diff --git a/RAG based Knowledge Assistant.ipynb b/RAG based Knowledge Assistant.ipynb new file mode 100644 index 0000000..2432e29 --- /dev/null +++ b/RAG based Knowledge Assistant.ipynb @@ -0,0 +1,818 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "3ea31db8-a39e-4667-90e9-b7e5edbfa51a", + "metadata": {}, + "source": [ + "# Build Retrieval Augmented Generation Intelligent Query Agent - Code Walkthrough\n", + "In the following use case example, we’ll showcase how Cohere’s Generate, Embed, and Reranker model can search and\n", + "query across a repository of financial reports and articles." + ] + }, + { + "cell_type": "markdown", + "id": "734955e4-9fd1-4fb2-9839-c76b22dad070", + "metadata": {}, + "source": [ + "### Step 0: Enable Model Access Through Amazon Bedrock and Sagemaker" + ] + }, + { + "attachments": { + "image.png": { + "image/png": "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" + } + }, + "cell_type": "markdown", + "id": "9c6f581a", + "metadata": {}, + "source": [ + "![image.png](attachment:image.png)" + ] + }, + { + "cell_type": "markdown", + "id": "5141dcea", + "metadata": {}, + "source": [ + "Enable Model access through the [Amazon Console](https://console.aws.amazon.com/bedrock) following the instructions in the [Amazon Bedrock Documentation](https://docs.aws.amazon.com/bedrock/latest/userguide/model-access.html) console.\n", + "\n", + "For this walkthrough you will need to request access to the Cohere Embed Multilingual model." + ] + }, + { + "cell_type": "markdown", + "id": "a71a1e4a", + "metadata": {}, + "source": [ + "### Subscribe to the model package in SageMaker\n", + "\n", + "\n", + "Rerank is available in SageMaker.\n", + "\n", + "\n", + "To subscribe to the model package:\n", + "1. Open the model package listing page [cohere-rerank-multilingual](https://aws.amazon.com/marketplace/pp/prodview-pf7d2umihcseq)\n", + "1. On the AWS Marketplace listing, click on the **Continue to subscribe** button.\n", + "1. On the **Subscribe to this software** page, review and click on **\"Accept Offer\"** if you and your organization agrees with EULA, pricing, and support terms. \n", + "1. Once you click on **Continue to configuration button** and then choose a **region**, you will see a **Product Arn** displayed. This is the model package ARN that you need to specify while creating a deployable model using Boto3. Copy the ARN corresponding to your region and specify the same in the following cell." + ] + }, + { + "cell_type": "markdown", + "id": "494c504f-0886-4b29-8716-0a47e6450647", + "metadata": {}, + "source": [ + "### Step 1: Install Packages, Import Modules, and Create Model Endpoints" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "bb2388da", + "metadata": { + "jupyter": { + "outputs_hidden": true + }, + "tags": [] + }, + "outputs": [], + "source": [ + "!pip install --upgrade cohere-aws cohere hnswlib pandas numpy markdown boto3 -q\n", + "# If you upgrade the package, you need to restart the kernel" + ] + }, + { + "cell_type": "markdown", + "id": "8fd64d4b", + "metadata": {}, + "source": [ + "### Step 2: Import, transform and chunk data set" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "be54602a-944d-43c4-a611-6f8f57285618", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "sagemaker.config INFO - Not applying SDK defaults from location: /etc/xdg/sagemaker/config.yaml\n", + "sagemaker.config INFO - Not applying SDK defaults from location: /home/ec2-user/.config/sagemaker/config.yaml\n" + ] + } + ], + "source": [ + "import pandas as pd\n", + "import cohere_aws\n", + "import cohere\n", + "import hnswlib\n", + "import warnings\n", + "import boto3\n", + "import json\n", + "import markdown as md\n", + "from IPython.display import HTML\n", + "warnings.filterwarnings('ignore')\n" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "a7ab5298", + "metadata": {}, + "outputs": [], + "source": [ + "# Get secret key from AWS Secrets Manager for Cohere Chat API\n", + "from botocore.exceptions import ClientError\n", + "\n", + "\n", + "def get_secret():\n", + "\n", + " secret_name = \"Cohere_API_Key\"\n", + " region_name = \"us-east-1\"\n", + "\n", + " # Create a Secrets Manager client\n", + " session = boto3.session.Session()\n", + " client = session.client(\n", + " service_name='secretsmanager',\n", + " region_name=region_name\n", + " )\n", + "\n", + " try:\n", + " get_secret_value_response = client.get_secret_value(\n", + " SecretId=secret_name\n", + " )\n", + " except ClientError as e:\n", + " raise e\n", + "\n", + " return get_secret_value_response['SecretString']" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "8c6d0927", + "metadata": {}, + "outputs": [], + "source": [ + "API_Key = json.loads(get_secret())\n", + "cohere_api_key = API_Key.get('Cohere_API_Key')" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "f120fb11", + "metadata": {}, + "outputs": [], + "source": [ + "#Bedrock Endpoint used for Command, Embed\n", + "co_bed = cohere_aws.Client(mode=cohere_aws.Mode.BEDROCK, region_name=\"us-east-1\")\n", + "\n", + "#connect to sagemaker endpoint for reranker\n", + "region = \"us-east-1\"\n", + "co_rk = cohere_aws.Client(region_name=region)\n", + "#co_rk.create_endpoint(arn=model_package_arn, endpoint_name=\"cohere-rerank-multilingual\", instance_type=\"ml.g4dn.xlarge\", n_instances=1, role=\"arn:aws:iam::907033419796:role/sage_maker_notebook\")\n", + "\n", + "#connect to SageMaker endpoint for embed. Rerank is not available on Bedrock yet.