Authentication issue while invoking the Batch endpoint using Azure CLI V2

Question

Hi ,

I am trying to invoke the batch endpoint using the Github Action .
I am using Service principal with contributor access on resource group level to authorize the command. But on running the command, it failed in invoking the batch endpoint with below error :

DEBUG: azure.core.pipeline.policies._universal: Request URL: <end point url>
Request method: 'POST'
Request headers:
    'Content-Type': 'application/json'
    'Content-Length': '293'
    'Authorization': '***'
    'azureml-model-deployment': <deployment name>
    'User-Agent': 'azureml-cli-v2/2.22.0 azure-ai-ml/1.12.0 azsdk-python-core/1.26.0 Python/3.10.10 (Linux-4.18.0-477.27.1.el8_8.x86_64-x86_64-with-glibc2.31) '
Request body:
{"properties": {"inputData": {"UriFolder": {"uri": <inference boldstorage path>, "jobInputType": "UriFolder"}}}}

DEBUG: urllib3.connectionpool: <Batch end pint> "POST /jobs HTTP/1.1" 403 79
DEBUG: azure.core.pipeline.policies._universal: Response status: '403'
Response headers:
    'azureml-model-deployment': <deployment name>
    'content-length': '79'
    'content-type': 'text/plain'
    'date': 'Tue, 05 Dec 2023 05:25:55 GMT'
    'server': 'azureml-frontdoor'
    'x-request-id': 'de8a969a-0fba-4ce4-94d4-fce46e9736e5'
    'connection': 'close'
Response content:
Access to this resource is denied. Please check your ACL rules on the resource.
Traceback (most recent call last):
  File "/home/runner/.azure/cliextensions/ml/azext_mlv2/manual/vendored_curated_sdk/azure/ai/ml/_utils/_endpoint_utils.py", line 118, in validate_response
    r_json = response.json()
  File "/opt/az/lib/python3.10/site-packages/azure/core/rest/_http_response_impl.py", line 310, in json
    self._json = loads(self.text())
  File "/opt/az/lib/python3.10/json/__init__.py", line 346, in loads
    return _default_decoder.decode(s)
  File "/opt/az/lib/python3.10/json/decoder.py", line 337, in decode
    obj, end = self.raw_decode(s, idx=_w(s, 0).end())
  File "/opt/az/lib/python3.10/json/decoder.py", line 355, in raw_decode
    raise JSONDecodeError("Expecting value", s, err.value) from None
json.decoder.JSONDecodeError: Expecting value: line 1 column 1 (char 0)

During the post call to endpoint <Batch end point url>," the response status is 403, even if the service principal has all the necessary authorization to call this endpoint.

Please help me figuring out the issue.

Thanks in advance.