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''' | ||
Put following parameter to a .env file | ||
TRACELOOP_API_KEY= | ||
AWS_ACCESS_KEY_ID= | ||
AWS_SECRET_ACCESS_KEY= | ||
''' | ||
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from dotenv import load_dotenv | ||
load_dotenv() | ||
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import boto3 | ||
import json | ||
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from traceloop.sdk import Traceloop | ||
from traceloop.sdk.decorators import task, workflow | ||
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Traceloop.init(app_name="joke_generation_service") | ||
bedrock_runtime = boto3.client(service_name="bedrock-runtime", region_name="us-west-2") | ||
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@task(name="gyliu_joke_creation") | ||
def create_joke(): | ||
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messages = [ | ||
{ | ||
"role": "system", | ||
"content": "You are a helpful assistant that provides weather forecasts." | ||
}, | ||
{ | ||
"role": "user", | ||
"content": "What's the weather like today in New York City?" | ||
} | ||
] | ||
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# Prepare the payload | ||
payload = { | ||
"messages": messages, | ||
"max_tokens_to_sample": 150 | ||
} | ||
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body = json.dumps(payload) | ||
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response = bedrock_runtime.invoke_model( | ||
body=body, | ||
modelId="amazon.titan-text-express-v1", | ||
accept="application/json", | ||
contentType="application/json" | ||
) | ||
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response_body = json.loads(response.get('body').read()) | ||
outputText = response_body.get('results')[0].get('outputText') | ||
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text = outputText[outputText.index('\n')+1:] | ||
about_lambda = text.strip() | ||
return about_lambda | ||
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@workflow(name="gyliu_joke_generator") | ||
def joke_workflow(): | ||
print(create_joke()) | ||
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joke_workflow() |
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Original file line number | Diff line number | Diff line change |
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from dotenv import load_dotenv | ||
load_dotenv() | ||
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import boto3 | ||
import json | ||
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# Initialize the Bedrock client | ||
client = boto3.client(service_name="bedrock-runtime", region_name="us-west-2") | ||
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# Prepare the messages | ||
messages = [ | ||
{ | ||
"role": "system", | ||
"content": "You are a helpful assistant that provides weather forecasts." | ||
}, | ||
{ | ||
"role": "user", | ||
"content": "What's the weather like today in New York City?" | ||
} | ||
] | ||
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# Prepare the payload | ||
payload = { | ||
"messages": messages, | ||
"max_tokens_to_sample": 150 | ||
} | ||
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# Invoke the model | ||
response = client.invoke_model( | ||
modelId='amazon.titan-text-express-v1', # Replace with your actual model ID | ||
accept='application/json', | ||
contentType='application/json', | ||
body=json.dumps(payload) | ||
) | ||
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# Parse the response | ||
response_body = json.loads(response['body'].read()) | ||
print(response_body['completion']) |