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I've given up on that Azure UI, here's the Python code to do it. It requires a token generated via [`az account get-access-token`](https://learn.microsoft.com/en-us/cli/azure/account?view=azure-cli-latest#az-account-get-access-token).

```python
import json
import requests

new_capacity = 3 # Change this number to your desired capacity. 3 means 3000 tokens/minute.

# Authentication and resource identification
token = "YOUR_BEARER_TOKEN"  # Replace with your actual token
subscription = ''
resource_group = ""
resource_name = ""
model_deployment_name = ""

# API parameters and headers
update_params = {'api-version': "2023-05-01"}
update_headers = {'Authorization': 'Bearer {}'.format(token), 'Content-Type': 'application/json'}

# First, get the current deployment to preserve its configuration
request_url = f'https://management.azure.com/subscriptions/{subscription}/resourceGroups/{resource_group}/providers/Microsoft.CognitiveServices/accounts/{resource_name}/deployments/{model_deployment_name}'
r = requests.get(request_url, params=update_params, headers=update_headers)

if r.status_code != 200:
    print(f"Failed to get current deployment: {r.status_code}")
    print(r.reason)
    if hasattr(r, 'json'):
        print(r.json())
    exit(1)

# Get the current deployment configuration
current_deployment = r.json()

# Update only the capacity in the configuration
update_data = {
    "sku": {
        "name": current_deployment["sku"]["name"],
        "capacity": new_capacity  
    },
    "properties": current_deployment["properties"]
}

update_data = json.dumps(update_data)

print('Updating deployment capacity...')

# Use PUT to update the deployment
r = requests.put(request_url, params=update_params, headers=update_headers, data=update_data)

print(f"Status code: {r.status_code}")
print(f"Reason: {r.reason}")
if hasattr(r, 'json'):
    print(r.json())
```

Takes a few seconds to get updated.