khaerulumam42

# Search for similar documents
query = 'bagaimana cara ganti pin?'
similar_docs = search_similar_documents(vector_store, query)

# Print results
for doc in similar_docs:
    print(f'Similar document: {doc.page_content}')

khaerulumam42

khaerulumam42

collection_id	embedding	document	cmetadata	custom_id	uuid
ff110448-5113-4a9d-9c92-ba44d49db00c	[embedding vector]	Apakah Kredivo tersedia di seluruh kota di Indonesia?	{"category": "Cara Mendaftar"}	b08b598e-5c6c-4c72-8bf4-c1338aab2904	701c6ae0-8065-4344-b222-2de5223d0a5b
ff110448-5113-4a9d-9c92-ba44d49db00c	[embedding vector]	Apa saja syarat pengajuan Kredivo?

khaerulumam42

data_string = '''cats, animal
dogs, animal
lions, animal
elephants, animal
penguins, animal
dolphins, animal
pandas, animal
tigers, animal
horses, animal
koalas, animal

khaerulumam42

# Sample documents
sample_docs = load_documents_from_csv('sample_kredivo_faq.csv')

# Create vector store
vector_store = create_pgvector_store(sample_docs, collection_name='sample_kredivo_faq')

khaerulumam42

import os
from typing import List
from dotenv import load_dotenv

from langchain_openai import OpenAIEmbeddings
from langchain_community.vectorstores.pgvector import DistanceStrategy
from langchain_community.vectorstores import PGVector
from langchain.docstore.document import Document

load_dotenv(override=True)

khaerulumam42

from datetime import datetime
import time
import signal
import logging

class GracefulKiller:
    def __init__(self):
        self.kill_now = False
        signal.signal(signal.SIGINT, self.exit_gracefully)
        signal.signal(signal.SIGTERM, self.exit_gracefully)

khaerulumam42

sudo docker ps
>>> CONTAINER ID        IMAGE                        COMMAND                  CREATED             STATUS              PORTS                                                NAMES
>>> 776c6e63c95c        producer_consumer_consumer   "/usr/bin/dumb-init …"   15 seconds ago      Up 14 seconds                                                            consumer
>>> 09c11d829ace        producer_consumer_producer   "/usr/bin/dumb-init …"   15 seconds ago      Up 13 seconds       0.0.0.0:8000->8000/tcp                               producer
>>> 79f87828de3f        wurstmeister/zookeeper       "/bin/sh -c '/usr/sb…"   16 minutes ago      Up 16 minutes       22/tcp, 2888/tcp, 3888/tcp, 0.0.0.0:2182->2181/tcp   zookeeper
>>> 2e3b815047ed        wurstmeister/kafka           "start-kafka.sh"         16 minutes ago      Up 16 minutes       0.0.0.0:9092->9092/tcp                               kafka

khaerulumam42

sudo docker ps
>>> CONTAINER ID        IMAGE                    COMMAND                  CREATED             STATUS              PORTS                                                NAMES
>>> 79f87828de3f        wurstmeister/zookeeper   "/bin/sh -c '/usr/sb…"   42 seconds ago      Up 38 seconds       22/tcp, 2888/tcp, 3888/tcp, 0.0.0.0:2182->2181/tcp   zookeeper
>>> 2e3b815047ed        wurstmeister/kafka       "start-kafka.sh"         42 seconds ago      Up 39 seconds       0.0.0.0:9092->9092/tcp                               kafka

khaerulumam42

sudo docker network create tutorial
>>> a9487a8f771f607b4fe59f9e57580f5771a25fe6c606345844dee72ed8b12975

sudo docker network ls
>>> NETWORK ID          NAME                   DRIVER              SCOPE
>>> a9487a8f771f        tutorial               bridge              local

sudo docker network inspect tutorial
>>> [
>>>     {