{ "cells": [ { "cell_type": "code", "execution_count": 1, "id": "2c32c62a-2698-45a3-bcd4-367a95bf8b20", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Total pages loaded: 3755\n" ] } ], "source": [ "from langchain_community.document_loaders import PyPDFLoader\n", "import os\n", "\n", "# List of PDF file paths\n", "pdf_files = [\n", " r\"C:\\Users\\chouk\\pega chat bot using Rag\\cdh load 1.pdf\",\n", " r\"C:\\Users\\chouk\\pega chat bot using Rag\\cdh load 2.pdf\"\n", "]\n", "\n", "# List to store pages from all PDFs\n", "all_pages = []\n", "\n", "# Loop through each PDF and load its pages\n", "for pdf in pdf_files:\n", " loader = PyPDFLoader(pdf)\n", " pages = loader.load_and_split()\n", " all_pages.extend(pages) # Add pages to the list\n", "\n", "# Now `all_pages` contains pages from all the PDFs\n", "print(f\"Total pages loaded: {len(all_pages)}\")\n" ] }, { "cell_type": "code", "execution_count": 2, "id": "3fad34ae-5bf5-4af5-9e29-57eeec89fb99", "metadata": {}, "outputs": [], "source": [ "from langchain.text_splitter import RecursiveCharacterTextSplitter\n", "\n", "text_splitter = RecursiveCharacterTextSplitter(chunk_size=500, chunk_overlap=50)\n", "\n", "chunks = text_splitter.split_documents(all_pages)" ] }, { "cell_type": "code", "execution_count": 3, "id": "d991472e-75dd-410e-8d96-465298c36bf8", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Number of Documents: 3755\n", "\n", "Number of Chunks: 10603\n" ] } ], "source": [ "print(\"Number of Documents:\", len(all_pages))\n", "print()\n", "print(\"Number of Chunks:\", len(chunks))" ] }, { "cell_type": "code", "execution_count": 4, "id": "ad892d31-ecfb-475d-899b-eac5d27d9629", "metadata": {}, "outputs": [], "source": [ "from langchain_huggingface import HuggingFaceEmbeddings\n", "\n", "model_name = \"flax-sentence-embeddings/all_datasets_v4_MiniLM-L6\"\n", "\n", "embeddings_model = HuggingFaceEmbeddings(model_name=model_name)" ] }, { "cell_type": "code", "execution_count": null, "id": "a6dab72f-39a1-4cf9-94b9-0bb88d4f0e9d", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": 5, "id": "ade3a210-0d38-4956-b21e-59f21e0a74f5", "metadata": {}, "outputs": [], "source": [ "# ! pip install langchain_chroma\n", "# Initialize a ChromaDB Connection\n", "from langchain_chroma import Chroma\n", "\n", "# Initialize the database connection\n", "# If database exist, it will connect with the collection_name and persist_directory\n", "# Otherwise a new collection will be created\n", "db = Chroma(collection_name=\"vector_database\",\n", " embedding_function=embeddings_model,\n", " persist_directory=\"./chroma_db_\")" ] }, { "cell_type": "code", "execution_count": null, "id": "7224eaae-1167-4e93-b60d-253323f77ab5", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": 6, "id": "58466b8d-e633-433c-bc5d-88189f59a936", "metadata": { "scrolled": true }, "outputs": [ { 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'4861004d-fad0-4c06-a478-a881401f8a89',\n", " 'ea587fa2-e206-4431-8d86-013e7a24bdc4',\n", " 'dccbd1ea-fc2a-4404-a293-3c53a2b458d0',\n", " 'a82c0b7b-7597-4099-8314-07c0ad25308c',\n", " '90105539-da53-408d-a0fe-eef1af399064',\n", " '35e87ef5-ef53-4333-bf82-c5f47446703c',\n", " '21355851-e9d2-4d55-9967-2fdcaf6f9275',\n", " '2a86cd31-62d2-4043-8d18-08e010dfcac9',\n", " 'ecc6becb-83a7-4f24-8cc0-061da49a2f99',\n", " '5fe66b4f-3893-45c8-8c87-89c2a4a9d78b',\n", " 'c22d0dfb-24b8-4883-90c0-a0264149e8e0',\n", " '3a142a55-a968-46ca-a6d4-360ba52899f6',\n", " '7771f28b-53ea-4763-8a46-4f596c0211cf',\n", " ...]" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "db.add_documents(chunks)" ] }, { "cell_type": "code", "execution_count": 7, "id": "83c53ca6-180d-495a-843a-5c41ea7cd875", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "10603\n" ] } ], "source": [ "# We can check the already existing values\n", "print(len(db.get()[\"ids\"]))" ] }, { "cell_type": "code", "execution_count": 23, "id": "86330175-7bef-437e-9828-53bf2b2c0912", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "4\n" ] } ], "source": [ "query = 'what is operations manager in detailed clear way'\n", "\n", "docs_chroma = db.similarity_search_with_score(query, k=4)\n", "\n", "print(len(docs_chroma))" ] }, { "cell_type": "code", "execution_count": 24, "id": "55035e92-10b4-4fdf-b3ff-02270b52ff5f", "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "administering the \n", "1:1 Operations \n", "Manager \n", "application after it \n", "is implemented.