Arrow Flight simple API service
Project description
Aflight: simple Arrow Flight API builder/runner
Loosely inspired by Flask
TL;DR
Server:
Create app.py
import aflight
app = aflight.Aflight()
@app.command("predict")
def predict(batch):
result = do_something_with(batch)
return [result]
To Run:
aflight
Client:
from aflight.client import predict
data = some_pandas_data()
print(predict(data))
Why?
Current kserve, torch/serve etc. APIs are too reliant on HTTP request/response paradigm
Using Arrow as a data format and Arrow Flight as a service API produces a much better interface:
- standard
- has schema
- fast
- columnar
- batch-able
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