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literal 0 HcmV?d00001 From e1ccf44dd71cfb8b419154fcd09a788999015143 Mon Sep 17 00:00:00 2001 From: Bhagabati Mishra <155850908+mishrbh@users.noreply.github.com> Date: Mon, 8 Jan 2024 00:13:54 +0530 Subject: [PATCH 2/4] Update _config.yml --- _config.yml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/_config.yml b/_config.yml index c90d804d8d..b98e74f6b3 100644 --- a/_config.yml +++ b/_config.yml @@ -1,4 +1,4 @@ -title: Minimal theme +title: Bhagabati Prasad Mishra logo: /assets/img/logo.png description: Minimal is a theme for GitHub Pages. show_downloads: true From 30bf47a1e969320f15ff206950e8475b1fda2913 Mon Sep 17 00:00:00 2001 From: Bhagabati Mishra <155850908+mishrbh@users.noreply.github.com> Date: Mon, 8 Jan 2024 00:15:05 +0530 Subject: [PATCH 3/4] Update _config.yml Changes the default image to personal pic --- _config.yml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/_config.yml b/_config.yml index b98e74f6b3..3d5cdd176d 100644 --- a/_config.yml +++ b/_config.yml @@ -1,5 +1,5 @@ title: Bhagabati Prasad Mishra -logo: /assets/img/logo.png +logo: /assets/img/BPM Passport.jpg description: Minimal is a theme for GitHub Pages. show_downloads: true google_analytics: From 442cd35a1931afcf9fbdad802de91691a7e3bacf Mon Sep 17 00:00:00 2001 From: Bhagabati Mishra <155850908+mishrbh@users.noreply.github.com> Date: Mon, 17 Jun 2024 17:35:21 +0530 Subject: [PATCH 4/4] Created using Colab --- Project_Starter_HelpMateAI_Starter_Code.ipynb | 531 ++++++++++++++++++ 1 file changed, 531 insertions(+) create mode 100644 Project_Starter_HelpMateAI_Starter_Code.ipynb diff --git a/Project_Starter_HelpMateAI_Starter_Code.ipynb b/Project_Starter_HelpMateAI_Starter_Code.ipynb new file mode 100644 index 0000000000..564270d7db --- /dev/null +++ b/Project_Starter_HelpMateAI_Starter_Code.ipynb @@ -0,0 +1,531 @@ +{ + "nbformat": 4, + "nbformat_minor": 0, + "metadata": { + "colab": { + "provenance": [], + "toc_visible": true, + "include_colab_link": true + }, + "kernelspec": { + "name": "python3", + "display_name": "Python 3" + }, + "language_info": { + "name": "python" + } + }, + "cells": [ + { + "cell_type": "markdown", + "metadata": { + "id": "view-in-github", + "colab_type": "text" + }, + "source": [ + "\"Open" + ] + }, + { + "cell_type": "markdown", + "source": [ + "## Starter Code\n", + "\n", + "This code file contains a simple starter notebook for the HelpMate AI project.\n", + "The project has two options:\n", + "- Build and improve HelpMate RAG system\n", + "- BYOP (Bring Your Own Project)\n", + "\n", + "Feel free to modify the notebook as per your requirements, based on the choice of your project.\n" + ], + "metadata": { + "id": "37Un1tOFBBhA" + } + }, + { + "cell_type": "markdown", + "source": [ + "### Part 1\n", + "\n", + "***Problem Statement*** - The goal of the project is to build a RAG system using frameworks such as LlamaIndex or LangChain.\n" + ], + "metadata": { + "id": "9J_NR-yDCOZW" + } + }, + { + "cell_type": "markdown", + "source": [ + "### RAG - System Architecture\n", + "\n", + "![image.png](data:image/png;base64,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)" + ], + "metadata": { + "id": "BViiWzdXEkXX" + } + }, + { + "cell_type": "markdown", + "source": [ + "### Part 2 - Solution POC\n", + "\n", + "The basic RAG pipeline in LlamaIndex is illustrated below.\n", + "\n", + "![Screenshot 2023-07-04 at 12.41.36 AM.png](data:image/png;base64,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)" + ], + "metadata": { + "id": "o29InlmyDlXp" + } + }, + { + "cell_type": "markdown", + "source": [ + "This starter notebook contains the general steps to create an RAG using LlamaIndex framework. Feel free to modify the code as per your requirement." + ], + "metadata": { + "id": "XADTF7-SP4wt" + } + }, + { + "cell_type": "markdown", + "source": [ + "**Step 1** : Import the necessary libraries" + ], + "metadata": { + "id": "xyyj2QeEBK-O" + } + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "-oI30ZxINqXR" + }, + "outputs": [], + "source": [ + "# Install OpenAI, LlamaIndex\n", + "!pip install -U -qq llama-index openai" + ] + }, + { + "cell_type": "code", + "source": [ + "## Install additional supporting libraries as required" + ], + "metadata": { + "id": "DxauJOZZOExN" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "# Importing the libraries\n", + "from llama_index.llms.openai import OpenAI\n", + "from llama_index.core.llms import ChatMessage\n", + "import os\n", + "import openai\n", + "import pandas as pd" + ], + "metadata": { + "id": "TrjDdE5GSSXG" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "markdown", + "source": [ + "**Step 2**: Mount your Google Drive and Set the API key" + ], + "metadata": { + "id": "7B__M_LbIS2T" + } + }, + { + "cell_type": "code", + "source": [ + "# Mount Google Drive\n", + "from