\n", + "co_rk.connect_to_endpoint(endpoint_name=\"cohere-rerank-v3\")\n", + "\n", + "#connect to Bedrock endpoint for embed\n", + "co_em = cohere_aws.Client(mode=cohere_aws.Mode.BEDROCK)\n", + "model_id = \"cohere.embed-english-v3\"\n", + "\n", + "region = boto3.Session().region_name\n", + "\n", + "# Create a client for Chat_Stream\n", + "co_chat = cohere.Client(cohere_api_key)" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "1ed29d85", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Total number of financial reports imported : 543\n" + ] + } + ], + "source": [ + "s3 = boto3.client('s3')\n", + "\n", + "def iterate_bucket_items(bucket):\n", + " text = []\n", + " names = []\n", + "\n", + "\n", + " result = s3.list_objects(Bucket = bucket)\n", + " for o in result.get('Contents'):\n", + " data = s3.get_object(Bucket=bucket, Key=o.get('Key'))\n", + " text.append(str(data['Body'].read()))\n", + " names.append(str(o.get('Key'))),\n", + " return text, names\n", + "\n", + "\n", + "bucket = \"finserv-analyst-reports\"\n", + "text, names = iterate_bucket_items(bucket)\n", + "df = pd.DataFrame({'text': text, 'name': names})\n", + "# Read the data\n", + "print(f'Total number of financial reports imported : {len(df)}') " + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "6eefc521", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "The reports were split into a total number of 5350 chunks\n" + ] + } + ], + "source": [ + "#split each article into chunks of n words or less return a list of tuples (chunk, original text) with an overlap of m words\n", + "def split_text(text,name, n, m=0):\n", + " words = text.split()\n", + " chunks = []\n", + " for i in range(0, len(words), n-m):\n", + " chunk = ' '.join(words[i:i+n])\n", + " chunks.append((chunk, text, name))\n", + " return chunks\n", + "\n", + "df = df.drop_duplicates()\n", + "chunks = []\n", + "for i, row in df.iterrows():\n", + " chunks.extend(split_text(row['text'], row['name'],150, 15))\n", + "df = pd.DataFrame(chunks, columns=['chunk', 'original_text', 'name'])\n", + "print(f'The reports were split into a total number of {len(df)} chunks')" + ] + }, + { + "cell_type": "markdown", + "id": "bc6f9061-96a4-4d22-af35-8c2f9d9ae19a", + "metadata": {}, + "source": [ + "### Step 3: Bulk Embed and Index Documents" + ] + }, + { + "attachments": { + "Embeddings.png": { + "image/png": "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" + } + }, + "cell_type": "markdown", + "id": "580668ea", + "metadata": {}, + "source": [ + "![Embeddings.png](attachment:Embeddings.png)" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "41fa6476-9cff-4af0-9d03-50213d72a2e6", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 56/56 [00:55<00:00, 1.01it/s]" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Total Documents chunked : 5350\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\n" + ] + } + ], + "source": [ + "# Embed documents\n", + "# def embed_docs():\n", + "doc_embs =[]\n", + "docs = df['chunk'].to_list()\n", + "input_type = 'search_document'\n", + "\n", + "batch_size=96\n", + "\n", + "from tqdm import tqdm\n", + "for i in tqdm(range(0, len(docs), batch_size)):\n", + "\n", + " batch_docs = docs[i:i+batch_size]\n", + " response = co_em.embed(\n", + " texts=batch_docs, \n", + " input_type=input_type, \n", + " model_id=model_id\n", + " )\n", + " doc_embs.extend(response.embeddings)\n", + "\n", + "# doc_embs, docs = embed_docs()\n", + "print(f'Total Documents chunked : {len(docs)}') \n", + " \n", + "# return doc_embs, docs" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "51309858", + "metadata": {}, + "outputs": [], + "source": [ + "## Create a search index with hnswlib, a library for fast approximate nearest neighbor search\n", + "\n", + "index = hnswlib.Index(space='ip', dim=1024) # Cohere embed outputs embeddings with 1024 dimensions\n", + "index.init_index(max_elements=len(doc_embs), ef_construction=1024, M=64) # For more info: https://github.com/nmslib/hnswlib#api-description\n", + "index.add_items(doc_embs, list(range(len(doc_embs))))" + ] + }, + { + "cell_type": "markdown", + "id": "b924bd1d-930a-4624-8ad6-cc0eef8c5b07", + "metadata": {}, + "source": [ + "### Step 4: Query the Datastore" + ] + }, + { + "attachments": { + "Dense%20Retrieval.png": { + "image/png": "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" + } + }, + "cell_type": "markdown", + "id": "18423ef9", + "metadata": {}, + "source": [ + "![Dense%20Retrieval.png](attachment:Dense%20Retrieval.png)" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "29843367-b738-4eb5-83eb-0bb5827b3a79", + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "# Retrieval of 10 closest docs to query\n", + "def retrieval(query, df, k):\n", + " # Embed query and retrieve results\n", + " docs = df['chunk'].to_list()\n", + " co = cohere_aws.Client(mode=cohere_aws.Mode.BEDROCK)\n", + " query_emb = co.embed(\n", + " texts=[query],\n", + " input_type='search_query', \n", + " model_id=model_id\n", + " )\n", + " query_emb = query_emb.embeddings[0]\n", + " doc_ids = index.knn_query(query_emb, k=k)[0][0] # we will retrieve k closest neighbors\n", + "\n", + " retrieved_docs, retrieved_chunks, names = [], [],[]\n", + " \n", + " for doc_id in doc_ids:\n", + " # Append results\n", + " retrieved_chunks.append(docs[doc_id])\n", + " retrieved_docs.append((df['original_text'].iloc[doc_id]))\n", + " names.append(df['name'].iloc[doc_id])\n", + " \n", + " return doc_ids, retrieved_chunks, retrieved_docs, names " + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "3b66a676", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2516\n", + "delicate balance between providing enough liquidity and maintaining financial stability.\\n\\nIndia's central bank has also cut its key policy rate, in a bid to stimulate the economy. This could potentially boost economic growth and assuage some of the pain caused by demonetization. The rate cut is expected to encourage banks to reduce lending rates, which could stimulate investments and ease some of the slowdown's pressures. But its impact will be felt over time, and the full effects might not be seen until the next quarter.