From the uDemy course on LLM engineering.
https://www.udemy.com/course/llm-engineering-master-ai-and-large-language-models
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3411 lines
114 KiB
3411 lines
114 KiB
{ |
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"cells": [ |
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{ |
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"cell_type": "code", |
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"execution_count": 1, |
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"metadata": {}, |
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"outputs": [], |
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"source": [ |
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"# imports\n", |
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"\n", |
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"import os\n", |
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"import glob\n", |
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"from dotenv import load_dotenv\n", |
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"import gradio as gr\n", |
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"# import gemini\n", |
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"import google.generativeai" |
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] |
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}, |
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{ |
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"cell_type": "code", |
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"execution_count": null, |
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"metadata": {}, |
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"outputs": [], |
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"source": [ |
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"# imports for langchain and Chroma and plotly\n", |
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"\n", |
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"from langchain.document_loaders import DirectoryLoader, TextLoader\n", |
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"from langchain.text_splitter import CharacterTextSplitter\n", |
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"from langchain.schema import Document\n", |
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"from langchain_openai import OpenAIEmbeddings, ChatOpenAI\n", |
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"from langchain_chroma import Chroma\n", |
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"from langchain_google_genai import GoogleGenerativeAIEmbeddings\n", |
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"\n", |
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"import numpy as np\n", |
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"from sklearn.manifold import TSNE\n", |
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"import plotly.graph_objects as go" |
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] |
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}, |
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{ |
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"cell_type": "code", |
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"execution_count": 3, |
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"metadata": {}, |
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"outputs": [], |
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"source": [ |
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"# price is a factor for our company, so we're going to use a low cost model\n", |
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"\n", |
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"MODEL = \"gemini-1.5-flash\"\n", |
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"db_name = \"vector_db\"" |
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] |
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}, |
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{ |
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"cell_type": "code", |
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"execution_count": 4, |
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"metadata": {}, |
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"outputs": [], |
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"source": [ |
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"# Load environment variables in a file called .env\n", |
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"\n", |
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"load_dotenv()\n", |
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"os.environ['GOOGLE_API_KEY'] = os.getenv('GOOGLE_API_KEY', 'your-key-if-not-using-env')" |
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] |
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}, |
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{ |
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"cell_type": "code", |
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"execution_count": 5, |
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"metadata": {}, |
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"outputs": [], |
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"source": [ |
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"google.generativeai.configure()" |
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] |
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}, |
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{ |
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"cell_type": "code", |
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"execution_count": 6, |
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"metadata": {}, |
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"outputs": [], |
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"source": [ |
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"# Read in documents using LangChain's loaders\n", |
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"# Take everything in all the sub-folders of our knowledgebase\n", |
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"\n", |
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"folders = glob.glob(\"knowledge-base/*\")\n", |
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"\n", |
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"# With thanks to CG and Jon R, students on the course, for this fix needed for some users \n", |
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"text_loader_kwargs = {'encoding': 'utf-8'}\n", |
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"# If that doesn't work, some Windows users might need to uncomment the next line instead\n", |
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"# text_loader_kwargs={'autodetect_encoding': True}\n", |
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"\n", |
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"documents = []\n", |
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"for folder in folders:\n", |
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" doc_type = os.path.basename(folder)\n", |
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" loader = DirectoryLoader(folder, glob=\"**/*.md\", loader_cls=TextLoader, loader_kwargs=text_loader_kwargs)\n", |
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" folder_docs = loader.load()\n", |
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" for doc in folder_docs:\n", |
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" doc.metadata[\"doc_type\"] = doc_type\n", |
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" documents.append(doc)" |
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] |
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}, |
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{ |
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"cell_type": "code", |
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"execution_count": 7, |
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"metadata": {}, |
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"outputs": [ |
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{ |
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"name": "stderr", |
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"output_type": "stream", |
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"text": [ |
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"Created a chunk of size 1088, which is longer than the specified 1000\n" |
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] |
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} |
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], |