google.colab import drive\n", + "drive.mount('/content/drive', force_remount = True)" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "gQ813F1IHWGv", + "outputId": "9138ba80-b50c-4aa5-f574-fedd5d89572e" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Mounted at /content/drive\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "# Set the API key\n", + "filepath = \"/content/drive/MyDrive/HelpMate Project/\"\n", + "with open(filepath + \"OPENAI_API_Key.txt\", \"r\") as f:\n", + " openai.api_key = ' '.join(f.readlines())" + ], + "metadata": { + "id": "jQ-VXK6qHhs-" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "markdown", + "source": [ + "Step 3 - Data Loading" + ], + "metadata": { + "id": "isSltrJ0I3ce" + } + }, + { + "cell_type": "markdown", + "source": [ + "Dataset:\n", + "\n", + "- For HelpMate AI project, the insurance documents can be downloaded from the module 'RAG Demonstration' or download the files from the following [link](https://cdn.upgrad.com/uploads/production/8e278245-506c-4c8c-9246-892280692919/Policy+Documents.zip)\n", + "\n", + "- For BYOP project, you may create your own dataset or open-source datasets from [Kaggle](www.kaggle.com)" + ], + "metadata": { + "id": "f42LFJY6Tna_" + } + }, + { + "cell_type": "markdown", + "source": [ + "Use the appropriate document loader for loading the documents.\n", + "\n", + "**NOTE** - No matter how powerful the given data loader is, ensure that your file is properly formatted, and the loader is able to read the file clearly else the query engine might fail." + ], + "metadata": { + "id": "hIwdNZBKtjc5" + } + }, + { + "cell_type": "code", + "source": [ + "# Import the necessary loader\n", + "# Instantiate the reader with the input directory to the files\n", + "# Create document objects and load the data" + ], + "metadata": { + "id": "sqYSqxq_al53" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "markdown", + "source": [ + "Step 4 - Building the query engine\n", + "\n", + "The general process for creating the query_engine is:\n", + "- Load the documents\n", + "- Create nodes from the documents\n", + "- Create index from documents\n", + "- Initialise the Query Engine\n", + "- Query the index with the prompt\n", + "- Generate the response using the retrieved nodes" + ], + "metadata": { + "id": "CLb-tG3oouy5" + } + }, + { + "cell_type": "code", + "source": [ + "# Import the necessary libraries\n", + "# Create parser and parse document into nodes\n", + "# Build index\n", + "# Construct Query Engine\n", + "# Perform query operation and generate the response" + ], + "metadata": { + "id": "8vlxjmpfoXWD" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "markdown", + "source": [ + "Step 5 - Creating a Response Pipeline\n", + "\n", + "A Query Response pipeline encapsulates all the necssary steps to build a RAG pipeline. Modify the functions `query_response` and `initialize_conv()` below. The `query_response` functions return the query response from the query engine along with the supporting documents and the `initialize_conv()` function creates an interactive chatbot." + ], + "metadata": { + "id": "rEmEt1GfEtSO" + } + }, + { + "cell_type": "code", + "source": [ + "## Query response function\n", + "def query_response(user_input):\n", + " \"\"\"\n", + " Generate a response based on user input by querying the query engine and\n", + " retrieving metadata from the source nodes.\n", + "\n", + " Args:\n", + " user_input (str): The input query provided by the user.\n", + "\n", + " Returns:\n", + " final_response (str): The final response generated by the query engine, including a\n", + " reference to the source file names and page numbers.\n", + " \"\"\"\n", + "\n", + " return final_response" + ], + "metadata": { + "id": "DpDFsDUTxcjd" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "def initialize_conv():\n", + " \"\"\"\n", + " Initialize a conversation with the user, allowing them to ask questions\n", + " about the policy documents. The user can type 'exit' to end the\n", + " conversation.\n", + "\n", + " The function continuously prompts the user for input, processes the input\n", + " using the query_response function, and displays the response. The loop\n", + " terminates when the user types 'exit'.\n", + " \"\"\"\n" + ], + "metadata": { + "id": "kVdmrWRB02QF" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "initialize_conv()" + ], + "metadata": { + "id": "LD9uE8dIUIHS" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "markdown", + "source": [ + "\n", + "**Step 7** - Build a Testing Pipeline\n", + "\n", + "Here we feed a series of questions to the Q/A bot and store the responses along with the feedback on whether it's accurate or not from the user\n", + "\n", + "Create atleast 5 questions and store them in the `questions` list to be queried by the RAG system using the `testing_pipeline` function." + ], + "metadata": { + "id": "LI5whpCoHbXb" + } + }, + { + "cell_type": "code", + "source": [ + "questions = []" + ], + "metadata": { + "id": "4IwV2ivRFVnj" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "def testing_pipeline(questions):\n", + "\n", + " \"\"\"\n", + " Conduct a testing pipeline for a series of questions, collecting user\n", + " feedback on the responses provided by the bot.