\\n\\nThe stock markets have reacted negatively to the demonetization announcement, with the benchmark Sensex falling over 6% in the week following the move. The markets have been volatile ever since, wiping out over $60 billion in investor wealth. Sectors that rely heavily on cash transactions have been the worst hit, with real estate, auto, and consumer durables stocks leading the decline. However, some analysts also see this\n", + "2514\n", + "Goods and Services Tax (GST), which will unify the country's indirect taxation system.\\n\\nResearch on similar demonetization drives in other countries reveals a mixed impact on black money and corruption. The immediate impact has been a massive cash crunch, with people struggling to access their own money, leading to a decline in consumption and economic activity. This slow-down effect could last for some quarters, as the new currency notes slowly filter through the economy.\\n\\nHigh-value currency notes are often used for hoarding black money, and the demonetization move has effectively converted a large portion of this hoarded wealth into white or legal money. This could lead to a windfall for the exchequer in the form of increased tax collections. But there is also a likelihood of a temporary slowdown in economic activity, as the new currency notes of lower denominations take time to reach the hands of the public.\\n\\nThe government has relaxed\n", + "2519\n", + "the expected surge in cash deposits, and that the increase in tax base is sustained.\\n\\nIndia's demonetization drive is an ambitious and bold attempt to streamline the economy and bring a large portion of the unorganized sector under the formal umbrella. The move aligns with the government's digital economy push and could contribute to long-term GDP growth. But the short-term impact is unavoidable, and the government will need to provide continued support to cushion the blow, especially to the unorganized sector. The coming months will be critical in determining the success of this historic economic reform.\\n\\nWhile the demonetization move has certainly disrupted economic activity in the short term, some positive outcomes are already visible. The government's intention to clean up the financial system and move towards a less-cash economy is a welcome step. The increased focus on digital payments and a formalization of the economy could benefit the country in the\n", + "2513\n", + "analysts arguing that the move's timing, execution, and planning leave a lot to be desired.\\n\\nModi's move has been bold, and the impact is being felt across the board, with most sectors experiencing a slowdown. The real estate and jewelry sectors, which rely heavily on cash transactions, have been the most affected. With people focusing on exchanging or depositing old notes, other commercial activities have taken a back seat, leading to a general slowdown in economic activity.\\n\\nThe government's demonetization drive aims to flush out black money, curb fake currency, and corral terrorists and corrupt elements. The move also has an underlying goal of bringing the unorganized sector into the formal economy and increasing the tax base. It is part of a series of major economic reforms initiated by the Modi government, including the introduction of the Goods and Services Tax (GST), which will unify the country's indirect taxation system.\\n\\nResearch on similar\n", + "2517\n", + "estate, auto, and consumer durables stocks leading the decline. However, some analysts also see this as an opportunity to buy quality stocks at discounted prices.\\n\\nThe demonetization drive comes at a time when India's economic growth has been slowing down, raising concerns about the government's ability to manage the economy. There is a general consensus that the move will have a dampening effect on growth in the short term, with some analysts forecasting a 1-2% decline in GDP for the current fiscal year. The impact on the unorganized sector, which contributes significantly to India's economic output, could be severe.\\n\\nBut the government has defended its move, arguing that the short-term pain will lead to long-term gain. Some experts back the Modi government's assertion that the move will benefit the economy in the long run, saying it will help formalize the economy, boost digital transactions, and increase the tax base.\\n\\nThe demonetization drive has\n", + "2512\n", + "b\"On November 8, in a surprise move, India's Prime Minister Narendra Modi announced the demonetization of high-value currency. The decision was taken to combat corruption, and it has had a huge impact on the economy, business, and markets. This move has resulted in the invalidation of 86% of the country's currency, leading to a massive liquidity crunch. People have been standing in long queues outside banks and ATMs, hoping to exchange or deposit their now-worthless high-value bank notes. The government has also introduced new higher-value currency notes to ease the pain, but the situation on the ground remains challenging.\\n\\nThe demonetization drive aims to reshape the economy and boost the country's GDP in the long run, but it will also certainly impact India's short-term economic growth. The measure is expected to impact several sectors, with some analysts arguing that the move's timing, execution, and planning leave a lot to be desired.\\n\\nModi's\n", + "2520\n", + "on digital payments and a formalization of the economy could benefit the country in the long run, making the pain worth the gain. Already, many transactions have moved online, and people are embracing digital wallets and other forms of electronic payment.\\n\\nThe demonetization drive has also forced banks to increase their digital offerings, and this shift could lead to more efficient and transparent business practices. A potential increase in tax collections could also boost the government's finances, helping to fund much-needed infrastructure projects. And by replacing larger currency notes, the RBI gains more control over the money supply, which could contribute to more stable monetary policy.