Forked Python SDK for the Omnia Timeseries API
Project description
Omnia Timeseries Python SDK
Python package for interacting with the Omnia Industrial IoT Timeseries API.
Forked version of Official python sdk available at https://github.com/equinor/omnia-timeseries-python.
How do I get set up?
To use the Python package, install it in the following manner:
pip install ots-sdk
For support, create an issue on GitHub.
Example usage
For fundamental questions please refer to the MSAL documentation which has code examples for multiple programming languages and scenarios.
You should also familiarize yourself with the azure.identity package, which we will use below.
Follow usage example to learn how to retrieve data in Json format.
Follow get data as protobuf example to learn how to retrieve data in Protobuf format.
Preparing Azure authentication
Please read https://github.com/equinor/OmniaPlant/wiki/Authentication-&-Authorization to familiarize yourself with how Timeseries API handles authentication and authorization.
We support the following authentication flows:
- Client (service principal) credentials: https://learn.microsoft.com/en-us/entra/identity-platform/v2-oauth2-client-creds-grant-flow
- User impersonation: https://learn.microsoft.com/en-us/entra/identity-platform/v2-oauth2-on-behalf-of-flow
The supported credential setups are shown below.
With service principal credentials
Read Service-to-service using a shared secret and ensure prerequisite steps have been done.
from azure.identity import ClientSecretCredential
import os
credentials = ClientSecretCredential(
tenant_id=os.environ['AZURE_TENANT_ID'],
client_id=os.environ['AZURE_CLIENT_ID'],
client_secret=os.environ['AZURE_CLIENT_SECRET']
)
With user impersonation
Read Authenticating by user impersonation without any shared secret (For people with Equinor accounts) and ensure prerequisite steps have been done.
For testing user impersonation you can use our public client ids:
- 675bd975-260f-498e-82cd-65f67b34fe7d (test)
- 67da184b-6bde-43fd-a155-30ed4ff162d2 (production)
from azure.identity import DeviceCodeCredential
import os
credentials = DeviceCodeCredential(
tenant_id=os.environ['AZURE_TENANT_ID'],
client_id=os.environ['AZURE_CLIENT_ID']
)
During authentication, this will display a URL to visit, and a code to enter. After completing the flow, execution will proceed.
With default credentials (azure cli, MSI and so on)
Read Managed Service Identity (For Equinor applications in Azure) and ensure prerequisite steps have been done.
from azure.identity import DefaultAzureCredential
credentials = DefaultAzureCredential()
Output
The Json response from Timeseries API looks like this:
>> {'items': [{'id': 'xxxxxxxx-xxxx-xxxx-xxxx-xxxxxxxxxxxx', 'datapoints': [{'time': '2021-02-01T09:54:05.4200000Z', 'value': -0.000286102294921875, 'status': 192}]}]}
The Protobuf response from Timeseries API looks like this:
{ "data": [ { "id": "xxxxxxxx-xxxx-xxxx-xxxx-xxxxxxxxxxxx", "totalCount": "1", "fields": [ "time", "value", "status" ], "values": [ { "int64": "1727263834898000000" }, { "double": 246.56092834472656 }, { "uint32": 192 } ] } ] }
Other use cases
Please consult the API Reference for a full overview of the API endpoints.
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