KnowledgeBase_PlanBenefits.ipynb

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 "cells": [
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   "id": "af9521f9-f68e-4d1f-a785-3def86e467a3",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "import boto3\n",
    "import pprint\n",
    "from botocore.client import Config"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "28d60f3b-4731-4031-b2ab-3bf012d3c7ff",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "pp = pprint.PrettyPrinter(indent=2)\n",
    "\n",
    "bedrock_config = Config(connect_timeout=120, read_timeout=120, retries={'max_attempts': 0})\n",
    "bedrock_agent_client = boto3.client(\"bedrock-agent-runtime\", config=bedrock_config)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "b5c9321e-0a35-4d06-860c-a6dd18a4b246",
   "metadata": {},
   "outputs": [],
   "source": [
    "plan_kb_id = \"YOURKBID\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "40d6b5c1-1b8a-4ec0-ad1e-25d65df2b941",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "def create_filter(filter_type):\n",
    "    filter_mappings = {\n",
    "        \"hmo_user\": \"hmo_plan.pdf\", \n",
    "        \"ppo_user\": \"ppo_plan.pdf\", \n",
    "        \"ppo_hd_user\": \"ppo_hd_plan.pdf\"\n",
    "    }\n",
    "    metadata_filter= {\n",
    "        \"equals\": {\n",
    "            \"key\": \"file_name\",\n",
    "            \"value\": filter_mappings[filter_type]\n",
    "        }\n",
    "    }\n",
    "    return metadata_filter\n",
    "    \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "6d5620be-032a-43cf-94c5-5cf9691d97fe",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "modelId = 'anthropic.claude-3-sonnet-20240229-v1:0' # change this to use a different version from the model provider\n",
    "accept = 'application/json'\n",
    "contentType = 'application/json'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "9fded7af-8333-4457-96a5-a596d81c7481",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "def get_retrieval_config(numResults, metadata_filter):\n",
    "    retrieval_config = {\n",
    "        'vectorSearchConfiguration': {\n",
    "            'numberOfResults': numResults,\n",
    "             'overrideSearchType': \"HYBRID\",\n",
    "            'filter': metadata_filter\n",
    "        }\n",
    "    }\n",
    "    return retrieval_config"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "790ef37f-a10c-41a0-8611-bc8f8d279c75",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "def retrieveAndGenerate(input, kbId, metadata_filter, numResults=5, sessionId=None, model_id = \"anthropic.claude-instant-v1\", region_id = \"us-east-1\"):\n",
    "    model_arn = f'arn:aws:bedrock:{region_id}::foundation-model/{model_id}'\n",
    "    if sessionId:\n",
    "        return bedrock_agent_client.retrieve_and_generate(\n",
    "            input={\n",
    "                'text': input\n",
    "            },\n",
    "            retrieveAndGenerateConfiguration={\n",
    "                'type': 'KNOWLEDGE_BASE',\n",
    "                'knowledgeBaseConfiguration': {\n",
    "                    'knowledgeBaseId': kbId,\n",
    "                    'modelArn': model_arn,\n",
    "                    'retrievalConfiguration':get_retrieval_config(numResults,metadata_filter)\n",
    "                }\n",
    "            },\n",
    "            sessionId=sessionId\n",
    "        )\n",
    "    else:\n",
    "        return bedrock_agent_client.retrieve_and_generate(\n",
    "            input={\n",
    "                'text': input\n",
    "            },\n",
    "            retrieveAndGenerateConfiguration={\n",
    "                'type': 'KNOWLEDGE_BASE',\n",
    "                'knowledgeBaseConfiguration': {\n",
    "                    'knowledgeBaseId': kbId,\n",
    "                    'modelArn': model_arn,\n",
    "                    'retrievalConfiguration':get_retrieval_config(numResults,metadata_filter)\n",
    "                }\n",
    "            }\n",
    "        )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "e0d44d0c-7c8e-4cd1-a862-e87c3dc9b893",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "#retreiveandgenerate\n",
    "query = \"What is the deductible for a family for in-network?\"\n",
    "metadata_filter = create_filter(\"ppo_hd_user\") "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "1b9c5d76-0996-49bf-9466-ba3c557bd89d",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "'The in-network family deductible is $7,500 per plan year.'\n"
     ]
    }
   ],
   "source": [
    "response = retrieveAndGenerate(query, plan_kb_id,metadata_filter, model_id=modelId)\n",
    "generated_text = response['output']['text']\n",
    "pp.pprint(generated_text)"
   ]
  }
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