ium_434704/mlflow_prediction_registry.py
Wojciech Jarmosz d2014bef6a
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2021-05-23 23:28:29 +02:00

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Python

import json
import mlflow
from mlflow.tracking import MlflowClient
import mlflow.pyfunc
import torch
import numpy as np
import pandas as pd
import sys
arguments = sys.argv[1:]
mlflow.set_tracking_uri("http://172.17.0.1:5000")
client = MlflowClient()
model_version = 1
model_name = "s426206"
input = str(arguments[0])
experiment = client.get_latest_versions(model_name, stages=None)
print(experiment)
with open(f'{experiment.source}/{input}', 'r') as file:
json_data = json.load(file)
print(model(torch.tensor(np.array(json_data['inputs'])).float()))