\\n\\nAs the dust settles, India's demonetization drive seems to be a well-thought-out move, considering its long-term benefits. The government's determination to clean up the financial system, coupled with supportive measures and a focus on digital transactions, could make this disruptive move a success. The experience will\n", + "2518\n", + "help formalize the economy, boost digital transactions, and increase the tax base.\\n\\nThe demonetization drive has certainly caught people off guard, and the severe cash crunch in the initial days caused inconvenience and disruption. But the situation is gradually improving, with banks and ATMs slowly getting replenished with new currency notes. The government's determination to clean up the economy and tackle corruption, black money, and fake currency, despite the short-term pain, has found support among the general public.\\n\\nThe success of Modi's demonetization drive depends on several factors, some of which are beyond the government's control. The key challenges lie in ensuring sufficient new currency notes are available, minimizing the inconvenience to the common man, and preventing a spike in black money transactions. The government will also need to ensure that the formal sector expands to accommodate the expected surge in cash deposits, and that the increase in tax base is sustained.\\n\\nIndia's\n", + "2515\n", + "of lower denominations take time to reach the hands of the public.\\n\\nThe government has relaxed some rules to allow people to deposit old notes without fear of scrutiny, which could help get more money into the formal banking system. But many experts feel this move could encourage money laundering, as some people might try to take advantage of the situation and convert their black money into white. The government has assured strict monitoring to prevent such malpractices.\\n\\nThe Reserve Bank of India (RBI) has been continuously injecting liquidity into the system, but the situation on the ground remains tense, with long queues outside banks and ATMs. The RBI has also relaxed some of the rules around cash withdrawals to improve the situation. But the central bank's hands are tied, as it has to carefully navigate the delicate balance between providing enough liquidity and maintaining financial stability.\\n\\nIndia's central bank has also cut\n", + "1322\n", + "on the economy. \\n\\nThe pandemic and subsequent lockdown measures have crippled India's economy, with the decline in oil prices offering little solace. The primary concern is the slump in demand for the country's exports, including textiles, jewelry, and agricultural products, exacerbated by the global economic slowdown. \\n\\nIndia's current account deficit is widening, and the rupee's depreciation makes the import bill more expensive. The government's fiscal stimulus measures are aimed at mitigating the economic damage, but the long-term impact of the pandemic remains a significant concern. \\n\\nChina's slowing economic growth and the potential for a prolonged global recession pose further challenges for India. With China being a key market for its exports and a significant source of foreign investment, the decline in commodity prices could not come at a more inopportune time for India's economy. \\n\\nChina: \\nAs the world's factory, China's economic health is intricately linked to the commodity markets. Its\n" + ] + } + ], + "source": [ + "# Dense retrieval does return the search results. However the most relevant results may not always be at \n", + "# the top of the retrieved dataset\n", + "\n", + "query = 'Impact of cash ban on the Indian economy' \n", + "ret_doc_ids, retrieved_chunks, retrieved_docs, names = retrieval(query, df, 10)\n", + "\n", + "\n", + "#Print doc ids and the document chunks\n", + "for doc_id in ret_doc_ids:\n", + " # Append results\n", + " print(doc_id)\n", + " print(docs[doc_id])" + ] + }, + { + "cell_type": "markdown", + "id": "a5605c59-0ef4-48f5-8dc9-4cbc7b95ec5d", + "metadata": {}, + "source": [ + "### Step 5: Improve Results with Cohere Rerank\n", + "\n", + "The following query is not returning the most relevant result at the top, here is where Rerank will help." + ] + }, + { + "attachments": { + "Improve%20results%20with%20Rerank.png": { + "image/png": "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" + } + }, + "cell_type": "markdown", + "id": "30caa716", + "metadata": {}, + "source": [ + "![Improve%20results%20with%20Rerank.png](attachment:Improve%20results%20with%20Rerank.png)" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "8f91859a", + "metadata": {}, + "outputs": [], + "source": [ + "def rerank(query, chat):\n", + "\n", + " # Retrieve top 10 results using dense retrieval \n", + " doc_ids, retrieved_chunks, retrieved_docs, names = retrieval(query, df, 10)\n", + "\n", + " rerank_results = co_rk.rerank(query=query, \n", + " documents=retrieved_chunks, \n", + " top_n=5)\n", + "\n", + " re_ranked_docs = {}\n", + " docs_retrieved = []\n", + " \n", + " for idx, r in enumerate(rerank_results):\n", + " re_ranked_docs = r.document['text']\n", + " docs_retrieved.append(\n", + " {\n", + " \"text\": r.document['text'],\n", + " }\n", + " )\n", + "# Print outputs only when not in chat mode \n", + " if not chat:\n", + " print(f\"Document Rank: {idx + 1}, Document ID :{doc_ids[r.index]}, Document Index: {r.index}\")\n", + " print(re_ranked_docs) \n", + " print(f\"Relevance Score: {r.relevance_score:.2f}\")\n", + " print(\"\\n\")\n", + " \n", + "# return docs_retrieved\n", + " return docs_retrieved" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "c413bd42", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Document Rank: 1, Document ID :2512, Document Index: 5\n", + "b\"On November 8, in a surprise move, India's Prime Minister Narendra Modi announced the demonetization of high-value currency. The decision was taken to combat corruption, and it has had a huge impact on the economy, business, and markets. This move has resulted in the invalidation of 86% of the country's currency, leading to a massive liquidity crunch. People have been standing in long queues outside banks and ATMs, hoping to exchange or deposit their now-worthless high-value bank notes. The government has also introduced new higher-value currency notes to ease the pain, but the situation on the ground remains challenging.