L3_Enable_logging.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "cc6b7b9f-a75d-4b78-930f-26d2343ac2c2",
   "metadata": {},
   "source": [
    "# Lesson 3: Enable Logging"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "06fc5839-0b4b-42a3-9aaf-99a97e347955",
   "metadata": {},
   "source": [
    "### Import all needed packages"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "63cf31e4",
   "metadata": {
    "height": 111
   },
   "outputs": [],
   "source": [
    "import boto3\n",
    "import json\n",
    "import os\n",
    "\n",
    "bedrock = boto3.client('bedrock', region_name=\"us-west-2\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "e5d9e31b",
   "metadata": {
    "height": 47
   },
   "outputs": [],
   "source": [
    "from helpers.CloudWatchHelper import CloudWatch_Helper\n",
    "cloudwatch = CloudWatch_Helper()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "87a30e7e",
   "metadata": {
    "height": 30
   },
   "outputs": [],
   "source": [
    "log_group_name = '/my/amazon/bedrock/logs'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "2461a51c",
   "metadata": {
    "height": 30
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Log group '/my/amazon/bedrock/logs' already exists.\n"
     ]
    }
   ],
   "source": [
    "cloudwatch.create_log_group(log_group_name)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "0afe5997",
   "metadata": {
    "height": 281
   },
   "outputs": [],
   "source": [
    "loggingConfig = {\n",
    "    'cloudWatchConfig': {\n",
    "        'logGroupName': log_group_name,\n",
    "        'roleArn': os.environ['LOGGINGROLEARN'],\n",
    "        'largeDataDeliveryS3Config': {\n",
    "            'bucketName': os.environ['LOGGINGBUCKETNAME'],\n",
    "            'keyPrefix': 'amazon_bedrock_large_data_delivery',\n",
    "        }\n",
    "    },\n",
    "    's3Config': {\n",
    "        'bucketName': os.environ['LOGGINGBUCKETNAME'],\n",
    "        'keyPrefix': 'amazon_bedrock_logs',\n",
    "    },\n",
    "    'textDataDeliveryEnabled': True,\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "2ca33ffe",
   "metadata": {
    "height": 43
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'ResponseMetadata': {'RequestId': '7a442b6d-04de-4320-b1cc-8e11f7652ad1',\n",
       "  'HTTPStatusCode': 200,\n",
       "  'HTTPHeaders': {'date': 'Fri, 16 Feb 2024 15:04:37 GMT',\n",
       "   'content-type': 'application/json',\n",
       "   'content-length': '2',\n",
       "   'connection': 'keep-alive',\n",
       "   'x-amzn-requestid': '7a442b6d-04de-4320-b1cc-8e11f7652ad1'},\n",
       "  'RetryAttempts': 0}}"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "bedrock.put_model_invocation_logging_configuration(loggingConfig=loggingConfig)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "41fdb20d",
   "metadata": {
    "height": 30
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'ResponseMetadata': {'RequestId': '7e9d0d5f-c043-43aa-a233-54a7cd3e8d8b',\n",
       "  'HTTPStatusCode': 200,\n",
       "  'HTTPHeaders': {'date': 'Fri, 16 Feb 2024 15:04:38 GMT',\n",
       "   'content-type': 'application/json',\n",
       "   'content-length': '572',\n",
       "   'connection': 'keep-alive',\n",
       "   'x-amzn-requestid': '7e9d0d5f-c043-43aa-a233-54a7cd3e8d8b'},\n",
       "  'RetryAttempts': 0},\n",
       " 'loggingConfig': {'cloudWatchConfig': {'logGroupName': '/my/amazon/bedrock/logs',\n",
       "   'roleArn': 'arn:aws:iam::017290866276:role/c99355a2566044l5844411t1w01729086627-LoggingIAMRole-gZkJmacKEwSS',\n",
       "   'largeDataDeliveryS3Config': {'bucketName': 'c99355a2566044l5844411t1w017290866-loggings3bucket-tjure2sv18eu',\n",
       "    'keyPrefix': 'amazon_bedrock_large_data_delivery'}},\n",
       "  's3Config': {'bucketName': 'c99355a2566044l5844411t1w017290866-loggings3bucket-tjure2sv18eu',\n",
       "   'keyPrefix': 'amazon_bedrock_logs'},\n",
       "  'textDataDeliveryEnabled': True,\n",
       "  'imageDataDeliveryEnabled': True,\n",
       "  'embeddingDataDeliveryEnabled': True}}"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "bedrock.get_model_invocation_logging_configuration()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "95ebecb7",
   "metadata": {
    "height": 43
   },
   "outputs": [],
   "source": [
    "bedrock_runtime = boto3.client('bedrock-runtime', region_name=\"us-west-2\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "402c6311",
   "metadata": {
    "height": 434
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Foobar is a fictional planet from the popular science fiction series \"The Hitchhiker's Guide to the Galaxy.\" It is described as a planet that is home to a highly advanced and intelligent species known as the Vogons. The Vogons are a race of bureaucratic and ruthless creatures who are known for their obsession with efficiency and order.\n",
      "\n",
      "The Vogons have a vast empire that covers much of the galaxy, and they are governed by a series of laws and regulations that are designed to ensure that everything runs smoothly. One of the most important of these laws is the \"Zaphod Beeblebrox Principle,\" which states that the most important thing in the universe is the pleasure of the Vogons. This principle is so important that the Vogons have built a massive bureaucracy that is designed to ensure that everyone is doing their job in the most efficient way possible.\n",
      "\n",
      "Despite their obsession with order, the Vogons are not without their flaws. They are often accused of being cruel and inhumane, and they have a reputation for carrying out brutal executions and torture. They are also known for their strict censorship laws, which prohibit the expression of any ideas that might be considered offensive or subversive.\n",
      "\n",
      "Despite these flaws, the Vogons are a fascinating and complex species. They are a great example of how bureaucracy can be used for both good and evil, and they are a reminder that even the most seemingly rational and efficient systems can be corrupted by the pursuit of power and control.\n",
      "\n",
      "One of the most memorable aspects of \"The Hitchhiker's Guide to the Galaxy\" is the way that the Vogons are portrayed. They are a race of creatures that are simultaneously terrifying and pathetic, and they are a great example of how science fiction can explore the darker aspects of human nature.\n",
      "\n",
      "In conclusion, Foobar is a fictional planet that is home to a highly advanced and intelligent species known as the Vogons. It is a great example of how science fiction can explore the darker aspects of human nature, and it is a reminder that even the most rational and efficient systems can be corrupted by the pursuit of power and control.\n"
     ]
    }
   ],
   "source": [
    "prompt = \"Write an article about the fictional planet Foobar.\"\n",
    "\n",
    "kwargs = {\n",
    "    \"modelId\": \"amazon.titan-text-express-v1\",\n",
    "    \"contentType\": \"application/json\",\n",
    "    \"accept\": \"*/*\",\n",
    "    \"body\": json.dumps(\n",
    "        {\n",
    "            \"inputText\": prompt,\n",
    "            \"textGenerationConfig\": {\n",
    "                \"maxTokenCount\": 512,\n",
    "                \"temperature\": 0.7,\n",
    "                \"topP\": 0.9\n",
    "            }\n",
    "        }\n",
    "    )\n",
    "}\n",
    "\n",
    "response = bedrock_runtime.invoke_model(**kwargs)\n",
    "response_body = json.loads(response.get('body').read())\n",
    "\n",
    "generation = response_body['results'][0]['outputText']\n",
    "\n",
    "print(generation)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "68a7bab7",
   "metadata": {
    "height": 30
   },
   "outputs": [],
   "source": [
    "cloudwatch.print_recent_logs(log_group_name)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1118acfb",
   "metadata": {},
   "source": [
    "To review the logs within the AWS console, please use the following link to reference the steps outlined in the video:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "2cf443d2",
   "metadata": {
    "height": 47
   },
   "outputs": [],
   "source": [
    "from IPython.display import HTML\n",
    "aws_url = os.environ['AWS_CONSOLE_URL']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "0b7c904c",
   "metadata": {
    "height": 60
   },
   "outputs": [],
   "source": [
    "HTML(f'<a href=\"{aws_url}\" target=\"_blank\">GO TO AWS CONSOLE</a>')\n"
   ]
  }
 ],
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