/
predict_tabular_classification_sample.py
46 lines (36 loc) · 1.56 KB
/
predict_tabular_classification_sample.py
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
# Copyright 2021 Google LLC
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# https://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
from typing import Dict, List
from google.cloud import aiplatform
# [START aiplatform_sdk_predict_tabular_classification_sample]
def predict_tabular_classification_sample(
project: str,
location: str,
endpoint_name: str,
instances: List[Dict],
):
'''
Args
project: Your project ID or project number.
location: Region where Endpoint is located. For example, 'us-central1'.
endpoint_name: A fully qualified endpoint name or endpoint ID. Example: "projects/123/locations/us-central1/endpoints/456" or
"456" when project and location are initialized or passed.
instances: A list of one or more instances (examples) to return a prediction for.
'''
aiplatform.init(project=project, location=location)
endpoint = aiplatform.Endpoint(endpoint_name)
response = endpoint.predict(instances=instances)
for prediction_ in response.predictions:
print(prediction_)
# [END aiplatform_sdk_predict_tabular_classification_sample]