\\n\\nThe demonetization drive aims to reshape the economy and boost the country's GDP in the long run, but it will also certainly impact India's short-term economic growth. The measure is expected to impact several sectors, with some analysts arguing that the move's timing, execution, and planning leave a lot to be desired.\\n\\nModi's\n", + "Relevance Score: 0.91\n", + "\n", + "\n", + "Document Rank: 2, Document ID :2519, Document Index: 2\n", + "the expected surge in cash deposits, and that the increase in tax base is sustained.\\n\\nIndia's demonetization drive is an ambitious and bold attempt to streamline the economy and bring a large portion of the unorganized sector under the formal umbrella. The move aligns with the government's digital economy push and could contribute to long-term GDP growth. But the short-term impact is unavoidable, and the government will need to provide continued support to cushion the blow, especially to the unorganized sector. The coming months will be critical in determining the success of this historic economic reform.\\n\\nWhile the demonetization move has certainly disrupted economic activity in the short term, some positive outcomes are already visible. The government's intention to clean up the financial system and move towards a less-cash economy is a welcome step. The increased focus on digital payments and a formalization of the economy could benefit the country in the\n", + "Relevance Score: 0.90\n", + "\n", + "\n", + "Document Rank: 3, Document ID :2517, Document Index: 4\n", + "estate, auto, and consumer durables stocks leading the decline. However, some analysts also see this as an opportunity to buy quality stocks at discounted prices.\\n\\nThe demonetization drive comes at a time when India's economic growth has been slowing down, raising concerns about the government's ability to manage the economy. There is a general consensus that the move will have a dampening effect on growth in the short term, with some analysts forecasting a 1-2% decline in GDP for the current fiscal year. The impact on the unorganized sector, which contributes significantly to India's economic output, could be severe.\\n\\nBut the government has defended its move, arguing that the short-term pain will lead to long-term gain. Some experts back the Modi government's assertion that the move will benefit the economy in the long run, saying it will help formalize the economy, boost digital transactions, and increase the tax base.\\n\\nThe demonetization drive has\n", + "Relevance Score: 0.88\n", + "\n", + "\n", + "Document Rank: 4, Document ID :2513, Document Index: 3\n", + "analysts arguing that the move's timing, execution, and planning leave a lot to be desired.\\n\\nModi's move has been bold, and the impact is being felt across the board, with most sectors experiencing a slowdown. The real estate and jewelry sectors, which rely heavily on cash transactions, have been the most affected. With people focusing on exchanging or depositing old notes, other commercial activities have taken a back seat, leading to a general slowdown in economic activity.\\n\\nThe government's demonetization drive aims to flush out black money, curb fake currency, and corral terrorists and corrupt elements. The move also has an underlying goal of bringing the unorganized sector into the formal economy and increasing the tax base. It is part of a series of major economic reforms initiated by the Modi government, including the introduction of the Goods and Services Tax (GST), which will unify the country's indirect taxation system.\\n\\nResearch on similar\n", + "Relevance Score: 0.81\n", + "\n", + "\n", + "Document Rank: 5, Document ID :2516, Document Index: 0\n", + "delicate balance between providing enough liquidity and maintaining financial stability.\\n\\nIndia's central bank has also cut its key policy rate, in a bid to stimulate the economy. This could potentially boost economic growth and assuage some of the pain caused by demonetization. The rate cut is expected to encourage banks to reduce lending rates, which could stimulate investments and ease some of the slowdown's pressures. But its impact will be felt over time, and the full effects might not be seen until the next quarter.\\n\\nThe stock markets have reacted negatively to the demonetization announcement, with the benchmark Sensex falling over 6% in the week following the move. The markets have been volatile ever since, wiping out over $60 billion in investor wealth. Sectors that rely heavily on cash transactions have been the worst hit, with real estate, auto, and consumer durables stocks leading the decline. However, some analysts also see this\n", + "Relevance Score: 0.76\n", + "\n", + "\n" + ] + }, + { + "data": { + "text/plain": [ + "[{'text': 'b\"On November 8, in a surprise move, India\\'s Prime Minister Narendra Modi announced the demonetization of high-value currency. The decision was taken to combat corruption, and it has had a huge impact on the economy, business, and markets. This move has resulted in the invalidation of 86% of the country\\'s currency, leading to a massive liquidity crunch. People have been standing in long queues outside banks and ATMs, hoping to exchange or deposit their now-worthless high-value bank notes. The government has also introduced new higher-value currency notes to ease the pain, but the situation on the ground remains challenging.