As the error says, you must provide the ID of an inference profile and not the model for this particular model. The easiest way to do this is to provide the ID of a system-defined inference profile for this model. You can find it by invoking this awscli command with the correct credentials defined in the environment (or set via standard flags):

aws bedrock list-inference-profiles

You will see this one in the JSON list:

{
  "inferenceProfileName": "US Anthropic Claude 3.5 Sonnet v2",
  "description": "Routes requests to Anthropic Claude 3.5 Sonnet v2 in us-west-2, us-east-1 and us-east-2.",
  "inferenceProfileArn": "arn:aws:bedrock:us-east-1:381492273274:inference-profile/us.anthropic.claude-3-5-sonnet-20241022-v2:0",
  "models": [
    {
      "modelArn": "arn:aws:bedrock:us-west-2::foundation-model/anthropic.claude-3-5-sonnet-20241022-v2:0"
    },
    {
      "modelArn": "arn:aws:bedrock:us-east-1::foundation-model/anthropic.claude-3-5-sonnet-20241022-v2:0"
    },
    {
      "modelArn": "arn:aws:bedrock:us-east-2::foundation-model/anthropic.claude-3-5-sonnet-20241022-v2:0"
    }
  ],
  "inferenceProfileId": "us.anthropic.claude-3-5-sonnet-20241022-v2:0",
  "status": "ACTIVE",
  "type": "SYSTEM_DEFINED"
}

Modify the invoke_model line in your code to specify the ID or ARN of the inference profile instead:

response = bedrock_runtime.invoke_model(
  body=body,
  modelId="us.anthropic.claude-3-5-sonnet-20241022-v2:0",
)