load_context(message, input.context_id) logger.info("Creating expert prompt. Applying system messages...") messages: list[SystemMessage | UserMessage] = [ - SystemMessage( - content=expert_system_prompt.format(vc_name=message["displayName"]) - ), + SystemMessage(content=expert_system_prompt.format(vc_name=input.display_name)), SystemMessage( content=bok_system_prompt.format( knowledge=combine_documents(knowledge_docs) @@ -89,62 +91,62 @@ async def query_chain(message): SystemMessage(content=limits_system_prompt), ] - if message["description"] and len(message["description"]) > 0: + if input.description and len(input.description) > 0: messages.append(SystemMessage(content=description_system_prompt)) logger.info("System messages applied.") logger.info("Adding history...") logger.info("History added.") - logger.info("Adding last question...") + logger.info("Adding last message...") - messages.append(UserMessage(content=question)) + messages.append(UserMessage(content=message)) - logger.info("Last question added.") + logger.info("Last message added.") if knowledge_docs["ids"] and knowledge_docs["metadatas"]: logger.info("Invoking expert chain...") - answer = invoke_model(messages) + result = invoke_model(messages) json_result = {} - logger.info(f"Expert chain invoked. Result is `{answer}`") + logger.info(f"Expert chain invoked. Result is `{result}`") try: # try to parse a valid JSON response from the main expert engine - json_result = json.loads(answer) + json_result = json.loads(result) logger.info("Engine chain returned valid JSON.") - except: + except json.JSONDecodeError: # not an actual error; behaviour is semi-expected logger.info( "Engine chain returned invalid JSON. Falling back to default result schema." ) json_result = { - "answer": answer, - "original_answer": answer, + "result": result, + "original_result": result, "source_scores": {}, } # if we have the human language if ( "human_language" in json_result - and "answer_language" in json_result - and json_result["human_language"] != json_result["answer_language"] + and "result_language" in json_result + and json_result["human_language"] != json_result["result_language"] ): target_lang = json_result["human_language"] logger.info( - f"Creating translsator chain. Human language is {target_lang}; answer language is {json_result['answer_language']}" + f"Creating translsator chain. Human language is {target_lang}; result language is {json_result['result_language']}" ) messages = [ SystemMessage( content=translator_system_prompt.format(target_language=target_lang) ), - UserMessage(content=json_result["answer"]), + UserMessage(content=json_result["result"]), ] translated = invoke_model(messages) - json_result["original_answer"] = json_result.pop("answer") - json_result["answer"] = translated - logger.info(f"Translation completed. Result is: {json_result['answer']}") + json_result["original_result"] = json_result.pop("result") + json_result["result"] = translated + logger.info(f"Translation completed. Result is: {json_result['result']}") else: logger.info("Translation not needed or impossible.") - json_result["original_answer"] = json_result["answer"] + json_result["original_result"] = json_result["result"] source_scores = {} for source_id, score in json_result.pop("source_scores").items(): @@ -176,6 +178,6 @@ async def query_chain(message): {doc["source"]: doc for doc in sources}.values() ) - return json_result + return Response(json_result) - return {"answer": "", "original_answer": "", "sources": []} + return Response({"result": "", "original_result": "", "sources": []}) diff --git a/config.py b/config.py index b91afdb..5679adb 100644 --- a/config.py +++ b/config.py @@ -3,6 +3,7 @@ load_dotenv() +# TODO use the Env class from the alkemio-virtual-contributor-engine package config = { "db_host": os.getenv("VECTOR_DB_HOST"), "db_port": os.getenv("VECTOR_DB_PORT"), @@ -21,6 +22,7 @@ "rabbitmq_user": os.getenv("RABBITMQ_USER"), "rabbitmq_password": os.getenv("RABBITMQ_PASSWORD"), "rabbitmq_queue": os.getenv("RABBITMQ_QUEUE"), + "rabbitmq_result_queue": os.getenv("RABBITMQ_RESULT_QUEUE"), "source_website": os.getenv("AI_SOURCE_WEBSITE"), "local_path": os.getenv("AI_LOCAL_PATH") or "", "history_length": int(os.getenv("HISTORY_LENGTH") or "10"), diff --git a/logger.py b/logger.py index 8363744..b3f49d8 100644 --- a/logger.py +++ b/logger.py @@ -21,11 +21,11 @@ def setup_logger(name): f_handler.setLevel(logging.WARNING) c_format = logging.Formatter( - "%(asctime)s - %(name)s - %(levelname)s - %(message)s", + '{"time": "%(asctime)s", "name": %(name)r, "level": "%(levelname)s", "message": %(message)r}', "%m-%d %H:%M:%S", ) f_format = logging.Formatter( - "%(asctime)s - %(name)s - %(levelname)s - %(message)s", + '{"time": "%(asctime)s", "name": %(name)r, "level": "%(levelname)s", "message": %(message)r}', "%m-%d %H:%M:%S", ) diff --git a/main.py b/main.py index b2febad..998897e 100644 --- a/main.py +++ b/main.py @@ -1,198 +1,30 @@ -from langchain.memory import ConversationBufferWindowMemory -import json import ai_adapter import asyncio import os -import aio_pika -import aiormq -import json -from aio_pika import connect_robust -from config import config, LOG_LEVEL +from alkemio_virtual_contributor_engine.alkemio_vc_engine import ( + AlkemioVirtualContributorEngine, +) +from alkemio_virtual_contributor_engine.events.input import Input +from alkemio_virtual_contributor_engine.events.response import Response +from config import LOG_LEVEL from logger import setup_logger -from utils import clear_tags + logger = setup_logger(__name__) logger.info(f"log level {os.path.basename(__file__)}: {LOG_LEVEL}") -# define variables -user_data = {} -user_chain = {} -# dictionary to keep track of the locks for each user -user_locks = {} -# Dictionary to keep track of the tasks for each user -user_tasks = {} -# Lock to prevent multiple ingestions from happening at the same time -ingestion_lock = asyncio.Lock() - - -class RabbitMQ: - def __init__(self, host, login, password, queue): - self.host = host - self.login = login - self.password = password - self.queue = queue - self.connection = None - self.channel = None - - async def connect(self): - self.connection = await connect_robust( - host=self.host, login=self.login, password=self.password - ) - self.channel = await self.connection.channel() - - -rabbitmq = RabbitMQ( - host=config["rabbitmq_host"], - login=config["rabbitmq_user"], - password=config["rabbitmq_password"], - queue=config["rabbitmq_queue"], -) - - -async def query(user_id, message_body, language_code): - async with ingestion_lock: - - # trim the VC tag - message_body["question"] = clear_tags(message_body["question"]) - - logger.info(f"Query from user {user_id}: {message_body['question']}") - - if user_id not in user_data: - user_data[user_id] = {} - user_data[user_id]["chat_history"] = ConversationBufferWindowMemory( - k=3, return_messages=True, output_key="answer", input_key="question" - ) - reset(user_id) - - user_data[user_id]["language"] = language_code - - logger.debug(f"language: {user_data[user_id]['language']}") - - result = await ai_adapter.invoke(message_body) - logger.debug(f"LLM result: {result}") - - user_data[user_id]["chat_history"].save_context( - {"question": message_body["question"]}, - {"answer": result["answer"]}, - ) - logger.debug(f"new chat history {user_data[user_id]['chat_history']}") - response = { - "question": message_body["question"], - } | result - - logger.info(response) - - return json.dumps(response) - - -def reset(user_id): - user_data[user_id]["chat_history"].clear() - return "Reset function executed" - - -async def on_request(message: aio_pika.abc.AbstractIncomingMessage): - async with message.process(): - # Parse the message body as JSON - body = json.loads(message.body) - - # Get the user ID from the message body - user_id = body["data"]["userID"] - - logger.info(f"request arriving for user id: {user_id}, deciding what to do") - - # If there's no lock for this user, create one - if user_id not in user_locks: - user_locks[user_id] = asyncio.Lock() - - # Check if the lock is locked - if user_locks[user_id].locked(): - logger.info( - f"existing task running for user id: {user_id}, waiting for it to finish first" - ) - else: - logger.info(f"no task running for user id: {user_id}, let's move!") - - # Acquire the lock for this user - async with user_locks[user_id]: - # Process the message - await process_message(message) - - -async def process_message(message: aio_pika.abc.AbstractIncomingMessage): - body = json.loads(message.body.decode()) - user_id = body["data"].get("userID") - - logger.debug(body) - - operation = body["pattern"]["cmd"] - - if user_id is None: - response = "userID not provided" - else: - if operation == "query": - if "question" in body["data"]: - logger.info( - f"query time for user id: {user_id}, let's call the query() function!" - ) - response = await query(user_id, body["data"], "English") - else: - response = "Query parameter(s) not provided" - elif operation == "reset": - response = reset(user_id) - else: - response = "Unknown function" - - if rabbitmq.connection and rabbitmq.channel: - try: - if rabbitmq.connection.is_closed or rabbitmq.channel.is_closed: - logger.error( - "Connection or channel is not open. Cannot publish message." - ) - return - - await rabbitmq.channel.default_exchange.publish( - aio_pika.Message( - body=json.dumps( - {"operation": "feedback", "result": response} - ).encode(), - correlation_id=message.correlation_id, - reply_to=message.reply_to, - ), - routing_key=message.reply_to or "", - ) - logger.info(f"Response sent for correlation_id: {message.correlation_id}") - logger.info(f"Response sent to: {message.reply_to}") - logger.debug(f"response: {response}") - except ( - aio_pika.exceptions.AMQPError, - asyncio.exceptions.CancelledError, - aiormq.exceptions.ChannelInvalidStateError, - ) as