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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

Project details


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