Upload 9 files

.gitattributes

@@ -33,3 +33,6 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
 *.zip filter=lfs diff=lfs merge=lfs -text
 *.zst filter=lfs diff=lfs merge=lfs -text
 *tfevents* filter=lfs diff=lfs merge=lfs -text
+cdh[[:space:]]load[[:space:]]1.pdf filter=lfs diff=lfs merge=lfs -text
+cdh[[:space:]]load[[:space:]]2.pdf filter=lfs diff=lfs merge=lfs -text
+chroma_db_/chroma.sqlite3 filter=lfs diff=lfs merge=lfs -text

cdh load 1.pdf

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cdh load 2.pdf

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chroma_db_/chroma.sqlite3

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chroma_db_/d2c521a0-be00-48c6-8feb-90243f8223d7/data_level0.bin

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chroma_db_/d2c521a0-be00-48c6-8feb-90243f8223d7/header.bin

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chroma_db_/d2c521a0-be00-48c6-8feb-90243f8223d7/index_metadata.pickle

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chroma_db_/d2c521a0-be00-48c6-8feb-90243f8223d7/link_lists.bin

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pega cdh chatbot using rag.ipynb

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+{
+ "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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+       " '5cd68f26-2720-416e-95aa-368381875dc8',\n",
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+       " 'ea587fa2-e206-4431-8d86-013e7a24bdc4',\n",
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+       " '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
+}