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Merge pull request #930 from meganbradley/meganbradley/docutune-autopr-20241021-164353-2658756-ignore-build
[BULK] - DocuTune remediation - Sensitive terms with GUIDs (part 2)
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articles/machine-learning/how-to-collect-production-data.md

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@@ -352,29 +352,29 @@ As your deployment is used, the collected data flows to your workspace Blob stor
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```json
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{"specversion":"1.0",
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"id":"19790b87-a63c-4295-9a67-febb2d8fbce0",
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"source":"/subscriptions/d511f82f-71ba-49a4-8233-d7be8a3650f4/resourceGroups/mire2etesting/providers/Microsoft.MachineLearningServices/workspaces/mirmasterenvws/onlineEndpoints/localdev-endpoint/deployments/localdev",
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"source":"/subscriptions/aaaa0a0a-bb1b-cc2c-dd3d-eeeeee4e4e4e/resourceGroups/mire2etesting/providers/Microsoft.MachineLearningServices/workspaces/mirmasterenvws/onlineEndpoints/localdev-endpoint/deployments/localdev",
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"type":"azureml.inference.request",
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"datacontenttype":"application/json",
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"time":"2022-05-25T08:59:48Z",
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"data":{"data": [ [1,2,3,4,5,6,7,8,9,10], [10,9,8,7,6,5,4,3,2,1]]},
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"path":"/score",
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"method":"POST",
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"contentrange":"bytes 0-59/*",
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"correlationid":"f6e806c9-1a9a-446b-baa2-901373162105","xrequestid":"f6e806c9-1a9a-446b-baa2-901373162105"}
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"correlationid":"aaaa0000-bb11-2222-33cc-444444dddddd","xrequestid":"aaaa0000-bb11-2222-33cc-444444dddddd"}
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```
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And the following JSON code is another example of an HTTP _response_ collected:
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```json
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{"specversion":"1.0",
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"id":"bbd80e51-8855-455f-a719-970023f41e7d",
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"source":"/subscriptions/d511f82f-71ba-49a4-8233-d7be8a3650f4/resourceGroups/mire2etesting/providers/Microsoft.MachineLearningServices/workspaces/mirmasterenvws/onlineEndpoints/localdev-endpoint/deployments/localdev",
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"source":"/subscriptions/aaaa0a0a-bb1b-cc2c-dd3d-eeeeee4e4e4e/resourceGroups/mire2etesting/providers/Microsoft.MachineLearningServices/workspaces/mirmasterenvws/onlineEndpoints/localdev-endpoint/deployments/localdev",
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"type":"azureml.inference.response",
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"datacontenttype":"application/json",
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"time":"2022-05-25T08:59:48Z",
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"data":[11055.977245525679, 4503.079536107787],
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"contentrange":"bytes 0-38/39",
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"correlationid":"f6e806c9-1a9a-446b-baa2-901373162105","xrequestid":"f6e806c9-1a9a-446b-baa2-901373162105"}
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"correlationid":"aaaa0000-bb11-2222-33cc-444444dddddd","xrequestid":"aaaa0000-bb11-2222-33cc-444444dddddd"}
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```
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## Store collected data in blob storage
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```json
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{"specversion":"1.0",
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"id":"725aa8af-0834-415c-aaf5-c76d0c08f694",
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"source":"/subscriptions/636d700c-4412-48fa-84be-452ac03d34a1/resourceGroups/mire2etesting/providers/Microsoft.MachineLearningServices/workspaces/mirmasterws/onlineEndpoints/localdev-endpoint/deployments/localdev",
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"source":"/subscriptions/bbbb1b1b-cc2c-dd3d-ee4e-ffffff5f5f5f/resourceGroups/mire2etesting/providers/Microsoft.MachineLearningServices/workspaces/mirmasterws/onlineEndpoints/localdev-endpoint/deployments/localdev",
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"type":"azureml.inference.inputs",
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"datacontenttype":"application/json",
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"time":"2022-12-01T08:51:30Z",
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"data":[{"label":"DRUG","pattern":"aspirin"},{"label":"DRUG","pattern":"trazodone"},{"label":"DRUG","pattern":"citalopram"}],
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"correlationid":"3711655d-b04c-4aa2-a6c4-6a90cbfcb73f","xrequestid":"3711655d-b04c-4aa2-a6c4-6a90cbfcb73f",
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"correlationid":"bbbb1111-cc22-3333-44dd-555555eeeeee","xrequestid":"bbbb1111-cc22-3333-44dd-555555eeeeee",
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"modelversion":"default",
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"collectdatatype":"pandas.core.frame.DataFrame",
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"agent":"monitoring-sdk/0.1.2",
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```json
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{"specversion":"1.0",
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"id":"720b8867-54a2-4876-80eb-1fd6a8975770",
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"source":"/subscriptions/79a1ba0c-35bb-436b-bff2-3074d5ff1f89/resourceGroups/rg-bozhlinmomoignite/providers/Microsoft.MachineLearningServices/workspaces/momo-demo-ws/onlineEndpoints/credit-default-mdc-testing-4/deployments/main2",
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"source":"/subscriptions/cccc2c2c-dd3d-ee4e-ff5f-aaaaaa6a6a6a/resourceGroups/rg-bozhlinmomoignite/providers/Microsoft.MachineLearningServices/workspaces/momo-demo-ws/onlineEndpoints/credit-default-mdc-testing-4/deployments/main2",
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"type":"azureml.inference.model_inputs",
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"datacontenttype":"application/json",
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"time":"2024-03-05T18:16:25Z",