\n", "1:1 Operations \n", "Manager \n", "Administrator\n", "©2024 Pegasystems Inc\n", "Customer Decision Hub '24.2 665\n", "\n", "1:1 Operations Manager overlay applications\n", "The business content team uses the overlay applications in the Business \n", "Operations Environment (BOE) to build new actions and features. The overlay \n", "applications are built on the Customer Decision Hub implementation application \n", "and the 1:1 Operations Manager extension application. After your Development \n", "environment is mature enough and migrated to the BOE, the business content\n", "\n", "1:1 Operations Manager is a module of Pega Customer Decision Hub™, which was first \n", "introduced in Pega Platform™ version 8.4. You can use 1:1 Operations Manager in \n", "conjunction with Revision Management to push business-as-usual changes into \n", "production. In 1:1 Operations Manager, users can create and deploy new Actions to \n", "production, as well as request updates to existing Actions.\n", "The overall process is defined in 1:1 Operations Manager as a set of stages. For more\n", "\n", "The swim lane process flow below shows the overall 1:1 Operations Manager stages \n", "and tasks across the key organizational roles:\n", "The diagram below illustrates the overall process flow with the different portals, tools \n", "and roles that will carry out each task:\n", "©2024 Pegasystems Inc\n", "Customer Decision Hub '24.2 2351\n" ] } ], "source": [ "context_text = \"\\n\\n\".join([doc.page_content for doc, _score in docs_chroma])\n", "\n", "print(context_text)" ] }, { "cell_type": "code", "execution_count": 25, "id": "8fa01cf7-b9a6-48d4-a790-9ee481d1c873", "metadata": {}, "outputs": [], "source": [ "\n", "GOOGLE_API_KEY = \"AIzaSyB-7cKMdUpA5kTccpNxd72IT5CjeSgSmkc\"" ] }, { "cell_type": "code", "execution_count": 26, "id": "3557790d-97cf-40de-bebb-2f556ec2818d", "metadata": {}, "outputs": [], "source": [ "from langchain_core.prompts import ChatPromptTemplate\n", "\n", "PROMPT_TEMPLATE = \"\"\"\n", "Answer the question based only on the following context:\n", "{context}\n", "Answer the question based on the above context: {question}.\n", "Provide a detailed answer.\n", "Don’t justify your answers.\n", "Don’t give information not mentioned in the CONTEXT INFORMATION.\n", "Do not say \"according to the context\" or \"mentioned in the context\" or similar.\n", "\"\"\"\n", "\n", "prompt_template = ChatPromptTemplate.from_template(PROMPT_TEMPLATE)\n", "\n", "prompt = prompt_template.format(context=context_text, question=query)\n", "\n", "from langchain_google_genai import GoogleGenerativeAI\n", "\n", "# Replace 'gemini-1.5-flash' with the specific model you want to use\n", "model = GoogleGenerativeAI(api_key=GOOGLE_API_KEY, model=\"gemini-1.5-flash-latest\")" ] }, { "cell_type": "code", "execution_count": 27, "id": "d48296e5-2039-4333-be75-4b96d171b69a", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "1:1 Operations Manager is a module of Pega Customer Decision Hub™, first introduced in Pega Platform™ version 8.4. It allows users to create and deploy new Actions to production, and request updates to existing Actions. The process is defined as a set of stages. It's used in conjunction with Revision Management to push business-as-usual changes into production. Overlay applications built by the business content team in the Business Operations Environment (BOE) are built on the Customer Decision Hub implementation application and the 1:1 Operations Manager extension application. After the Development environment is migrated to the BOE, the business content team uses these overlay applications. The overall process flow is shown in a swim lane diagram illustrating stages and tasks across key organizational roles and portals/tools.\n", "\n" ] } ], "source": [ "# Invoke the model and store the response\n", "response_text = model.invoke(prompt)\n", "\n", "# Print the response directly as it's a string\n", "print(response_text)" ] }, { "cell_type": "code", "execution_count": null, "id": "c3397001-c063-493f-b1a9-2bd9c3f52578", "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.12.7" } }, "nbformat": 4, "nbformat_minor": 5 }