e: - logger.error(f"Failed to publish message due to a RabbitMQ error: {e}") - - -async def main(): - logger.info(f"main fucntion (re)starting\n") - # rabbitmq is an instance of the RabbitMQ class defined earlier - await rabbitmq.connect() - - if rabbitmq.channel: - await rabbitmq.channel.set_qos(prefetch_count=20) - queue = await rabbitmq.channel.declare_queue( - rabbitmq.queue, auto_delete=False, durable=True - ) - - # Start consuming messages - asyncio.create_task(queue.consume(on_request)) - - logger.info("Waiting for RPC requests") - # Create an Event that is never set, and wait for it forever - # This will keep the program running indefinitely - stop_event = asyncio.Event() - await stop_event.wait() +async def on_request(input: Input) -> Response: + logger.info(f"Expert engine invoked; Input is {input.to_dict()}") + logger.info( + f"AiPersonaServiceID={input.persona_service_id} with VC name `{input.display_name}` invoked." + ) + result = await ai_adapter.invoke(input) + logger.info(f"LLM result: {result.to_dict()}") + return result -loop = asyncio.get_event_loop() -loop.run_until_complete(main()) +engine = AlkemioVirtualContributorEngine() +engine.register_handler(on_request) +asyncio.run(engine.start()) diff --git a/poetry.lock b/poetry.lock index 2b34dca..9f796dd 100644 --- a/poetry.lock +++ b/poetry.lock @@ -17,113 +17,98 @@ yarl = "*" [[package]] name 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language of the question 2. if your knowledge base does not contain information related to the question reply with 'Sorry, I do not understand the context of your message. Can you please rephrase your question?' translated to the language used by the human 3. never answer generic questions like 'tell me a joke', 'how are you', etc. 4. never answer rude or unprofessional questions - source_scores: an object where the used knowledge source numerical indicies are used as keys and the values are how usefull were they for the asnwer as a number between 0 and 10; if the answer was not found in your knowledge base all sources must have 0; - human_language: the language used by the human message in ISO-2 format - - answer_language: the language you used for your response in ISO-2 format + - result_language: the language you used for your response in ISO-2 format - knowledge_language: the language used in the 'Knowledge' text block ISO-2 format -Never refer to source_scores, human_language, answer_language and knowledge_language in your answer. +Never refer to source_scores, human_language, result_language and knowledge_language in your answer. If you don't find the answer in your knowledge base still respond with the valid JSON format described above. DO NOT INCLUDE any text before or after the JSON specified above. """ @@ -76,7 +76,7 @@ {chat_history} +++ -Human input: {question} +Human input: {message} --- Standalone query: """ diff --git a/pyproject.toml b/pyproject.toml index 7eed470..ad99ae4 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -1,6 +1,6 @@ [tool.poetry] name = "virtual-contributor-engine-expert" -version = "0.8.1" +version = "0.9.0" description = "Alkemio Generative AI Virtul Persona" authors = ["Alkemio BV "] license = "EUPL-1.2" @@ -20,6 +20,7 @@ aiormq = "6.7.7" chromadb-client = "0.4.25.dev0" azure-ai-inference = "1.0.0b4" langchain-openai = "0.1.23" +alkemio-virtual-contributor-engine = {git = "git@github.com:alkem-io/alkemio-virtual-contributor-engine.git", rev = "v0.0.1"} [tool.poetry.group.dev.dependencies] flake8 = "6.1.0" diff --git a/utils.py b/utils.py index aa4d77f..6b03f5b 100644 --- a/utils.py +++ b/utils.py @@ -1,4 +1,8 @@ import re +from alkemio_virtual_contributor_engine.events.input import ( + HistoryItem, + MessageSenderRole, +) from db_client import DbClient from models import embed_func from logger import setup_logger @@ -10,23 +14,23 @@ def clear_tags(message): return re.sub(r"(-? ?\[@?.*\]\(.*?\))|}|{", "", message).strip() -def entry_as_string(entry): - if entry["role"] == "human": - return f"Human: {clear_tags(entry['content'])}" - return f"Assistant: {clear_tags(entry['content'])}" +def entry_as_string(entry: HistoryItem): + if entry.role == MessageSenderRole.HUMAN: + return f"Human: {clear_tags(entry.content)}" + return f"Assistant: {clear_tags(entry.content)}" def entry_as_message(entry): - if entry["role"] == "human": - return ("human", clear_tags(entry["content"])) - return ("assistant", clear_tags(entry["content"])) + if entry.role == MessageSenderRole.HUMAN: + return ("human", clear_tags(entry.content)) + return ("assistant", clear_tags(entry.content)) -def history_as_text(history): +def history_as_text(history: list[HistoryItem]): return "\n".join(list(map(entry_as_string, history))) -def history_as_messages(history): +def history_as_messages(history: list[HistoryItem]): return list(map(entry_as_message, history))