From 24176fa9d7092fbb99c8665fc29e43fc67b15e7d Mon Sep 17 00:00:00 2001 From: Santiago Garcia Arango Date: Fri, 18 Oct 2024 23:50:43 -0500 Subject: [PATCH] WIP: Add initial Bedrock Agent and DDB for Calendar events --- backend/bedrock_agent/__init__.py | 0 .../bedrock_agent/fetch_calendar_events.py | 62 + backend/bedrock_agent/lambda_function.py | 50 + cdk.json | 10 +- cdk/stacks/cdk_chatbot_api_stack.py | 168 +- poetry.lock | 1817 +++++++++-------- pyproject.toml | 2 +- 7 files changed, 1248 insertions(+), 861 deletions(-) create mode 100644 backend/bedrock_agent/__init__.py create mode 100644 backend/bedrock_agent/fetch_calendar_events.py create mode 100644 backend/bedrock_agent/lambda_function.py diff --git a/backend/bedrock_agent/__init__.py b/backend/bedrock_agent/__init__.py new file mode 100644 index 0000000..e69de29 diff --git a/backend/bedrock_agent/fetch_calendar_events.py b/backend/bedrock_agent/fetch_calendar_events.py new file mode 100644 index 0000000..461644f --- /dev/null +++ b/backend/bedrock_agent/fetch_calendar_events.py @@ -0,0 +1,62 @@ +# Built-in imports +import os +import boto3 +from boto3.dynamodb.conditions import Key +from botocore.exceptions import ClientError + +# TODO: Enhance code to be production grade. This is just a POC +# (Add logger, add error handling, add optimizations, etc...) + +TABLE_NAME = os.environ.get("TABLE_NAME") +dynamodb_resource = boto3.resource("dynamodb") +table = dynamodb_resource.Table(TABLE_NAME) + + +def get_all_calendar_events(partition_key: str, sort_key_portion: str) -> list[dict]: + """ + Function to run a query against DynamoDB with partition key and the sort + key with functionality on it. + :param partition_key (str): partition key value. + :param sort_key_portion (str): sort key portion to use in query. + """ + print( + f"Starting get_all_calendar_events with " + f"pk: ({partition_key}) and sk: ({sort_key_portion})" + ) + + all_items = [] + try: + # The structure key for a single-table-design "PK" and "SK" naming + key_condition = Key("PK").eq(partition_key) & Key("SK").begins_with( + sort_key_portion + ) + limit = 50 + + # Initial query before pagination + response = table.query( + KeyConditionExpression=key_condition, + Limit=limit, + ) + if "Items" in response: + all_items.extend(response["Items"]) + + # Pagination loop for possible following queries + while "LastEvaluatedKey" in response: + response = table.query( + KeyConditionExpression=key_condition, + Limit=limit, + ExclusiveStartKey=response["LastEvaluatedKey"], + ) + if "Items" in response: + all_items.extend(response["Items"]) + + return all_items + except ClientError as error: + print( + f"query operation failed for: " + f"table_name: {TABLE_NAME}." + f"pk: {partition_key}." + f"sort_key_portion: {sort_key_portion}." + f"error: {error}." + ) + raise error diff --git a/backend/bedrock_agent/lambda_function.py b/backend/bedrock_agent/lambda_function.py new file mode 100644 index 0000000..5a11bac --- /dev/null +++ b/backend/bedrock_agent/lambda_function.py @@ -0,0 +1,50 @@ +# NOTE: This is a super-MVP code for testing. Still has a lot of gaps to solve/fix. Do not use in prod. + +from bedrock_agent.fetch_calendar_events import get_all_calendar_events + + +def lambda_handler(event, context): + action_group = event["actionGroup"] + _function = event["function"] + parameters = event.get("parameters", []) + + print("PARAMETERS ARE: ", parameters) + + # Extract date from parameters + date = None + event_name = None + for param in parameters: + if param["name"] == "date": + date = param["value"] + + all_events_for_user = get_all_calendar_events( + partition_key="USER#san99tiago@gmail.com", # TODO: Extract user from input when multi-user support + sort_key_portion=f"DATE#{date}", + ) + print("DEBUG, ", all_events_for_user) + + # TODO: Add a more robust search engine/algorithm for matching/finding events + result_events = [] + for calendar_event in all_events_for_user: + if calendar_event.get("events"): + result_events.extend(calendar_event["events"]) + + print(f"Events found: {result_events}") + + # Convert the list of events to a string to be able to return it in the response as a string + result_events_string = "\n-".join(result_events) + response_body = {"TEXT": {"body": result_events_string}} + + action_response = { + "actionGroup": action_group, + "function": _function, + "functionResponse": {"responseBody": str(response_body)}, + } + + function_response = { + "response": action_response, + "messageVersion": event["messageVersion"], + } + print("Response: {}".format(function_response)) + + return function_response diff --git a/cdk.json b/cdk.json index 9a740bc..66a5c83 100644 --- a/cdk.json +++ b/cdk.json @@ -4,15 +4,16 @@ "main_resources_name": "aws-wpp", "tags": { "Owner": "Santiago Garcia Arango", - "Source": "https://github.com/san99tiago/aws-whatsapp-poc", + "Source": "https://github.com/san99tiago/aws-whatsapp-chatbot", "Usage": "WhatsApp chatbot deployed on AWS for POC purposes" }, "app_config": { "dev": { "deployment_environment": "dev", "log_level": "DEBUG", - "table_name": "aws-whatsapp-poc-dev", - "api_gw_name": "wpp-poc", + "table_name": "aws-whatsapp-dev", + "calendar_events_table_name": "aws-whatsapp-calendar-dev", + "api_gw_name": "wpp-dev", "secret_name": "/dev/aws-whatsapp-chatbot", "meta_endpoint": "https://graph.facebook.com/" }, @@ -20,7 +21,8 @@ "deployment_environment": "prod", "log_level": "DEBUG", "table_name": "aws-whatsapp-prod", - "api_gw_name": "wpp-webhook", + "calendar_events_table_name": "aws-whatsapp-calendar-prod", + "api_gw_name": "wpp-prod", "secret_name": "/prod/aws-whatsapp-chatbot", "meta_endpoint": "https://graph.facebook.com/" } diff --git a/cdk/stacks/cdk_chatbot_api_stack.py b/cdk/stacks/cdk_chatbot_api_stack.py index 30f9dfd..1f55356 100644 --- a/cdk/stacks/cdk_chatbot_api_stack.py +++ b/cdk/stacks/cdk_chatbot_api_stack.py @@ -4,10 +4,13 @@ # External imports from aws_cdk import ( Duration, + aws_bedrock, aws_dynamodb, + aws_iam, aws_lambda, aws_lambda_event_sources, aws_logs, + aws_ssm, aws_secretsmanager, aws_stepfunctions as aws_sfn, aws_stepfunctions_tasks as aws_sfn_tasks, @@ -59,6 +62,7 @@ def __init__( self.create_state_machine_tasks() self.create_state_machine_definition() self.create_state_machine() + self.create_bedrock_components() # Generate CloudFormation outputs self.generate_cloudformation_outputs() @@ -79,7 +83,7 @@ def create_dynamodb_table(self): """ self.dynamodb_table = aws_dynamodb.Table( self, - "DynamoDB-Table", + "DynamoDB-Table-Chatbot", table_name=self.app_config["table_name"], partition_key=aws_dynamodb.Attribute( name="PK", type=aws_dynamodb.AttributeType.STRING @@ -199,6 +203,43 @@ def create_lambda_functions(self) -> None: ) self.secret_chatbot.grant_read(self.lambda_state_machine_process_message) + # Lambda Function for the Bedrock Agent Group (fetch recipes) + bedrock_agent_lambda_role = aws_iam.Role( + self, + "BedrockAgentLambdaRole", + assumed_by=aws_iam.ServicePrincipal("lambda.amazonaws.com"), + description="Role for Bedrock Agent Lambda", + managed_policies=[ + aws_iam.ManagedPolicy.from_aws_managed_policy_name( + "service-role/AWSLambdaBasicExecutionRole", + ), + aws_iam.ManagedPolicy.from_aws_managed_policy_name( + "AmazonBedrockFullAccess", + ), + aws_iam.ManagedPolicy.from_aws_managed_policy_name( + "AmazonDynamoDBFullAccess", + ), + ], + ) + + # Lambda for the Action Group (used for Bedrock Agents) + self.lambda_fetch_calendar_events = aws_lambda.Function( + self, + "Lambda-AG-FetchCalendarEvents", + runtime=aws_lambda.Runtime.PYTHON_3_11, + handler="bedrock_agent/lambda_function.lambda_handler", + function_name=f"{self.main_resources_name}-bedrock-action-group-calendar-events", + code=aws_lambda.Code.from_asset(PATH_TO_LAMBDA_FUNCTION_FOLDER), + timeout=Duration.seconds(60), + memory_size=512, + environment={ + "ENVIRONMENT": self.app_config["deployment_environment"], + "LOG_LEVEL": self.app_config["log_level"], + "TABLE_NAME": self.app_config["calendar_events_table_name"], + }, + role=bedrock_agent_lambda_role, + ) + def create_dynamodb_streams(self) -> None: """ Method to create the DynamoDB Streams for the Lambda Function that will @@ -500,6 +541,131 @@ def create_state_machine(self) -> None: self.state_machine.state_machine_arn, ) + def create_bedrock_components(self) -> None: + """ + Method to create the Bedrock Agent for the chatbot. + """ + + # Generic "PK" and "SK", to leverage Single-Table-Design + self.calendar_events_dynamodb_table = aws_dynamodb.Table( + self, + "DynamoDB-Table-CalendarEvents", + table_name=self.app_config["calendar_events_table_name"], + partition_key=aws_dynamodb.Attribute( + name="PK", type=aws_dynamodb.AttributeType.STRING + ), + sort_key=aws_dynamodb.Attribute( + name="SK", type=aws_dynamodb.AttributeType.STRING + ), + billing_mode=aws_dynamodb.BillingMode.PAY_PER_REQUEST, + removal_policy=RemovalPolicy.DESTROY, + ) + Tags.of(self.calendar_events_dynamodb_table).add( + "Name", self.app_config["table_name"] + ) + + # Add permissions to the Lambda function resource policy. You use a resource-based policy to allow an AWS service to invoke your function. + self.lambda_fetch_calendar_events.add_permission( + "AllowBedrock", + principal=aws_iam.ServicePrincipal("bedrock.amazonaws.com"), + action="lambda:InvokeFunction", + source_arn=f"arn:aws:bedrock:{self.region}:{self.account}:agent/*", + ) + + bedrock_agent_role = aws_iam.Role( + self, + "BedrockAgentRole", + assumed_by=aws_iam.ServicePrincipal("bedrock.amazonaws.com"), + description="Role for Bedrock Agent", + managed_policies=[ + aws_iam.ManagedPolicy.from_aws_managed_policy_name( + "AmazonBedrockFullAccess", + ), + aws_iam.ManagedPolicy.from_aws_managed_policy_name( + "AWSLambda_FullAccess", + ), + aws_iam.ManagedPolicy.from_aws_managed_policy_name( + "CloudWatchLogsFullAccess", + ), + ], + ) + # Add additional IAM actions for the bedrock agent + bedrock_agent_role.add_to_policy( + aws_iam.PolicyStatement( + effect=aws_iam.Effect.ALLOW, + actions=[ + "bedrock:InvokeModel", + "bedrock:InvokeModelEndpoint", + "bedrock:InvokeModelEndpointAsync", + ], + resources=["*"], + ) + ) + + self.bedrock_agent = aws_bedrock.CfnAgent( + self, + "BedrockAgent", + agent_name=f"{self.main_resources_name}-agent", + agent_resource_role_arn=bedrock_agent_role.role_arn, + description="Agent for chatbot", + foundation_model="anthropic.claude-3-haiku-20240307-v1:0", + instruction="You are a specialized agent in giving back calendar events based on the user's input . User must provide the date, and you will make sure it has the format 'YYYY-MM-DD' for the parameter . You will use it to get the list of events for that day and return them in a structured format.", + auto_prepare=True, + action_groups=[ + aws_bedrock.CfnAgent.AgentActionGroupProperty( + action_group_name="FetchCalendarEvents", + description="A function that is able to fetch the calendar events from the database from an input date.", + action_group_executor=aws_bedrock.CfnAgent.ActionGroupExecutorProperty( + lambda_=self.lambda_fetch_calendar_events.function_arn, + ), + function_schema=aws_bedrock.CfnAgent.FunctionSchemaProperty( + functions=[ + aws_bedrock.CfnAgent.FunctionProperty( + name="FetchCalendarEvents", + # the properties below are optional + description="Function to fetch the calendar events based on the input input date", + parameters={ + "date": aws_bedrock.CfnAgent.ParameterDetailProperty( + type="string", + description="Date to fetch the calendar events", + required=True, + ), + }, + ) + ] + ), + ), + ], + ) + + # Create an alias for the bedrock agent + cfn_agent_alias = aws_bedrock.CfnAgentAlias( + self, + "MyCfnAgentAlias", + agent_alias_name="bedrock-agent-alias", + agent_id=self.bedrock_agent.ref, + description="bedrock agent alias to simplify agent invocation", + ) + cfn_agent_alias.add_dependency(self.bedrock_agent) + + # This string will be as | + agent_alias_string = cfn_agent_alias.ref + + # Create SSM Parameters for the agent alias to use in the Lambda functions + # Note: can not be added as Env-Vars due to circular dependency. Thus, SSM Params (decouple) + aws_ssm.StringParameter( + self, + "SSMAgentAlias", + parameter_name=f"/{self.deployment_environment}/aws-wpp/bedrock-agent-alias-id-full-string", + string_value=agent_alias_string, + ) + aws_ssm.StringParameter( + self, + "SSMAgentId", + parameter_name=f"/{self.deployment_environment}/aws-wpp/bedrock-agent-id", + string_value=self.bedrock_agent.ref, + ) + def generate_cloudformation_outputs(self) -> None: """ Method to add the relevant CloudFormation outputs. diff --git a/poetry.lock b/poetry.lock index b9c6830..8962715 100644 --- a/poetry.lock +++ b/poetry.lock @@ -13,13 +13,13 @@ files = [ [[package]] name = "anyio" -version = "4.4.0" +version = "4.6.2.post1" description = "High level compatibility layer for multiple asynchronous event loop implementations" optional = false -python-versions = ">=3.8" +python-versions = ">=3.9" files = [ - {file = "anyio-4.4.0-py3-none-any.whl", hash = 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