\\\\n\\\\nThe demonetization drive aims to reshape the economy and boost the country\\'s GDP in the long run, but it will also certainly impact India\\'s short-term economic growth. The measure is expected to impact several sectors, with some analysts arguing that the move\\'s timing, execution, and planning leave a lot to be desired.\\\\n\\\\nModi\\'s'},\n", + " {'text': \"the expected surge in cash deposits, and that the increase in tax base is sustained.\\\\n\\\\nIndia's demonetization drive is an ambitious and bold attempt to streamline the economy and bring a large portion of the unorganized sector under the formal umbrella. The move aligns with the government's digital economy push and could contribute to long-term GDP growth. But the short-term impact is unavoidable, and the government will need to provide continued support to cushion the blow, especially to the unorganized sector. The coming months will be critical in determining the success of this historic economic reform.\\\\n\\\\nWhile the demonetization move has certainly disrupted economic activity in the short term, some positive outcomes are already visible. The government's intention to clean up the financial system and move towards a less-cash economy is a welcome step. The increased focus on digital payments and a formalization of the economy could benefit the country in the\"},\n", + " {'text': \"estate, auto, and consumer durables stocks leading the decline. However, some analysts also see this as an opportunity to buy quality stocks at discounted prices.\\\\n\\\\nThe demonetization drive comes at a time when India's economic growth has been slowing down, raising concerns about the government's ability to manage the economy. There is a general consensus that the move will have a dampening effect on growth in the short term, with some analysts forecasting a 1-2% decline in GDP for the current fiscal year. The impact on the unorganized sector, which contributes significantly to India's economic output, could be severe.\\\\n\\\\nBut the government has defended its move, arguing that the short-term pain will lead to long-term gain. Some experts back the Modi government's assertion that the move will benefit the economy in the long run, saying it will help formalize the economy, boost digital transactions, and increase the tax base.\\\\n\\\\nThe demonetization drive has\"},\n", + " {'text': \"analysts arguing that the move's timing, execution, and planning leave a lot to be desired.\\\\n\\\\nModi's move has been bold, and the impact is being felt across the board, with most sectors experiencing a slowdown. The real estate and jewelry sectors, which rely heavily on cash transactions, have been the most affected. With people focusing on exchanging or depositing old notes, other commercial activities have taken a back seat, leading to a general slowdown in economic activity.\\\\n\\\\nThe government's demonetization drive aims to flush out black money, curb fake currency, and corral terrorists and corrupt elements. The move also has an underlying goal of bringing the unorganized sector into the formal economy and increasing the tax base. It is part of a series of major economic reforms initiated by the Modi government, including the introduction of the Goods and Services Tax (GST), which will unify the country's indirect taxation system.\\\\n\\\\nResearch on similar\"},\n", + " {'text': \"delicate balance between providing enough liquidity and maintaining financial stability.\\\\n\\\\nIndia's central bank has also cut its key policy rate, in a bid to stimulate the economy. This could potentially boost economic growth and assuage some of the pain caused by demonetization. The rate cut is expected to encourage banks to reduce lending rates, which could stimulate investments and ease some of the slowdown's pressures. But its impact will be felt over time, and the full effects might not be seen until the next quarter.\\\\n\\\\nThe stock markets have reacted negatively to the demonetization announcement, with the benchmark Sensex falling over 6% in the week following the move. The markets have been volatile ever since, wiping out over $60 billion in investor wealth. Sectors that rely heavily on cash transactions have been the worst hit, with real estate, auto, and consumer durables stocks leading the decline. However, some analysts also see this\"}]" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "rerank(query, False)" + ] + }, + { + "cell_type": "markdown", + "id": "a194c2e3", + "metadata": {}, + "source": [ + "### Step 6: Bringing it all together - Using Cohere Command, Embed and Rerank\n", + "Generate query responses from the reranked document set; Guide the model to produce responses based on a preamble; Add citations for results produced; " + ] + }, + { + "attachments": { + "Bringing%20it%20all%20together.png": { + "image/png": "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" + } + }, + "cell_type": "markdown", + "id": "7920cea6", + "metadata": {}, + "source": [ + "![Bringing%20it%20all%20together.png](attachment:Bringing%20it%20all%20together.png)" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "ec27d3bc", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "You are a helpful digital assistant. \n", + "Please answer questions only based on the contents of the documents. \n", + "If the documents do not contain the answers to my question please say I dont know.\n" + ] + } + ], + "source": [ + "preamble = \"You are a helpful digital assistant. \\nPlease answer questions only based on the contents of the documents. \\nIf the documents do not contain the answers to my question please say I dont know.\"\n", + "print(preamble)" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "6b06fbff", + "metadata": {}, + "outputs": [], + "source": [ + "class Chatbot:\n", + " \n", + " \n", + " \n", + " def run(self):\n", + " \"\"\"\n", + " Runs the chatbot application.