s444517/ium_444517
1
0
Fork 0
Code Issues Pull Requests Projects Releases Wiki Activity

mlflow attempt task 2 prediction

Browse Source
This commit is contained in:
Kamila 2022-05-15 12:53:35 +02:00
parent 6e04387e96
commit 771269fc4c
1 changed files with 3 additions and 2 deletions
Show Stats Download Patch File Download Diff File Expand all files Collapse all files

5
predict.py
View File

@ -3,16 +3,17 @@ import mlflow
import numpy as np import numpy as np
import sys import sys
import tarfile import tarfile
import os
file = tarfile.open('mlruns.tar.gz') file = tarfile.open('mlruns.tar.gz')
file.extractall('./ml') file.extractall('./ml')
input = str((sys.argv[1:])[0]) input = str((sys.argv[1:])[0])
PATH = "ml/mlruns/1/f65f936936024133a2c03e1e486ba9cf/artifacts/model/" PATH = "ml/mlruns/1/f65f936936024133a2c03e1e486ba9cf/artifacts/model/"
print(os.listdir(PATH))
model = mlflow.pytorch.load_model(f"{PATH}/MLmodel") model = mlflow.pytorch.load_model(f"{PATH}/MLmodel")
with open(f'[PATH]/{input}', 'r') as file: with open(f'[PATH]/{input}', 'r') as file:
json_data = json.load(file) json_data = json.load(file)
print(f"Input: {json_data['inputs'][0]}") print(f"Input: {json_data['inputs'][0]}")
print(f"Prediction: {model.predict(np.array([json_data['inputs'][0]], dtype=np.float32))}") print(f"Prediction: {model.predict(np.array([json_data['inputs'][0]], dtype=np.float32))}")