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"source": [ |
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"text_splitter = CharacterTextSplitter(chunk_size=1000, chunk_overlap=200)\n", |
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"chunks = text_splitter.split_documents(documents)" |
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] |
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}, |
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{ |
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"cell_type": "code", |
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"execution_count": 8, |
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"metadata": {}, |
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"outputs": [ |
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{ |
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"data": { |
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"text/plain": [ |
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"123" |
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] |
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}, |
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"execution_count": 8, |
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"metadata": {}, |
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"output_type": "execute_result" |
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} |
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], |
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"source": [ |
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"len(chunks)" |
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] |
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}, |
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{ |
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"cell_type": "code", |
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"execution_count": 9, |
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"metadata": {}, |
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"outputs": [ |
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{ |
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"name": "stdout", |
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"output_type": "stream", |
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"text": [ |
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"Document types found: employees, contracts, products, company\n" |
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] |
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} |
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], |
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"source": [ |
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"doc_types = set(chunk.metadata['doc_type'] for chunk in chunks)\n", |
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"print(f\"Document types found: {', '.join(doc_types)}\")" |
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] |
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}, |
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{ |
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"cell_type": "markdown", |
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"metadata": {}, |
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"source": [ |
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"Embegging using langchain_google_genai" |
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] |
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}, |
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{ |
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"cell_type": "code", |
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"execution_count": 12, |
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"metadata": {}, |
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"outputs": [], |
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"source": [ |
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"embeddings = GoogleGenerativeAIEmbeddings(model=\"models/embedding-001\")" |
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] |
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}, |
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{ |
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"cell_type": "code", |
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"execution_count": 13, |
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"metadata": {}, |
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"outputs": [], |
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"source": [ |
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"# Check if a Chroma Datastore already exists - if so, delete the collection to start from scratch\n", |
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"\n", |
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"if os.path.exists(db_name):\n", |
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" Chroma(persist_directory=db_name, embedding_function=embeddings).delete_collection()" |
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] |
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}, |
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{ |
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"cell_type": "code", |
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"execution_count": 14, |
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"metadata": {}, |
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"outputs": [ |
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{ |
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"name": "stdout", |
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"output_type": "stream", |
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"text": [ |
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"Vectorstore created with 123 documents\n" |
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] |
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} |
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], |
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"source": [ |
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"# Create our Chroma vectorstore!\n", |
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"\n", |
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"vectorstore = Chroma.from_documents(documents=chunks, embedding=embeddings, persist_directory=db_name)\n", |
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"print(f\"Vectorstore created with {vectorstore._collection.count()} documents\")" |
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] |
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}, |
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{ |
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"cell_type": "code", |
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"execution_count": 15, |
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"metadata": {}, |
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"outputs": [ |
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{ |
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"name": "stdout", |
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"output_type": "stream", |
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"text": [ |
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"The vectors have 768 dimensions\n" |
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] |
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} |
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], |
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"source": [ |
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"# Get one vector and find how many dimensions it has\n", |
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"\n", |
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"collection = vectorstore._collection\n", |
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"sample_embedding = collection.get(limit=1, include=[\"embeddings\"])[\"embeddings\"][0]\n", |
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"dimensions = len(sample_embedding)\n", |
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"print(f\"The vectors have {dimensions:,} dimensions\")" |
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] |
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}, |
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{ |
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"cell_type": "code", |
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"execution_count": 16, |
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"metadata": {}, |
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"outputs": [ |