articles/machine-learning/how-to-devops-machine-learning.md

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- none
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variables:
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subscription_id: '00000000-0000-0000-0000-000000000000' # replace with your subscription id
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subscription_id: 'aaaa0a0a-bb1b-cc2c-dd3d-eeeeee4e4e4e' # replace with your subscription id
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service-connection: 'generic-machine-learning-connection' # replace with your generic service connection name
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resource-group: 'machinelearning-rg' # replace with your resource group name
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workspace: 'docs-ws' # replace with your workspace name

articles/machine-learning/how-to-manage-rest.md

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{
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"value": [
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{
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"id": "/subscriptions/12345abc-abbc-1b2b-1234-57ab575a5a5a/resourceGroups/RG1",
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"id": "/subscriptions/aaaa0a0a-bb1b-cc2c-dd3d-eeeeee4e4e4e/resourceGroups/RG1",
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"name": "RG1",
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"type": "Microsoft.Resources/resourceGroups",
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"location": "westus2",
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}
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},
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{
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"id": "/subscriptions/12345abc-abbc-1b2b-1234-57ab575a5a5a/resourceGroups/RG2",
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"id": "/subscriptions/aaaa0a0a-bb1b-cc2c-dd3d-eeeeee4e4e4e/resourceGroups/RG2",
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"name": "RG2",
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"type": "Microsoft.Resources/resourceGroups",
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"location": "eastus",
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```json
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{
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"id": "/subscriptions/12345abc-abbc-1b2b-1234-57ab575a5a5a/resourceGroups/DeepLearningResourceGroup/providers/Microsoft.MachineLearningServices/workspaces/my-workspace",
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"id": "/subscriptions/aaaa0a0a-bb1b-cc2c-dd3d-eeeeee4e4e4e/resourceGroups/DeepLearningResourceGroup/providers/Microsoft.MachineLearningServices/workspaces/my-workspace",
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"name": "my-workspace",
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"type": "Microsoft.MachineLearningServices/workspaces",
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"location": "centralus",
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"friendlyName": "",
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"description": "",
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"creationTime": "2023-01-03T19:56:09.7588299+00:00",
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"storageAccount": "/subscriptions/12345abc-abbc-1b2b-1234-57ab575a5a5a/resourcegroups/DeepLearningResourceGroup/providers/microsoft.storage/storageaccounts/myworkspace0275623111",
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"storageAccount": "/subscriptions/aaaa0a0a-bb1b-cc2c-dd3d-eeeeee4e4e4e/resourcegroups/DeepLearningResourceGroup/providers/microsoft.storage/storageaccounts/myworkspace0275623111",
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"containerRegistry": null,
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"keyVault": "/subscriptions/12345abc-abbc-1b2b-1234-57ab575a5a5a/resourcegroups/DeepLearningResourceGroup/providers/microsoft.keyvault/vaults/myworkspace2525649324",
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"applicationInsights": "/subscriptions/12345abc-abbc-1b2b-1234-57ab575a5a5a/resourcegroups/DeepLearningResourceGroup/providers/microsoft.insights/components/myworkspace2053523719",
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"keyVault": "/subscriptions/aaaa0a0a-bb1b-cc2c-dd3d-eeeeee4e4e4e/resourcegroups/DeepLearningResourceGroup/providers/microsoft.keyvault/vaults/myworkspace2525649324",
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"applicationInsights": "/subscriptions/aaaa0a0a-bb1b-cc2c-dd3d-eeeeee4e4e4e/resourcegroups/DeepLearningResourceGroup/providers/microsoft.insights/components/myworkspace2053523719",
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"hbiWorkspace": false,
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"workspaceId": "cba12345-abab-abab-abab-ababab123456",
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"subscriptionState": null,

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