\n", + "\n", + " \"\"\"\n", + " while True:\n", + " # Get the user message\n", + " message = input(\"User: \")\n", + "\n", + " # Typing \"quit\" ends the conversation\n", + " if message.lower() == \"quit\":\n", + " print(\"Ending chat.\")\n", + " break\n", + " # Generate search queries (if any)\n", + " response = co_chat.chat(message=message,\n", + " model=\"command-r\",\n", + " search_queries_only=True)\n", + "\n", + " # If there are search queries, retrieve document chunks and respond\n", + " if response.search_queries:\n", + " print(\"Retrieving information...\", end=\"\")\n", + "\n", + " # Retrieve document chunks for each query\n", + " reranked_docs = []\n", + " reranked_docs = rerank(message, True)\n", + "\n", + " # Use document chunks to respond\n", + " response = co_chat.chat_stream(\n", + " message=message,\n", + " model=\"command-r\",\n", + " preamble = preamble,\n", + " documents=reranked_docs,\n", + " )\n", + "\n", + " # If there is no search query, directly respond\n", + " else:\n", + " response = co_chat.chat_stream(\n", + " message=message,\n", + " model=\"command-r\",\n", + " )\n", + "\n", + " # Print the chatbot response, citations, and documents\n", + " citations = []\n", + " cited_documents = []\n", + "\n", + " print(\"\\nRESPONSE:\")\n", + "\n", + " # Display response\n", + " for event in response:\n", + " if event.event_type == \"text-generation\":\n", + " print(event.text, end=\"\")\n", + " elif event.event_type == \"citation-generation\":\n", + " citations.extend(event.citations)\n", + " elif event.event_type == \"search-results\":\n", + " cited_documents = event.documents\n", + "\n", + "\n", + " # Display citations and source documents\n", + " if citations:\n", + " print(\"\\n\\nCITATIONS:\")\n", + " for citation in citations:\n", + " print(citation)\n", + "\n", + " print(\"\\nDOCUMENTS:\")\n", + " for document in cited_documents:\n", + " print(document)\n", + " print(f\"\\n{'-'*100}\\n\") " + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "6328899a", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "User: Impact of cash ban on the Indian economy\n", + "Retrieving information...\n", + "RESPONSE:\n", + "India's demonetisation of high-value currency has had a huge impact on its economy. The move aims to reshape the economy in the long term and boost the country's GDP, but it will also significantly impact short-term growth. \n", + "\n", + "The invalidation of 86% of the country's currency has led to a liquidity crunch, and sectors that rely heavily on cash transactions have been the most affected. Economic activity has slowed, with people focusing on exchanging or depositing old notes. The real estate and jewellery sectors have been particularly hard hit. \n", + "\n", + "Markets have also reacted negatively, with the benchmark Sensex falling over 6% in the week following the announcement. Meanwhile, the government's ambitious move has raised concerns about its ability to manage the economy, with some analysts forecasting a 1-2% decline in GDP for the current fiscal year.\n", + "\n", + "However, the long-term benefits are expected to outweigh the short-term pain. Demonetisation will help formalise the economy, boost digital transactions and increase the tax base, contributing to GDP growth.\n", + "\n", + "CITATIONS:\n", + "start=8 end=22 text='demonetisation' document_ids=['doc_0', 'doc_1', 'doc_2', 'doc_3', 'doc_4']\n", + "start=26 end=45 text='high-value currency' document_ids=['doc_0']\n", + "start=56 end=83 text='huge impact on its economy.' document_ids=['doc_0']\n", + "start=101 end=137 text='reshape the economy in the long term' document_ids=['doc_0', 'doc_1']\n", + "start=142 end=165 text=\"boost the country's GDP\" document_ids=['doc_0', 'doc_1']\n", + "start=184 end=223 text='significantly impact short-term growth.' document_ids=['doc_0', 'doc_1', 'doc_2']\n", + "start=230 end=275 text=\"invalidation of 86% of the country's currency\" document_ids=['doc_0']\n", + "start=289 end=305 text='liquidity crunch' document_ids=['doc_0']\n", + "start=324 end=386 text='rely heavily on cash transactions have been the most affected.' document_ids=['doc_3', 'doc_4']\n", + "start=387 end=415 text='Economic activity has slowed' document_ids=['doc_3']\n", + "start=441 end=476 text='exchanging or depositing old notes.' document_ids=['doc_0', 'doc_3']\n", + "start=481 end=492 text='real estate' document_ids=['doc_3', 'doc_4']\n", + "start=497 end=547 text='jewellery sectors have been particularly hard hit.' document_ids=['doc_3']\n", + "start=550 end=586 text='Markets have also reacted negatively' document_ids=['doc_4']\n", + "start=597 end=669 text='benchmark Sensex falling over 6% in the week following the announcement.' document_ids=['doc_4']\n", + "start=717 end=772 text='raised concerns about its ability to manage the economy' document_ids=['doc_2']\n", + "start=807 end=855 text='1-2% decline in GDP for the current fiscal year.' document_ids=['doc_2']\n", + "start=870 end=934 text='long-term benefits are expected to outweigh the short-term pain.' document_ids=['doc_0', 'doc_1', 'doc_2']\n", + "start=960 end=981 text='formalise the economy' document_ids=['doc_1', 'doc_2', 'doc_3']\n", + "start=983 end=1009 text='boost digital transactions' document_ids=['doc_1', 'doc_2']\n", + "start=1014 end=1035 text='increase the tax base' document_ids=['doc_1', 'doc_2', 'doc_3']\n", + "start=1053 end=1064 text='GDP growth.' document_ids=['doc_1']\n", + "\n", + "DOCUMENTS:\n", + "{'id': 'doc_0', 'text': 'b\"On November 8, in a surprise move, India\\'s Prime Minister Narendra Modi announced the demonetization of high-value currency. The decision was taken to combat corruption, and it has had a huge impact on the economy, business, and markets. This move has resulted in the invalidation of 86% of the country\\'s currency, leading to a massive liquidity crunch. People have been standing in long queues outside banks and ATMs, hoping to exchange or deposit their now-worthless high-value bank notes. The government has also introduced new higher-value currency notes to ease the pain, but the situation on the ground remains challenging.