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{ |
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"data": { |
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"text/plain": [ |
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"array([-1.85247306e-02, 1.97027717e-03, -1.15211494e-02, 2.23240890e-02,\n", |
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" 8.41063485e-02, 3.64531651e-02, 2.63696015e-02, 1.50563465e-02,\n", |
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" 4.84857559e-02, 3.80692482e-02, 1.83093594e-04, 2.24398952e-02,\n", |
|
" 4.60567214e-02, 4.58190292e-02, 3.74429822e-02, -5.23896851e-02,\n", |
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" 1.15476940e-02, 3.38097848e-02, -3.03355325e-02, -8.63027293e-03,\n", |
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" 5.64942770e-02, 2.51798406e-02, 1.38015151e-02, -2.07526479e-02,\n", |
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" -1.87167544e-02, -5.78521052e-03, 3.82627323e-02, -5.68991937e-02,\n", |
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" -4.89688739e-02, 4.87425253e-02, -5.03955260e-02, 4.04499583e-02,\n", |
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" -1.47977415e-02, -2.80260411e-03, -2.85318792e-02, -1.24896644e-02,\n", |
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" -1.88693665e-02, 3.28911357e-02, 1.54064260e-02, -1.13518359e-02,\n", |
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" 1.19983163e-02, -4.97919060e-02, -7.15689212e-02, 3.09262015e-02,\n", |
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" 3.62883396e-02, -2.03951504e-02, -7.55731598e-04, 2.51011271e-02,\n", |
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" 3.39337029e-02, -5.55131771e-02, -2.86268047e-03, -7.47634424e-03,\n", |
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" 3.86099182e-02, -3.56446877e-02, 1.85160991e-02, -1.19267786e-02,\n", |
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" 1.68699641e-02, 1.58497505e-02, -1.08698392e-02, 2.08130740e-02,\n", |
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" 6.39916444e-03, 3.05734184e-02, 5.82463294e-02, -1.44922675e-03,\n", |
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" -1.79196689e-02, -2.34130044e-02, -3.13566029e-02, 1.37667591e-02,\n", |
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" 4.96128462e-02, 5.82867675e-03, -2.33113561e-02, 2.03036945e-02,\n", |
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" 7.26327226e-02, -7.70192454e-03, 2.78026573e-02, -1.37509912e-01,\n", |
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" -1.44480485e-02, 4.16051000e-02, 1.67854633e-02, 2.36726133e-03,\n", |
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" -2.00128066e-03, -3.60025503e-02, -6.90808743e-02, -3.29498723e-02,\n", |
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" -5.02625778e-02, 3.79297920e-02, -3.34151275e-02, 1.56359505e-02,\n", |
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" -3.85190472e-02, 1.16659962e-02, -4.66518424e-04, -2.63051875e-02,\n", |
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" 5.54691255e-02, -6.97175264e-02, -1.66818849e-03, 2.73272246e-02,\n", |
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" -1.61965825e-02, -7.92282149e-02, 4.47267629e-02, 6.27311831e-03,\n", |
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" -1.52192293e-02, -5.41190691e-02, -5.28662018e-02, 1.95346586e-02,\n", |
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" 4.98477593e-02, 1.75764207e-02, 2.77924556e-02, 4.11877260e-02,\n", |
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" -8.70027393e-03, 1.09095387e-02, -7.46374056e-02, -1.40648121e-02,\n", |
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" 8.47891625e-03, 1.82989165e-02, 5.40199410e-03, -4.91827056e-02,\n", |
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" 3.01663689e-02, 1.20082296e-01, 4.19785194e-02, 5.37006371e-02,\n", |
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" 1.95586067e-02, 3.67937014e-02, 5.55788800e-02, 3.01843323e-02,\n", |
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" 1.23615358e-02, -2.52238587e-02, -1.90039817e-03, 1.25963325e-02,\n", |
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" 1.96099468e-02, -2.76104994e-02, 8.50712322e-03, -3.35235824e-03,\n", |
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" -1.83853842e-02, -8.47999286e-03, 4.49112691e-02, 7.80286118e-02,\n", |
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" 3.13673019e-02, -5.87284006e-02, 6.18342683e-03, -3.69714014e-02,\n", |
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" -6.11646585e-02, 8.15040059e-03, -2.09620073e-02, 3.29048000e-02,\n", |
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" -2.39007361e-02, 3.13391797e-02, -6.29583746e-02, 9.62914992e-03,\n", |
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" 4.69451919e-02, -1.55548938e-02, -1.08551867e-02, -1.75406560e-02,\n", |
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" -2.78927013e-02, -3.97054665e-02, 1.15165431e-02, 3.07822004e-02,\n", |
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" -9.11642238e-03, 4.40496877e-02, -8.59784335e-03, 2.35226303e-02,\n", |
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" 4.97264899e-02, -1.00569446e-02, 3.46257500e-02, 3.96797732e-02,\n", |
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" -3.16511723e-03, -4.84315120e-02, -2.08059177e-02, -5.34345349e-03,\n", |
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" -7.20019713e-02, 1.50311925e-02, 1.43422689e-02, 2.80486885e-02,\n", |
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" -2.79754773e-02, -3.76880877e-02, -1.73238665e-02, -6.98957294e-02,\n", |
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" 3.06093972e-03, 4.12527993e-02, -5.45395259e-03, -3.08096465e-02,\n", |
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" -1.91735979e-02, -2.10986007e-02, 7.85525597e-04, 3.09847631e-02,\n", |
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" 1.55055597e-02, -6.56506643e-02, 6.37451485e-02, -3.55708376e-02,\n", |
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" -3.29639725e-02, 1.39867906e-02, 1.76938977e-02, -2.20224354e-02,\n", |
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" -6.27441108e-02, -3.61145250e-02, -2.66809091e-02, 4.22038734e-02,\n", |
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" 8.49101413e-03, 3.20192124e-03, 1.21845759e-03, 1.31745469e-02,\n", |
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" 4.93204966e-02, 6.24106042e-02, 7.91884307e-03, 1.63087379e-02,\n", |
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" 3.43066305e-02, -8.45552480e-04, 6.95117190e-02, -1.53776845e-02,\n", |
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" -4.45214882e-02, -3.96845117e-03, -5.38600758e-02, 4.33417298e-02,\n", |
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" -4.64314111e-02, -2.47553438e-02, 2.38111801e-02, -1.99962985e-02,\n", |
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" 2.90647522e-02, 3.60554457e-02, -2.77763233e-04, -2.24469882e-02,\n", |
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" 1.94191746e-02, 2.43108328e-02, -1.08723459e-03, 8.53982661e-03,\n", |
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" -6.51547760e-02, 3.65577033e-03, -3.34729366e-02, -7.59119075e-03,\n", |
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" 3.89748104e-02, -1.48010068e-02, 6.33744663e-03, 6.05361424e-02,\n", |
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" 1.90376677e-02, 1.85515098e-02, 4.76264358e-02, 2.00010519e-02,\n", |
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" 2.15932559e-02, 4.74238284e-02, 1.11402851e-02, 2.44186521e-02,\n", |
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" -6.22628024e-03, -5.45446090e-02, -7.23260865e-02, 3.84008549e-02,\n", |
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" -5.59312366e-02, 3.70877385e-02, -4.52155173e-02, 4.30228785e-02,\n", |
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" 6.93516359e-02, -4.22157235e-02, 1.48834940e-03, -3.84283415e-03,\n", |
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" 1.17617855e-02, -9.66931786e-03, -5.06984442e-02, -2.44104918e-02,\n", |
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" -3.45009454e-02, 4.94865663e-02, 1.08481916e-02, -2.43156664e-02,\n", |
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" 1.05220899e-02, -1.72448978e-02, 1.81394501e-03, 3.08941212e-02,\n", |
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" 3.55050527e-02, 2.45417990e-02, 2.33551096e-02, -4.55264412e-02,\n", |
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" 6.97300653e-04, 1.27605693e-02, 2.13440992e-02, 3.44099663e-02,\n", |
