Python SDK offers a simple and convenient way of integrating a user's workflow scripts with Hydrosphere API.
Source code: https://github.com/Hydrospheredata/hydro-serving-sdk PyPI: https://pypi.org/project/hydrosdk/
You can learn more about it in its documentation here.
You can use pip to install hydrosdk
pip install hydrosdkYou can access the locally deployed Hydrosphere platform from previous by running the following code:
from hydrosdk import Cluster, Application
import pandas as pd
cluster = Cluster("http://localhost", grpc_address="localhost:9090")
app = Application.find(cluster, "my-model")
predictor = app.predictor()
df = pd.read_csv("path/to/data.csv")
for row in df.itertuples(index=False):
predictor.predict(row)