ray/doc/source/serve/doc_code/transformers_example.py

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import requests
from transformers import pipeline
from ray import serve
# 1: Wrap the pretrained sentiment analysis model in a Serve deployment.
@serve.deployment(route_prefix="/")
class SentimentAnalysisDeployment:
def __init__(self):
self._model = pipeline("sentiment-analysis")
def __call__(self, request):
return self._model(request.query_params["text"])[0]
# 2: Deploy the deployment.
serve.start()
SentimentAnalysisDeployment.deploy()
# 3: Query the deployment and print the result.
print(
requests.get(
"http://localhost:8000/", params={"text": "Ray Serve is great!"}
).json()
)
# {'label': 'POSITIVE', 'score': 0.9998476505279541}