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" -3.82834598e-02, 2.09364947e-02, -1.36689912e-03, 2.60304064e-02,\n", |
|
" 1.03309892e-01, -3.83628765e-03, -1.42918769e-02, -3.21982279e-02,\n", |
|
" -8.87776911e-03, -5.79702482e-02, 1.24155525e-02, 1.60176177e-02,\n", |
|
" 4.33206372e-03, -7.67913694e-03, -3.71407345e-02, -2.65847482e-02,\n", |
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" -4.84832413e-02, -1.18830036e-02, 2.10484881e-02, -2.14275811e-02,\n", |
|
" -2.90587395e-02, -7.65146539e-02, 2.17941366e-02, 3.07247695e-02,\n", |
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" 2.21321993e-02, -5.37583865e-02, -5.45986630e-02, -1.95994209e-02,\n", |
|
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" 5.06558456e-02, 2.03972589e-03, 6.15928322e-03, 1.65107157e-02,\n", |
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" 7.66068920e-02, 1.06601194e-02, 2.15027258e-02, -1.87675226e-02,\n", |
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" -8.91032163e-03, 5.78406416e-02, -3.35133038e-02, 1.11876021e-03,\n", |
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" -3.03310864e-02, 8.82029254e-03, -1.71672814e-02, -1.08657381e-03,\n", |
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" -1.59186460e-02, 3.17284912e-02, 1.24617647e-02, 1.01900354e-01,\n", |
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" 5.25732934e-02, -1.05239293e-02, -9.43460036e-04, -4.58779857e-02,\n", |
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" -4.57871556e-02, -1.21272868e-02, -3.97307090e-02, 2.81554665e-02,\n", |
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" 4.01902646e-02, -5.47600538e-03, -1.49628508e-03, 1.42910369e-02,\n", |
|
" 5.93335070e-02, -4.52512540e-02, -4.55521718e-02, 2.89121401e-02,\n", |
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" -1.18271308e-02, 6.30670190e-02, 4.18886282e-02, -5.92090562e-03,\n", |
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" 9.88560263e-03, -4.83246380e-03, 2.92682964e-02, 4.01030742e-02,\n", |
|
" -4.30496857e-02, -7.91318994e-03, -5.26147615e-03, -8.48481245e-03,\n", |
|
" 3.12878750e-02, 2.27111876e-02, -3.72377895e-02, -1.53291542e-02])" |
|
] |
|
}, |
|
"execution_count": 16, |
|
"metadata": {}, |
|
"output_type": "execute_result" |
|
} |
|
], |
|
"source": [ |
|
"sample_embedding" |
|
] |
|
}, |
|
{ |
|
"cell_type": "markdown", |
|
"metadata": {}, |
|
"source": [ |
|
"Visualizing vector" |
|
] |
|
}, |
|
{ |
|
"cell_type": "code", |
|
"execution_count": 17, |
|
"metadata": {}, |
|
"outputs": [], |
|
"source": [ |
|
"# Prework\n", |
|
"\n", |
|
"result = collection.get(include=['embeddings', 'documents', 'metadatas'])\n", |
|
"vectors = np.array(result['embeddings'])\n", |
|
"documents = result['documents']\n", |
|
"doc_types = [metadata['doc_type'] for metadata in result['metadatas']]\n", |
|
"colors = [['blue', 'green', 'red', 'orange'][['products', 'employees', 'contracts', 'company'].index(t)] for t in doc_types]" |
|
] |
|
}, |
|
{ |
|
"cell_type": "code", |
|
"execution_count": 18, |
|
"metadata": {}, |
|
"outputs": [ |
|
{ |
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"data": { |
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"application/vnd.plotly.v1+json": { |
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"config": { |
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"plotlyServerURL": "https://plot.ly" |
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"opacity": 0.8, |
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}, |
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"mode": "markers", |
|
"text": [ |
|
"Type: company<br>Text: # About Insurellm\n\nInsurellm was founded by Avery Lancaster in 2015 as an insurance tech startup des...", |
|
"Type: company<br>Text: # Careers at Insurellm\n\nInsurellm is hiring! We are looking for talented software engineers, data sc...", |
|
"Type: company<br>Text: # Overview of Insurellm\n\nInsurellm is an innovative insurance tech firm with 200 employees across th...", |
|
"Type: contracts<br>Text: # Contract with Apex Reinsurance for Rellm: AI-Powered Enterprise Reinsurance Solution\n\n## Terms\n\n1....", |
|
"Type: contracts<br>Text: ## Renewal\n\n1. **Automatic Renewal**: This Agreement will automatically renew for successive one-yea...", |
|
"Type: contracts<br>Text: 2. **Seamless Integrations**: The architecture of Rellm allows for easy integration with existing sy...", |
|
"Type: contracts<br>Text: 1. **Technical Support**: Provider shall offer dedicated technical support to the Client via phone, ...", |
|
"Type: contracts<br>Text: **Insurellm, Inc.** \n_____________________________ \nAuthorized Signature \nDate: ________________...", |
|
"Type: contracts<br>Text: # Contract with Belvedere Insurance for Markellm\n\n## Terms\nThis Contract (\"Agreement\") is made and e...", |
|
"Type: contracts<br>Text: ## Renewal\n1. **Renewal Terms**: This Agreement may be renewed for additional one-year terms upon mu...", |
|
"Type: contracts<br>Text: ## Features\n1. **AI-Powered Matching**: Belvedere Insurance will benefit from Markellm's AI-powered ...", |
|
"Type: contracts<br>Text: ## Support\n1. **Technical Support**: Technical support will be available from 9 AM to 7 PM EST, Mond...", |
|
"Type: contracts<br>Text: **Belvedere Insurance** \nSignature: ______________________ \nName: [Authorized Signatory] \nTitle: ...", |
|
"Type: contracts<br>Text: # Contract with BrightWay Solutions for Markellm\n\n**Contract Date:** October 5, 2023 \n**Contract ID...", |
|
"Type: contracts<br>Text: 3. **Service Level Agreement (SLA):** \n Insurellm commits to a 99.9% uptime for the platform with...", |
|
"Type: contracts<br>Text: 2. **Real-Time Quote Availability:** \n Consumers sourced via BrightWay Solutions will receive rea...", |
|
"Type: contracts<br>Text: 3. **Training and Onboarding:** \n Insurellm agrees to provide one free training session on how to...", |
|
"Type: contracts<br>Text: # Contract with EverGuard Insurance for Rellm: AI-Powered Enterprise Reinsurance Solution\n\n**Contrac...", |
|
"Type: contracts<br>Text: 4. **Usage Rights**: EverGuard Insurance is granted a non-exclusive, non-transferable license to acc...", |
|
"Type: contracts<br>Text: 1. **Core Functionality**: Rellm provides EverGuard Insurance with advanced AI-driven analytics, sea...", |
|
"Type: contracts<br>Text: 1. **Customer Support**: Insurellm will provide EverGuard Insurance with 24/7 customer support, incl...", |
|
"Type: contracts<br>Text: ---\n\n**Signatures** \n**For Insurellm**: __________________________ \n**Name**: John Smith \n**Title...", |
|
"Type: contracts<br>Text: # Contract with GreenField Holdings for Markellm\n\n**Effective Date:** November 15, 2023 \n**Contract...", |
|
"Type: contracts<br>Text: ## Renewal\n1. **Automatic Renewal**: This contract will automatically renew for sequential one-year ...", |
|
"Type: contracts<br>Text: ## Features\n1. **AI-Powered Matching**: Access to advanced algorithms that connect GreenField Holdin...", |
|
"Type: contracts<br>Text: ## Support\n1. **Customer Support Access**: The Client will have access to dedicated support through ...", |
|
"Type: contracts<br>Text: **Signatures:** \n_________________________ _________________________ \n**...", |
|
"Type: contracts<br>Text: # Contract with Greenstone Insurance for Homellm\n\n---\n\n## Terms\n\n1. **Parties**: This Contract (\"Agr...", |
|
"Type: contracts<br>Text: 4. **Payment Terms**: \n - The Customer shall pay an amount of $10,000 per month for the Standard T...", |
|
"Type: contracts<br>Text: ---\n\n## Features\n\n- **AI-Powered Risk Assessment**: Customer will have access to enhanced risk evalu...", |
|
"Type: contracts<br>Text: - **Customer Portal**: A dedicated portal will be provided, allowing the Customer's clients to manag...", |
|
"Type: contracts<br>Text: ______________________________ \n[Name], [Title] \nDate: ______________________\n\n**For Greenstone In...", |
|
"Type: contracts<br>Text: # Contract with GreenValley Insurance for Homellm\n\n**Contract Date:** October 6, 2023 \n**Contract N...", |
|
"Type: contracts<br>Text: 4. **Confidentiality:** Both parties agree to maintain the confidentiality of proprietary informatio...", |
|
"Type: contracts<br>Text: 1. **AI-Powered Risk Assessment:** Access to advanced AI algorithms for real-time risk evaluations.\n...", |
|
"Type: contracts<br>Text: 3. **Regular Updates:** Insurellm will offer ongoing updates and enhancements to the Homellm platfor...", |
|
"Type: contracts<br>Text: # Contract with Pinnacle Insurance Co. for Homellm\n\n## Terms\nThis contract (\"Contract\") is entered i...", |
|
"Type: contracts<br>Text: ## Renewal\n1. **Renewal Terms**: At the end of the initial term, this Contract shall automatically r...", |
|
