aws / aws/sagemaker-python-sdk

Which permissions are needed to allow us to use the NetworkConfig for processing Jobs?

Cerrado
#3,026 1 comentario 0 reacciones 1 asignado Reclamado por @nargokul Ver en GitHub
component: processing type: documentation type: question
Lenguaje dominante
Python
Estrellas
2.3k
Forks
1.3k
Merge medio
1 d 22 h
PR fusionados (30 d)
35

Descripción

Since there was no activity in the discussions, I move this here in the hopes of some input.

### Discussed in https://github.com/aws/sagemaker-python-sdk/discussions/2912

Originally posted by **JimFawkes** February 8, 2022
We would like to run a SM processing Job in our own VPC & Security Group. We assume that that is what the `NetworkConfig is setting is for. Unfortunately we are running into a rather unhelpful error:
```
UnexpectedStatusException: Error for Processing job test-job-2022-02-08-16-14-38-489: Failed. Reason: InternalServerError: We encountered an internal error. Please try again.
```

The following code produces the error:
```python
import boto3
from sagemaker import Session
from sagemaker.sklearn.processing import ScriptProcessor
from sagemaker.network import NetworkConfig

sm = boto3.client("sagemaker")

session = Session(default_bucket="our-s3-bucket-name", sagemaker_client=sm)

networking = NetworkConfig(
security_group_ids=["sg-12345"],
subnets=["subnet-123345"]
)

script_processor = ScriptProcessor(
command=["python3"],
image_uri="12345.dkr.ecr.eu-west-1.amazonaws.com/abc/efg",
role="arn:aws:iam::12345:role/custom-service-role",
instance_count=1,
instance_type="ml.m5.large",
base_job_name="test-job",
sagemaker_session=session,
env=env_vars,
network_config=networking
)

script_processor.run(
code=script_location,
)
```
We assumed that the error is due to a missing permission in the sagemaker service role we pass to the job but could not figure out which it is.

Any tips to help us debug the error are greatly appreciated.

Guía de contribución

Abrir la guía de contribución

Evaluación

Este issue todavía no se ha evaluado.

Recibe los nuevos issues en tu correo

Un resumen breve de issues de GitHub para principiantes.