aws / aws/sagemaker-python-sdk

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

Chiusa
#3,026 1 commento 0 reazioni 1 assegnatario Rivendicata da @nargokul Vedi su GitHub
component: processing type: documentation type: question
Lingua principale
Python
Stelle
2.3k
Fork
1.3k
Merge medio
1g 22h
PR unite (30g)
35

Descrizione

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.

Guida per i contributori

Apri la guida per i contributori

Valutazione

Questa issue non è ancora stata valutata.

Ricevi le nuove issue nella tua casella

Un breve riepilogo di issue GitHub adatte ai principianti.