"Type: contracts<br>Text: ## Features\n1. **AI-Powered Risk Assessment**: Utilized for tailored underwriting decisions specific...", |
|
"Type: contracts<br>Text: ## Support\n1. **Technical Support**: Insurellm shall provide 24/7 technical support via an email and...", |
|
"Type: contracts<br>Text: # Contract with Roadway Insurance Inc. for Carllm\n\n---\n\n## Terms\n\n1. **Agreement Effective Date**: T...", |
|
"Type: contracts<br>Text: ---\n\n## Renewal\n\n1. **Automatic Renewal**: This agreement will automatically renew for an additional...", |
|
"Type: contracts<br>Text: ---\n\n## Features\n\n1. **Access to Core Features**: Roadway Insurance Inc. will have access to all Pro...", |
|
"Type: contracts<br>Text: ---\n\n## Support\n\n1. **Technical Support**: Roadway Insurance Inc. will receive priority technical su...", |
|
"Type: contracts<br>Text: # Contract with Stellar Insurance Co. for Rellm\n\n## Terms\nThis contract is made between **Insurellm*...", |
|
"Type: contracts<br>Text: ### Termination\nEither party may terminate this agreement with a **30-day written notice**. In the e...", |
|
"Type: contracts<br>Text: ## Features\nStellar Insurance Co. will receive access to the following features of the Rellm product...", |
|
"Type: contracts<br>Text: ## Support\nInsurellm provides Stellar Insurance Co. with the following support services:\n\n- **24/7 T...", |
|
"Type: contracts<br>Text: # Contract with TechDrive Insurance for Carllm\n\n**Contract Date:** October 1, 2024 \n**Contract Dura...", |
|
"Type: contracts<br>Text: ## Renewal\n\n1. **Automatic Renewal**: This contract shall automatically renew for additional one-yea...", |
|
"Type: contracts<br>Text: ## Support\n\n1. **Customer Support**: Insurellm will provide 24/7 customer support to TechDrive Insur...", |
|
"Type: contracts<br>Text: **TechDrive Insurance Representative:** \nName: Sarah Johnson \nTitle: Operations Director \nDate: _...", |
|
"Type: contracts<br>Text: # Contract with Velocity Auto Solutions for Carllm\n\n**Contract Date:** October 1, 2023 \n**Contract ...", |
|
"Type: contracts<br>Text: ## Renewal\n\n1. **Automatic Renewal**: This contract will automatically renew for successive 12-month...", |
|
"Type: contracts<br>Text: ## Support\n\n1. **Customer Support**: Velocity Auto Solutions will have access to Insurellm’s custome...", |
|
"Type: employees<br>Text: # HR Record\n\n# Alex Chen\n\n## Summary\n- **Date of Birth:** March 15, 1990 \n- **Job Title:** Backend ...", |
|
"Type: employees<br>Text: ## Annual Performance History\n- **2020:** \n - Completed onboarding successfully. \n - Met expecta...", |
|
"Type: employees<br>Text: ## Compensation History\n- **2020:** Base Salary: $80,000 \n- **2021:** Base Salary Increase to $90,0...", |
|
"Type: employees<br>Text: Alex Chen continues to be a vital asset at Insurellm, contributing significantly to innovative backe...", |
|
"Type: employees<br>Text: # HR Record\n\n# Alex Harper\n\n## Summary\n- **Date of Birth**: March 15, 1993 \n- **Job Title**: Sales ...", |
|
"Type: employees<br>Text: ## Annual Performance History \n- **2021**: \n - **Performance Rating**: 4.5/5 \n - **Key Achievem...", |
|
"Type: employees<br>Text: - **2022**: \n - **Base Salary**: $65,000 (Promotion to Senior SDR) \n - **Bonus**: $13,000 (20% o...", |
|
"Type: employees<br>Text: # HR Record\n\n# Alex Thomson\n\n## Summary\n- **Date of Birth:** March 15, 1995 \n- **Job Title:** Sales...", |
|
"Type: employees<br>Text: ## Annual Performance History \n- **2022** - Rated as \"Exceeds Expectations.\" Alex Thomson achieved ...", |
|
"Type: employees<br>Text: ## Other HR Notes\n- Alex Thomson is an active member of the Diversity and Inclusion committee at Ins...", |
|
"Type: employees<br>Text: # Avery Lancaster\n\n## Summary\n- **Date of Birth**: March 15, 1985 \n- **Job Title**: Co-Founder & Ch...", |
|
"Type: employees<br>Text: - **2010 - 2013**: Business Analyst at Edge Analytics \n Prior to joining Innovate, Avery worked as...", |
|
"Type: employees<br>Text: - **2018**: **Exceeds Expectations** \n Under Avery’s pivoted vision, Insurellm launched two new su...", |
|
"Type: employees<br>Text: - **2022**: **Satisfactory** \n Avery focused on rebuilding team dynamics and addressing employee c...", |
|
"Type: employees<br>Text: ## Compensation History\n- **2015**: $150,000 base salary + Significant equity stake \n- **2016**: $1...", |
|
"Type: employees<br>Text: ## Other HR Notes\n- **Professional Development**: Avery has actively participated in leadership trai...", |
|
"Type: employees<br>Text: # HR Record\n\n# Emily Carter\n\n## Summary\n- **Date of Birth:** August 12, 1990 \n- **Job Title:** Acco...", |
|
"Type: employees<br>Text: - **2017-2019:** Marketing Intern \n - Assisted with market research and campaign development for s...", |
|
"Type: employees<br>Text: ## Compensation History\n| Year | Base Salary | Bonus | Total Compensation |\n|------|--------...", |
|
"Type: employees<br>Text: Emily Carter exemplifies the kind of talent that drives Insurellm's success and is an invaluable ass...", |
|
"Type: employees<br>Text: # HR Record\n\n# Emily Tran\n\n## Summary\n- **Date of Birth:** March 18, 1991 \n- **Job Title:** Digital...", |
|
"Type: employees<br>Text: - **January 2017 - May 2018**: Marketing Intern \n - Supported the Marketing team by collaborating ...", |
|
"Type: employees<br>Text: - **2021**: \n - Performance Rating: Meets Expectations \n - Key Achievements: Contributed to the ...", |
|
"Type: employees<br>Text: - **Professional Development Goals**: \n - Emily Tran aims to become a Marketing Manager within the...", |
|
"Type: employees<br>Text: # HR Record\n\n# Jordan Blake\n\n## Summary\n- **Date of Birth:** March 15, 1993 \n- **Job Title:** Sales...", |
|
"Type: employees<br>Text: ## Annual Performance History\n- **2021:** First year at Insurellm; achieved 90% of monthly targets. ...", |
|
"Type: employees<br>Text: ## Other HR Notes\n- Jordan has shown an interest in continuing education, actively participating in ...", |
|
"Type: employees<br>Text: # HR Record\n\n# Jordan K. Bishop\n\n## Summary\n- **Date of Birth:** March 15, 1990\n- **Job Title:** Fro...", |
|
"Type: employees<br>Text: ## Annual Performance History\n- **2019:** Exceeds Expectations - Continuously delivered high-quality...", |
|
"Type: employees<br>Text: ## Compensation History\n- **June 2018:** Starting Salary - $85,000\n- **June 2019:** Salary Increase ...", |
|
"Type: employees<br>Text: ## Other HR Notes\n- Jordan K. Bishop has been an integral part of club initiatives, including the In...", |
|
"Type: employees<br>Text: # HR Record\n\n# Maxine Thompson\n\n## Summary\n- **Date of Birth:** January 15, 1991 \n- **Job Title:** ...", |
|
"Type: employees<br>Text: ## Insurellm Career Progression\n- **January 2017 - October 2018**: **Junior Data Engineer** \n * Ma...", |
|
"Type: employees<br>Text: ## Annual Performance History\n- **2017**: *Meets Expectations* \n Maxine showed potential in her ro...", |
|
"Type: employees<br>Text: - **2021**: *Exceeds Expectations* \n Maxine spearheaded the transition to a new data warehousing s...", |
|
"Type: employees<br>Text: ## Compensation History\n- **2017**: $70,000 (Junior Data Engineer) \n- **2018**: $75,000 (Junior Dat...", |
|
"Type: employees<br>Text: # HR Record\n\n# Oliver Spencer\n\n## Summary\n- **Date of Birth**: May 14, 1990 \n- **Job Title**: Backe...", |
|
"Type: employees<br>Text: ## Annual Performance History\n- **2018**: **3/5** - Adaptable team player but still learning to take...", |
|
"Type: employees<br>Text: ## Compensation History\n- **March 2018**: Initial salary of $80,000.\n- **July 2019**: Salary increas...", |
|
"Type: employees<br>Text: # Samantha Greene\n\n## Summary\n- **Date of Birth:** October 14, 1990\n- **Job Title:** HR Generalist\n-...", |
|
"Type: employees<br>Text: ## Annual Performance History\n- **2020:** Exceeds Expectations \n Samantha Greene demonstrated exce...", |
|
"Type: employees<br>Text: ## Compensation History\n- **2020:** Base Salary - $55,000 \n The entry-level salary matched industr...", |
|
"Type: employees<br>Text: - **2023:** Base Salary - $70,000 \n Recognized for substantial improvement in employee relations m...", |
|
"Type: employees<br>Text: # HR Record\n\n# Samuel Trenton\n\n## Summary\n- **Date of Birth:** April 12, 1989 \n- **Job Title:** Sen...", |
|
"Type: employees<br>Text: ## Annual Performance History\n- **2023:** Rating: 4.5/5 \n *Samuel exceeded expectations, successfu...", |
|
"Type: employees<br>Text: ## Compensation History\n- **2023:** Base Salary: $115,000 + Bonus: $15,000 \n *Annual bonus based o...", |
|
"Type: employees<br>Text: - **Engagement in Company Culture:** Regularly participates in team-building events and contributes ...", |
|