\\\\n\\\\nThe demonetization drive aims to reshape the economy and boost the country\\'s GDP in the long run, but it will also certainly impact India\\'s short-term economic growth. The measure is expected to impact several sectors, with some analysts arguing that the move\\'s timing, execution, and planning leave a lot to be desired.\\\\n\\\\nModi\\'s'}\n", + "\n", + "----------------------------------------------------------------------------------------------------\n", + "\n", + "{'id': 'doc_1', 'text': \"the expected surge in cash deposits, and that the increase in tax base is sustained.\\\\n\\\\nIndia's demonetization drive is an ambitious and bold attempt to streamline the economy and bring a large portion of the unorganized sector under the formal umbrella. The move aligns with the government's digital economy push and could contribute to long-term GDP growth. But the short-term impact is unavoidable, and the government will need to provide continued support to cushion the blow, especially to the unorganized sector. The coming months will be critical in determining the success of this historic economic reform.\\\\n\\\\nWhile the demonetization move has certainly disrupted economic activity in the short term, some positive outcomes are already visible. The government's intention to clean up the financial system and move towards a less-cash economy is a welcome step. The increased focus on digital payments and a formalization of the economy could benefit the country in the\"}\n", + "\n", + "----------------------------------------------------------------------------------------------------\n", + "\n", + "{'id': 'doc_2', 'text': \"estate, auto, and consumer durables stocks leading the decline. However, some analysts also see this as an opportunity to buy quality stocks at discounted prices.\\\\n\\\\nThe demonetization drive comes at a time when India's economic growth has been slowing down, raising concerns about the government's ability to manage the economy. There is a general consensus that the move will have a dampening effect on growth in the short term, with some analysts forecasting a 1-2% decline in GDP for the current fiscal year. The impact on the unorganized sector, which contributes significantly to India's economic output, could be severe.\\\\n\\\\nBut the government has defended its move, arguing that the short-term pain will lead to long-term gain. Some experts back the Modi government's assertion that the move will benefit the economy in the long run, saying it will help formalize the economy, boost digital transactions, and increase the tax base.\\\\n\\\\nThe demonetization drive has\"}\n", + "\n", + "----------------------------------------------------------------------------------------------------\n", + "\n", + "{'id': 'doc_3', 'text': \"analysts arguing that the move's timing, execution, and planning leave a lot to be desired.\\\\n\\\\nModi's move has been bold, and the impact is being felt across the board, with most sectors experiencing a slowdown. The real estate and jewelry sectors, which rely heavily on cash transactions, have been the most affected. With people focusing on exchanging or depositing old notes, other commercial activities have taken a back seat, leading to a general slowdown in economic activity.\\\\n\\\\nThe government's demonetization drive aims to flush out black money, curb fake currency, and corral terrorists and corrupt elements. The move also has an underlying goal of bringing the unorganized sector into the formal economy and increasing the tax base. It is part of a series of major economic reforms initiated by the Modi government, including the introduction of the Goods and Services Tax (GST), which will unify the country's indirect taxation system.\\\\n\\\\nResearch on similar\"}\n", + "\n", + "----------------------------------------------------------------------------------------------------\n", + "\n", + "{'id': 'doc_4', 'text': \"delicate balance between providing enough liquidity and maintaining financial stability.\\\\n\\\\nIndia's central bank has also cut its key policy rate, in a bid to stimulate the economy. This could potentially boost economic growth and assuage some of the pain caused by demonetization. The rate cut is expected to encourage banks to reduce lending rates, which could stimulate investments and ease some of the slowdown's pressures. But its impact will be felt over time, and the full effects might not be seen until the next quarter.\\\\n\\\\nThe stock markets have reacted negatively to the demonetization announcement, with the benchmark Sensex falling over 6% in the week following the move. The markets have been volatile ever since, wiping out over $60 billion in investor wealth. Sectors that rely heavily on cash transactions have been the worst hit, with real estate, auto, and consumer durables stocks leading the decline. However, some analysts also see this\"}\n", + "\n", + "----------------------------------------------------------------------------------------------------\n", + "\n", + "User: quit\n", + "Ending chat.\n" + ] + } + ], + "source": [ + "# Create an instance of the Chatbot class\n", + "chatbot = Chatbot()\n", + "\n", + "# Run the chatbot\n", + "chatbot.run()" + ] + }, + { + "cell_type": "markdown", + "id": "66dafbd9", + "metadata": {}, + "source": [ + "### Step 7: Clean-up\n", + "Delete the endpoints" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "id": "d238cc9b", + "metadata": {}, + "outputs": [], + "source": [ + "co_rk.delete_endpoint()\n", + "co_rk.close()" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "conda_pytorch_p310", + "language": "python", + "name": "conda_pytorch_p310" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.13" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +}