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Create nova_agent.py
Browse files- nova_agent.py +69 -0
nova_agent.py
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import os
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import boto3
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import json
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from dotenv import load_dotenv
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load_dotenv()
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class NovaLiteAgent:
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def __init__(self):
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print("NovaLiteAgent initialized.")
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# Get AWS credentials from environment variables
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aws_access_key_id = os.getenv('AWS_ACCESS_KEY_ID')
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aws_secret_access_key = os.getenv('AWS_SECRET_ACCESS_KEY')
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# Initialize the AWS client
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boto3.client(
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's3',
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aws_access_key_id=aws_access_key_id,
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aws_secret_access_key=aws_secret_access_key
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)
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session = boto3.session.Session()
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self.bedrock_client = boto3.client(
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service_name='bedrock-runtime',
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region_name='us-east-1'
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)
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self.model_id = "amazon.nova-lite-v1:0"
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self.content_type = "application/json"
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self.accept = "application/json"
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async def __call__(self, question: str) -> str:
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print(f"NovaLiteAgent received question (first 50 chars): {question[:50]}...")
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try:
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# Prepare the request payload for Nova Lite
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payload = {
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"messages": [
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{
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"role": "user",
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"content": [{
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"text": question
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}]
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}
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],
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"inferenceConfig": {
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"max_new_tokens": 1000,
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"temperature": 0.1
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}
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}
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# Call Nova Lite model
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response = self.bedrock_client.invoke_model(
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modelId=self.model_id,
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contentType=self.content_type,
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accept=self.accept,
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body=json.dumps(payload)
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)
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# Parse response
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response_body = json.loads(response['body'].read())
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answer = response_body['output']['message']['content'][0]['text']
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return answer.strip()
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except Exception as e:
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print(f"Error calling Nova Lite: {e}")
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return f"I apologize, but I'm currently experiencing technical difficulties: {e}"
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