"Type: products<br>Text: # Product Summary\n\n# Carllm\n\n## Summary\n\nCarllm is an innovative auto insurance product developed by...", |
|
"Type: products<br>Text: - **Instant Quoting**: With Carllm, insurance companies can offer near-instant quotes to customers, ...", |
|
"Type: products<br>Text: - **Mobile Integration**: Carllm is designed to work seamlessly with mobile applications, providing ...", |
|
"Type: products<br>Text: - **Professional Tier**: $2,500/month\n - For medium-sized companies.\n - All Basic Tier features pl...", |
|
"Type: products<br>Text: ### Q2 2025: Customer Experience Improvements\n- Launch of a new **mobile app** for end-users.\n- Intr...", |
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"Type: products<br>Text: # Product Summary\n\n# Homellm\n\n## Summary\nHomellm is an innovative home insurance product developed b...", |
|
"Type: products<br>Text: ### 2. Dynamic Pricing Model\nWith Homellm's innovative dynamic pricing model, insurance providers ca...", |
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"Type: products<br>Text: ### 5. Multi-Channel Integration\nHomellm seamlessly integrates into existing insurance platforms, pr...", |
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"Type: products<br>Text: - **Basic Tier:** Starting at $5,000/month for small insurers with basic integration features.\n- **S...", |
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"Type: products<br>Text: All tiers include a comprehensive training program and ongoing updates to ensure optimal performance...", |
|
"Type: products<br>Text: With Homellm, Insurellm is committed to transforming the landscape of home insurance, ensuring both ...", |
|
"Type: products<br>Text: # Product Summary\n\n# Markellm\n\n## Summary\n\nMarkellm is an innovative two-sided marketplace designed ...", |
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"Type: products<br>Text: - **User-Friendly Interface**: Designed with user experience in mind, Markellm features an intuitive...", |
|
"Type: products<br>Text: - **Customer Support**: Our dedicated support team is always available to assist both consumers and ...", |
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"Type: products<br>Text: ### For Insurance Companies:\n- **Basic Listing Fee**: $199/month for a featured listing on the platf...", |
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"Type: products<br>Text: ### Q3 2025\n- Initiate a comprehensive marketing campaign targeting both consumers and insurers to i...", |
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"Type: products<br>Text: # Product Summary\n\n# Rellm: AI-Powered Enterprise Reinsurance Solution\n\n## Summary\n\nRellm is an inno...", |
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"Type: products<br>Text: ### Seamless Integrations\nRellm's architecture is designed for effortless integration with existing ...", |
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"Type: products<br>Text: ### Regulatory Compliance Tools\nRellm includes built-in compliance tracking features to help organiz...", |
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"Type: products<br>Text: Join the growing number of organizations leveraging Rellm to enhance their reinsurance processes whi...", |
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"Type: products<br>Text: Experience the future of reinsurance with Rellm, where innovation meets reliability. Let Insurellm h..." |
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"source": [ |
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"# We humans find it easier to visalize things in 2D!\n", |
|
"# Reduce the dimensionality of the vectors to 2D using t-SNE\n", |
|
"# (t-distributed stochastic neighbor embedding)\n", |
|
"\n", |
|
"tsne = TSNE(n_components=2, random_state=42)\n", |
|
"reduced_vectors = tsne.fit_transform(vectors)\n", |
|
"\n", |
|
"# Create the 2D scatter plot\n", |
|
"fig = go.Figure(data=[go.Scatter(\n", |
|
" x=reduced_vectors[:, 0],\n", |
|
" y=reduced_vectors[:, 1],\n", |
|
" mode='markers',\n", |
|
" marker=dict(size=5, color=colors, opacity=0.8),\n", |
|
" text=[f\"Type: {t}<br>Text: {d[:100]}...\" for t, d in zip(doc_types, documents)],\n", |
|
" hoverinfo='text'\n", |
|
")])\n", |
|
"\n", |
|
"fig.update_layout(\n", |
|
" title='2D Chroma Vector Store Visualization',\n", |
|
" scene=dict(xaxis_title='x',yaxis_title='y'),\n", |
|
" width=800,\n", |
|
" height=600,\n", |
|
" margin=dict(r=20, b=10, l=10, t=40)\n", |
|
")\n", |
|
"\n", |
|
"fig.show()" |
|
] |
|
}, |
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{ |
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"cell_type": "code", |
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"execution_count": 19, |
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"metadata": {}, |
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"text": [ |
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"Type: company<br>Text: # About Insurellm\n\nInsurellm was founded by Avery Lancaster in 2015 as an insurance tech startup des...", |
|
"Type: company<br>Text: # Careers at Insurellm\n\nInsurellm is hiring! We are looking for talented software engineers, data sc...", |
|
"Type: company<br>Text: # Overview of Insurellm\n\nInsurellm is an innovative insurance tech firm with 200 employees across th...", |
|
"Type: contracts<br>Text: # Contract with Apex Reinsurance for Rellm: AI-Powered Enterprise Reinsurance Solution\n\n## Terms\n\n1....", |
|
"Type: contracts<br>Text: ## Renewal\n\n1. **Automatic Renewal**: This Agreement will automatically renew for successive one-yea...", |
|
"Type: contracts<br>Text: 2. **Seamless Integrations**: The architecture of Rellm allows for easy integration with existing sy...", |
|
"Type: contracts<br>Text: 1. **Technical Support**: Provider shall offer dedicated technical support to the Client via phone, ...", |
|
"Type: contracts<br>Text: **Insurellm, Inc.** \n_____________________________ \nAuthorized Signature \nDate: ________________...", |
|
"Type: contracts<br>Text: # Contract with Belvedere Insurance for Markellm\n\n## Terms\nThis Contract (\"Agreement\") is made and e...", |
|
"Type: contracts<br>Text: ## Renewal\n1. **Renewal Terms**: This Agreement may be renewed for additional one-year terms upon mu...", |
|
"Type: contracts<br>Text: ## Features\n1. **AI-Powered Matching**: Belvedere Insurance will benefit from Markellm's AI-powered ...", |
|
"Type: contracts<br>Text: ## Support\n1. **Technical Support**: Technical support will be available from 9 AM to 7 PM EST, Mond...", |
|
"Type: contracts<br>Text: **Belvedere Insurance** \nSignature: ______________________ \nName: [Authorized Signatory] \nTitle: ...", |
|
"Type: contracts<br>Text: # Contract with BrightWay Solutions for Markellm\n\n**Contract Date:** October 5, 2023 \n**Contract ID...", |
|
"Type: contracts<br>Text: 3. **Service Level Agreement (SLA):** \n Insurellm commits to a 99.9% uptime for the platform with...", |
|
"Type: contracts<br>Text: 2. **Real-Time Quote Availability:** \n Consumers sourced via BrightWay Solutions will receive rea...", |
|
"Type: contracts<br>Text: 3. **Training and Onboarding:** \n Insurellm agrees to provide one free training session on how to...", |
|
"Type: contracts<br>Text: # Contract with EverGuard Insurance for Rellm: AI-Powered Enterprise Reinsurance Solution\n\n**Contrac...", |
|
"Type: contracts<br>Text: 4. **Usage Rights**: EverGuard Insurance is granted a non-exclusive, non-transferable license to acc...", |
|
"Type: contracts<br>Text: 1. **Core Functionality**: Rellm provides EverGuard Insurance with advanced AI-driven analytics, sea...", |
|
"Type: contracts<br>Text: 1. **Customer Support**: Insurellm will provide EverGuard Insurance with 24/7 customer support, incl...", |
|
"Type: contracts<br>Text: ---\n\n**Signatures** \n**For Insurellm**: __________________________ \n**Name**: John Smith \n**Title...", |
|
"Type: contracts<br>Text: # Contract with GreenField Holdings for Markellm\n\n**Effective Date:** November 15, 2023 \n**Contract...", |
|
"Type: contracts<br>Text: ## Renewal\n1. **Automatic Renewal**: This contract will automatically renew for sequential one-year ...", |
|
"Type: contracts<br>Text: ## Features\n1. **AI-Powered Matching**: Access to advanced algorithms that connect GreenField Holdin...", |
|
"Type: contracts<br>Text: ## Support\n1. **Customer Support Access**: The Client will have access to dedicated support through ...", |
|
"Type: contracts<br>Text: **Signatures:** \n_________________________ _________________________ \n**...", |
|
"Type: contracts<br>Text: # Contract with Greenstone Insurance for Homellm\n\n---\n\n## Terms\n\n1. **Parties**: This Contract (\"Agr...", |
|
"Type: contracts<br>Text: 4. **Payment Terms**: \n - The Customer shall pay an amount of $10,000 per month for the Standard T...", |
|
"Type: contracts<br>Text: ---\n\n## Features\n\n- **AI-Powered Risk Assessment**: Customer will have access to enhanced risk evalu...", |
|
"Type: contracts<br>Text: - **Customer Portal**: A dedicated portal will be provided, allowing the Customer's clients to manag...", |
|
"Type: contracts<br>Text: ______________________________ \n[Name], [Title] \nDate: ______________________\n\n**For Greenstone In...", |
|
"Type: contracts<br>Text: # Contract with GreenValley Insurance for Homellm\n\n**Contract Date:** October 6, 2023 \n**Contract N...", |
|
"Type: contracts<br>Text: 4. **Confidentiality:** Both parties agree to maintain the confidentiality of proprietary informatio...", |
|
"Type: contracts<br>Text: 1. **AI-Powered Risk Assessment:** Access to advanced AI algorithms for real-time risk evaluations.\n...", |
|
"Type: contracts<br>Text: 3. **Regular Updates:** Insurellm will offer ongoing updates and enhancements to the Homellm platfor...", |
|
"Type: contracts<br>Text: # Contract with Pinnacle Insurance Co. for Homellm\n\n## Terms\nThis contract (\"Contract\") is entered i...", |
|
"Type: contracts<br>Text: ## Renewal\n1. **Renewal Terms**: At the end of the initial term, this Contract shall automatically r...", |
|
"Type: contracts<br>Text: ## Features\n1. **AI-Powered Risk Assessment**: Utilized for tailored underwriting decisions specific...", |
|
"Type: contracts<br>Text: ## Support\n1. **Technical Support**: Insurellm shall provide 24/7 technical support via an email and...", |
|
"Type: contracts<br>Text: # Contract with Roadway Insurance Inc. for Carllm\n\n---\n\n## Terms\n\n1. **Agreement Effective Date**: T...", |
|
"Type: contracts<br>Text: ---\n\n## Renewal\n\n1. **Automatic Renewal**: This agreement will automatically renew for an additional...", |
|
"Type: contracts<br>Text: ---\n\n## Features\n\n1. **Access to Core Features**: Roadway Insurance Inc. will have access to all Pro...", |
|
"Type: contracts<br>Text: ---\n\n## Support\n\n1. **Technical Support**: Roadway Insurance Inc. will receive priority technical su...", |
|
"Type: contracts<br>Text: # Contract with Stellar Insurance Co. for Rellm\n\n## Terms\nThis contract is made between **Insurellm*...", |
|
"Type: contracts<br>Text: ### Termination\nEither party may terminate this agreement with a **30-day written notice**. In the e...", |
|
"Type: contracts<br>Text: ## Features\nStellar Insurance Co. will receive access to the following features of the Rellm product...", |
|
"Type: contracts<br>Text: ## Support\nInsurellm provides Stellar Insurance Co. with the following support services:\n\n- **24/7 T...", |
|
"Type: contracts<br>Text: # Contract with TechDrive Insurance for Carllm\n\n**Contract Date:** October 1, 2024 \n**Contract Dura...", |
|
"Type: contracts<br>Text: ## Renewal\n\n1. **Automatic Renewal**: This contract shall automatically renew for additional one-yea...", |
|
"Type: contracts<br>Text: ## Support\n\n1. **Customer Support**: Insurellm will provide 24/7 customer support to TechDrive Insur...", |
|
"Type: contracts<br>Text: **TechDrive Insurance Representative:** \nName: Sarah Johnson \nTitle: Operations Director \nDate: _...", |
|
"Type: contracts<br>Text: # Contract with Velocity Auto Solutions for Carllm\n\n**Contract Date:** October 1, 2023 \n**Contract ...", |
|
"Type: contracts<br>Text: ## Renewal\n\n1. **Automatic Renewal**: This contract will automatically renew for successive 12-month...", |
|
"Type: contracts<br>Text: ## Support\n\n1. **Customer Support**: Velocity Auto Solutions will have access to Insurellm’s custome...", |
|
"Type: employees<br>Text: # HR Record\n\n# Alex Chen\n\n## Summary\n- **Date of Birth:** March 15, 1990 \n- **Job Title:** Backend ...", |
|
"Type: employees<br>Text: ## Annual Performance History\n- **2020:** \n - Completed onboarding successfully. \n - Met expecta...", |
|
"Type: employees<br>Text: ## Compensation History\n- **2020:** Base Salary: $80,000 \n- **2021:** Base Salary Increase to $90,0...", |
|
"Type: employees<br>Text: Alex Chen continues to be a vital asset at Insurellm, contributing significantly to innovative backe...", |
|
"Type: employees<br>Text: # HR Record\n\n# Alex Harper\n\n## Summary\n- **Date of Birth**: March 15, 1993 \n- **Job Title**: Sales ...", |
|
"Type: employees<br>Text: ## Annual Performance History \n- **2021**: \n - **Performance Rating**: 4.5/5 \n - **Key Achievem...", |
|
"Type: employees<br>Text: - **2022**: \n - **Base Salary**: $65,000 (Promotion to Senior SDR) \n - **Bonus**: $13,000 (20% o...", |
|
"Type: employees<br>Text: # HR Record\n\n# Alex Thomson\n\n## Summary\n- **Date of Birth:** March 15, 1995 \n- **Job Title:** Sales...", |
|
"Type: employees<br>Text: ## Annual Performance History \n- **2022** - Rated as \"Exceeds Expectations.\" Alex Thomson achieved ...", |
|
"Type: employees<br>Text: ## Other HR Notes\n- Alex Thomson is an active member of the Diversity and Inclusion committee at Ins...", |
|
"Type: employees<br>Text: # Avery Lancaster\n\n## Summary\n- **Date of Birth**: March 15, 1985 \n- **Job Title**: Co-Founder & Ch...", |
|
"Type: employees<br>Text: - **2010 - 2013**: Business Analyst at Edge Analytics \n Prior to joining Innovate, Avery worked as...", |
|
"Type: employees<br>Text: - **2018**: **Exceeds Expectations** \n Under Avery’s pivoted vision, Insurellm launched two new su...", |
|
"Type: employees<br>Text: - **2022**: **Satisfactory** \n Avery focused on rebuilding team dynamics and addressing employee c...", |
|
"Type: employees<br>Text: ## Compensation History\n- **2015**: $150,000 base salary + Significant equity stake \n- **2016**: $1...", |
|
"Type: employees<br>Text: ## Other HR Notes\n- **Professional Development**: Avery has actively participated in leadership trai...", |
|
"Type: employees<br>Text: # HR Record\n\n# Emily Carter\n\n## Summary\n- **Date of Birth:** August 12, 1990 \n- **Job Title:** Acco...", |
|
"Type: employees<br>Text: - **2017-2019:** Marketing Intern \n - Assisted with market research and campaign development for s...", |
|
"Type: employees<br>Text: ## Compensation History\n| Year | Base Salary | Bonus | Total Compensation |\n|------|--------...", |
|
"Type: employees<br>Text: Emily Carter exemplifies the kind of talent that drives Insurellm's success and is an invaluable ass...", |
|
"Type: employees<br>Text: # HR Record\n\n# Emily Tran\n\n## Summary\n- **Date of Birth:** March 18, 1991 \n- **Job Title:** Digital...", |
|
"Type: employees<br>Text: - **January 2017 - May 2018**: Marketing Intern \n - Supported the Marketing team by collaborating ...", |
|
"Type: employees<br>Text: - **2021**: \n - Performance Rating: Meets Expectations \n - Key Achievements: Contributed to the ...", |
|
"Type: employees<br>Text: - **Professional Development Goals**: \n - Emily Tran aims to become a Marketing Manager within the...", |
|
"Type: employees<br>Text: # HR Record\n\n# Jordan Blake\n\n## Summary\n- **Date of Birth:** March 15, 1993 \n- **Job Title:** Sales...", |
|
"Type: employees<br>Text: ## Annual Performance History\n- **2021:** First year at Insurellm; achieved 90% of monthly targets. ...", |
|
"Type: employees<br>Text: ## Other HR Notes\n- Jordan has shown an interest in continuing education, actively participating in ...", |
|
"Type: employees<br>Text: # HR Record\n\n# Jordan K. Bishop\n\n## Summary\n- **Date of Birth:** March 15, 1990\n- **Job Title:** Fro...", |
|
"Type: employees<br>Text: ## Annual Performance History\n- **2019:** Exceeds Expectations - Continuously delivered high-quality...", |
|
"Type: employees<br>Text: ## Compensation History\n- **June 2018:** Starting Salary - $85,000\n- **June 2019:** Salary Increase ...", |
|
"Type: employees<br>Text: ## Other HR Notes\n- Jordan K. Bishop has been an integral part of club initiatives, including the In...", |
|
"Type: employees<br>Text: # HR Record\n\n# Maxine Thompson\n\n## Summary\n- **Date of Birth:** January 15, 1991 \n- **Job Title:** ...", |
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"Type: employees<br>Text: ## Insurellm Career Progression\n- **January 2017 - October 2018**: **Junior Data Engineer** \n * Ma...", |
|
"Type: employees<br>Text: ## Annual Performance History\n- **2017**: *Meets Expectations* \n Maxine showed potential in her ro...", |
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"Type: employees<br>Text: - **2021**: *Exceeds Expectations* \n Maxine spearheaded the transition to a new data warehousing s...", |
|
"Type: employees<br>Text: ## Compensation History\n- **2017**: $70,000 (Junior Data Engineer) \n- **2018**: $75,000 (Junior Dat...", |
|
"Type: employees<br>Text: # HR Record\n\n# Oliver Spencer\n\n## Summary\n- **Date of Birth**: May 14, 1990 \n- **Job Title**: Backe...", |
|
"Type: employees<br>Text: ## Annual Performance History\n- **2018**: **3/5** - Adaptable team player but still learning to take...", |
|
"Type: employees<br>Text: ## Compensation History\n- **March 2018**: Initial salary of $80,000.\n- **July 2019**: Salary increas...", |
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"Type: employees<br>Text: # Samantha Greene\n\n## Summary\n- **Date of Birth:** October 14, 1990\n- **Job Title:** HR Generalist\n-...", |
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"Type: employees<br>Text: ## Annual Performance History\n- **2020:** Exceeds Expectations \n Samantha Greene demonstrated exce...", |
|
"Type: employees<br>Text: ## Compensation History\n- **2020:** Base Salary - $55,000 \n The entry-level salary matched industr...", |
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"Type: employees<br>Text: - **2023:** Base Salary - $70,000 \n Recognized for substantial improvement in employee relations m...", |
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"Type: employees<br>Text: # HR Record\n\n# Samuel Trenton\n\n## Summary\n- **Date of Birth:** April 12, 1989 \n- **Job Title:** Sen...", |
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"Type: employees<br>Text: ## Annual Performance History\n- **2023:** Rating: 4.5/5 \n *Samuel exceeded expectations, successfu...", |
|
"Type: employees<br>Text: ## Compensation History\n- **2023:** Base Salary: $115,000 + Bonus: $15,000 \n *Annual bonus based o...", |
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"Type: employees<br>Text: - **Engagement in Company Culture:** Regularly participates in team-building events and contributes ...", |
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"Type: products<br>Text: # Product Summary\n\n# Carllm\n\n## Summary\n\nCarllm is an innovative auto insurance product developed by...", |
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"Type: products<br>Text: - **Instant Quoting**: With Carllm, insurance companies can offer near-instant quotes to customers, ...", |
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"Type: products<br>Text: - **Mobile Integration**: Carllm is designed to work seamlessly with mobile applications, providing ...", |
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"Type: products<br>Text: - **Professional Tier**: $2,500/month\n - For medium-sized companies.\n - All Basic Tier features pl...", |
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"Type: products<br>Text: ### Q2 2025: Customer Experience Improvements\n- Launch of a new **mobile app** for end-users.\n- Intr...", |
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"Type: products<br>Text: # Product Summary\n\n# Homellm\n\n## Summary\nHomellm is an innovative home insurance product developed b...", |
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"Type: products<br>Text: ### 2. Dynamic Pricing Model\nWith Homellm's innovative dynamic pricing model, insurance providers ca...", |
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"Type: products<br>Text: ### 5. Multi-Channel Integration\nHomellm seamlessly integrates into existing insurance platforms, pr...", |
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"Type: products<br>Text: - **Basic Tier:** Starting at $5,000/month for small insurers with basic integration features.\n- **S...", |
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"Type: products<br>Text: All tiers include a comprehensive training program and ongoing updates to ensure optimal performance...", |
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"Type: products<br>Text: With Homellm, Insurellm is committed to transforming the landscape of home insurance, ensuring both ...", |
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"Type: products<br>Text: # Product Summary\n\n# Markellm\n\n## Summary\n\nMarkellm is an innovative two-sided marketplace designed ...", |
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"Type: products<br>Text: - **User-Friendly Interface**: Designed with user experience in mind, Markellm features an intuitive...", |
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"Type: products<br>Text: - **Customer Support**: Our dedicated support team is always available to assist both consumers and ...", |
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"Type: products<br>Text: ### For Insurance Companies:\n- **Basic Listing Fee**: $199/month for a featured listing on the platf...", |
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"Type: products<br>Text: ### Q3 2025\n- Initiate a comprehensive marketing campaign targeting both consumers and insurers to i...", |
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"Type: products<br>Text: # Product Summary\n\n# Rellm: AI-Powered Enterprise Reinsurance Solution\n\n## Summary\n\nRellm is an inno...", |
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"Type: products<br>Text: ### Seamless Integrations\nRellm's architecture is designed for effortless integration with existing ...", |
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"Type: products<br>Text: ### Regulatory Compliance Tools\nRellm includes built-in compliance tracking features to help organiz...", |
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"Type: products<br>Text: Join the growing number of organizations leveraging Rellm to enhance their reinsurance processes whi...", |
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"Type: products<br>Text: Experience the future of reinsurance with Rellm, where innovation meets reliability. Let Insurellm h..." |
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"x": 0.05 |
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}, |
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"title": { |
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"text": "3D Chroma Vector Store Visualization" |
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}, |
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"width": 900 |
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} |
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} |
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}, |
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"metadata": {}, |
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"output_type": "display_data" |
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} |
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], |
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"source": [ |
|
"# Let's try 3D!\n", |
|
"\n", |
|
"tsne = TSNE(n_components=3, random_state=42)\n", |
|
"reduced_vectors = tsne.fit_transform(vectors)\n", |
|
"\n", |
|
"# Create the 3D scatter plot\n", |
|
"fig = go.Figure(data=[go.Scatter3d(\n", |
|
" x=reduced_vectors[:, 0],\n", |
|
" y=reduced_vectors[:, 1],\n", |
|
" z=reduced_vectors[:, 2],\n", |
|
" mode='markers',\n", |
|
" marker=dict(size=5, color=colors, opacity=0.8),\n", |
|
" text=[f\"Type: {t}<br>Text: {d[:100]}...\" for t, d in zip(doc_types, documents)],\n", |
|
" hoverinfo='text'\n", |
|
")])\n", |
|
"\n", |
|
"fig.update_layout(\n", |
|
" title='3D Chroma Vector Store Visualization',\n", |
|
" scene=dict(xaxis_title='x', yaxis_title='y', zaxis_title='z'),\n", |
|
" width=900,\n", |
|
" height=700,\n", |
|
" margin=dict(r=20, b=10, l=10, t=40)\n", |
|
")\n", |
|
"\n", |
|
"fig.show()" |
|
] |
|
}, |
|
{ |
|
"cell_type": "code", |
|
"execution_count": null, |
|
"metadata": {}, |
|
"outputs": [], |
|
"source": [] |
|
} |
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], |
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"metadata": { |
|
"kernelspec": { |
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"display_name": "llms", |
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"language": "python", |
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"name": "python3" |
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}, |
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"language_info": { |
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"codemirror_mode": { |
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"name": "ipython", |
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"version": 3 |
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}, |
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"file_extension": ".py", |
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"mimetype": "text/x-python", |
|
"name": "python", |
|
"nbconvert_exporter": "python", |
|
"pygments_lexer": "ipython3", |
|
"version": "3.11.11" |
|
} |
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}, |
|
"nbformat": 4, |
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"nbformat_minor": 2 |
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}
|
|
|