\n", + "\n", + " Args:\n", + " questions (list): A list of questions to be tested.\n", + "\n", + " Returns:\n", + " pd.DataFrame: A DataFrame containing the questions, their corresponding\n", + " responses, the page number from the response, and the user feedback\n", + " indicating whether the response was good or bad.\n", + " \"\"\"\n" + ], + "metadata": { + "id": "iYG7rV4ALiZB" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "testing_pipeline(questions)" + ], + "metadata": { + "id": "YsRWud2uMfch" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "markdown", + "source": [ + "### Part 3 - Additional Steps\n" + ], + "metadata": { + "id": "gB1Jhv4TOpNR" + } + }, + { + "cell_type": "markdown", + "source": [ + "3.1 - Building a custom prompt template\n", + "\n", + "You can try building a custom prompt template for improving the generation capabilities of the RAG system." + ], + "metadata": { + "id": "zmYIZa0kfJUb" + } + }, + { + "cell_type": "code", + "source": [ + "# Custom prompt template for improved query response" + ], + "metadata": { + "id": "ULJ9RRPlAiTg" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "markdown", + "source": [ + "3.2 - Recommendations on how to further improve RAG pipeline:\n", + "\n", + "- Based on the testing pipeline's feedback, you can further develop a strategy on how to improve the RAG pipeline further\n", + "- This can be through building a better/cleaner dataset, or utilizing better data pre-processing techniques\n", + "- If the accuracy is good enough, think of implementing some more use cases and user stories. Maybe a set of users want to do XYZ, and that requirement needs to be implemented in the solution. Think of a proper tool that can enable you to do that." + ], + "metadata": { + "id": "4XdYKk_cVx7L" + } + }, + { + "cell_type": "markdown", + "source": [ + "Additional suggestions for improving the RAG pipeline are listed below:" + ], + "metadata": { + "id": "icCNpbIEiOBG" + } + }, + { + "cell_type": "markdown", + "source": [ + "**Suggestion 1** - Using Customized Nodes and LLMs\n", + "\n", + "This can be used if your responses are not accurate or is not being summarized very well\n", + "\n" + ], + "metadata": { + "id": "2S4oq3Ben3as" + } + }, + { + "cell_type": "markdown", + "source": [ + "**Suggestion 2** - [Sub Question Query Engine](https://docs.llamaindex.ai/en/stable/examples/query_engine/sub_question_query_engine/)" + ], + "metadata": { + "id": "QxYYdhliaDn7" + } + }, + { + "cell_type": "markdown", + "source": [ + "**Suggetion 3**: [Build RAG using Agentic Systems](https://docs.llamaindex.ai/en/stable/examples/query_engine/knowledge_graph_rag_query_engine/)" + ], + "metadata": { + "id": "hbbSdPPChXuk" + } + }, + { + "cell_type": "markdown", + "source": [ + "**Suggestion 4**: [Retriever Router Query Engine](https://docs.llamaindex.ai/en/stable/examples/query_engine/RetrieverRouterQueryEngine/)" + ], + "metadata": { + "id": "3xD9dWQQiPVg" + } + }, + { + "cell_type": "markdown", + "source": [ + "**Suggestion 5**: [FLARE](https://docs.llamaindex.ai/en/stable/examples/query_engine/flare_query_engine/)" + ], + "metadata": { + "id": "9cn8qNcFjG5Y" + } + }, + { + "cell_type": "markdown", + "source": [ + "**Suggestion 6**: [HyDE](https://docs.llamaindex.ai/en/stable/examples/query_transformations/HyDEQueryTransformDemo/)\n" + ], + "metadata": { + "id": "28rzvEHmjN9y" + } + }, + { + "cell_type": "markdown", + "source": [ + "**Suggestion 7**: Use different loaders for parsing documents such as [Unstructured Reader](https://docs.llamaindex.ai/en/stable/api_reference/readers/file/?h=unstructured#llama_index.readers.file.UnstructuredReader) or [PyMuPDFReader](https://docs.llamaindex.ai/en/stable/api_reference/readers/file/?h=unstructured#llama_index.readers.file.PyMuPDFReader)" + ], + "metadata": { + "id": "5Y4dTNQqnp9t" + } + }, + { + "cell_type": "markdown", + "source": [ + "You can refer to the following links for additional information on improving the RAG pipeline:\n", + "- https://docs.llamaindex.ai/en/stable/optimizing/basic_strategies/basic_strategies.html\n", + "- https://docs.llamaindex.ai/en/stable/optimizing/production_rag/\n", + "- https://docs.llamaindex.ai/en/stable/optimizing/agentic_strategies/agentic_strategies/" + ], + "metadata": { + "id": "_UgSZiXviUdc" + } + }, + { + "cell_type": "code", + "source": [], + "metadata": { + "id": "XAGvjQ0ciTwv" + }, + "execution_count": null, + "outputs": [] + } + ] +} \ No newline at end of file