Skip to content

first commit #10

New issue

Have a question about this project? Sign up for a free GitHub account to open an issue and contact its maintainers and the community.

Sign up for GitHub

By clicking “Sign up for GitHub”, you agree to our terms of service and privacy statement. We’ll occasionally send you account related emails.

Already on GitHub? Sign in to your account

Open
wants to merge 2 commits into
base: main
Choose a base branch
from
Open

first commit #10

Show file tree
Hide file tree
Changes from all commits
Commits
Show all changes
2 commits
Select commit Hold shift + click to select a range
97d1cbd
first commit
singhr6 May 17, 2025
8e1cf84
Create mlops.json
singhr6 May 17, 2025
File filter

Filter by extension

Filter by extension
Conversations
Failed to load comments.
Loading
Jump to
Jump to file
Failed to load files.
Loading
Diff view
Diff view
2 changes: 1 addition & 1 deletion README.md
View file
Open in desktop
Original file line number Diff line number Diff line change
@@ -1,4 +1,4 @@
[![Software License](https://img.shields.io/badge/license-MIT-brightgreen.svg?style=flat-square)](LICENSE)
Ranjeet [![Software License](https://img.shields.io/badge/license-MIT-brightgreen.svg?style=flat-square)](LICENSE)

# DevOps For Machine Learning | MLOps
This repository is created by [Mohammad Ghodratigohar]( https://www.linkedin.com/in/mohammad-ghodratigohar/) for hands-on MLOps workshop using [Azure Machine Learning]( https://docs.microsoft.com/en-us/azure/machine-learning/) and [Azure DevOps]( https://docs.microsoft.com/en-us/azure/devops/?view=azure-devops&viewFallbackFrom=vsts).
Expand Down
344 changes: 344 additions & 0 deletions environment_setup/mlops.json
View file
Open in desktop
Original file line number Diff line number Diff line change
@@ -0,0 +1,344 @@
{
"$schema": "https://schema.management.azure.com/schemas/2019-04-01/deploymentTemplate.json#",
"contentVersion": "1.0.0.0",
"parameters": {
"baseName": {
"type": "string",
"maxLength": 10,
"minLength": 3,
"metadata": {
"description": "The base name to use as prefix to create all the resources."
}
}

"storageAccount": {
"defaultValue": "[concat(toLower(parameters('baseName')), 'amlsa')]",
"type": "String"
},
"CognitiveServices": {
"defaultValue": "[concat(toLower(parameters('baseName')), 'openai')]",
"type": "String"
}

},
"variables": {},
"resources": [
{
"type": "Microsoft.CognitiveServices/accounts",
"apiVersion": "2025-04-01-preview",
"name": "[parameters('CognitiveServices')]",
"location": "eastus",
"tags": {
"Application": "",
"CostCenter": "",
"Environment": ""
},
"sku": {
"name": "S0"
},
"kind": "OpenAI",
"properties": {
"apiProperties": {},
"customSubDomainName": "[parameters('CognitiveServices')]",
"networkAcls": {
"defaultAction": "Allow",
"virtualNetworkRules": [],
"ipRules": []
},
"allowProjectManagement": false,
"publicNetworkAccess": "Enabled"
}
},
{
"type": "Microsoft.Storage/storageAccounts",
"apiVersion": "2024-01-01",
"name": "[parameters('storageAccount')]",
"location": "eastus2",
"tags": {
"Application": "",
"CostCenter": "",
"Environment": ""
},
"sku": {
"name": "Standard_LRS",
"tier": "Standard"
},
"kind": "StorageV2",
"properties": {
"dnsEndpointType": "Standard",
"defaultToOAuthAuthentication": false,
"publicNetworkAccess": "Enabled",
"allowCrossTenantReplication": false,
"minimumTlsVersion": "TLS1_2",
"allowBlobPublicAccess": false,
"allowSharedKeyAccess": true,
"largeFileSharesState": "Enabled",
"networkAcls": {
"bypass": "AzureServices",
"virtualNetworkRules": [],
"ipRules": [],
"defaultAction": "Allow"
},
"supportsHttpsTrafficOnly": false,
"encryption": {
"requireInfrastructureEncryption": false,
"services": {
"file": {
"keyType": "Account",
"enabled": true
},
"blob": {
"keyType": "Account",
"enabled": true
}
},
"keySource": "Microsoft.Storage"
},
"accessTier": "Hot"
}
},
{
"type": "Microsoft.CognitiveServices/accounts/defenderForAISettings",
"apiVersion": "2025-04-01-preview",
"name": "[concat(parameters('CognitiveServices'), '/Default')]",
"dependsOn": [
"[resourceId('Microsoft.CognitiveServices/accounts', parameters('CognitiveServices'))]"
],
"properties": {
"state": "Disabled"
}
},
{
"type": "Microsoft.CognitiveServices/accounts/raiPolicies",
"apiVersion": "2025-04-01-preview",
"name": "[concat(parameters('CognitiveServices'), '/Microsoft.Default')]",
"dependsOn": [
"[resourceId('Microsoft.CognitiveServices/accounts', parameters('CognitiveServices'))]"
],
"properties": {
"mode": "Blocking",
"contentFilters": [
{
"name": "Hate",
"severityThreshold": "Medium",
"blocking": true,
"enabled": true,
"source": "Prompt"
},
{
"name": "Hate",
"severityThreshold": "Medium",
"blocking": true,
"enabled": true,
"source": "Completion"
},
{
"name": "Sexual",
"severityThreshold": "Medium",
"blocking": true,
"enabled": true,
"source": "Prompt"
},
{
"name": "Sexual",
"severityThreshold": "Medium",
"blocking": true,
"enabled": true,
"source": "Completion"
},
{
"name": "Violence",
"severityThreshold": "Medium",
"blocking": true,
"enabled": true,
"source": "Prompt"
},
{
"name": "Violence",
"severityThreshold": "Medium",
"blocking": true,
"enabled": true,
"source": "Completion"
},
{
"name": "Selfharm",
"severityThreshold": "Medium",
"blocking": true,
"enabled": true,
"source": "Prompt"
},
{
"name": "Selfharm",
"severityThreshold": "Medium",
"blocking": true,
"enabled": true,
"source": "Completion"
}
]
}
},
{
"type": "Microsoft.CognitiveServices/accounts/raiPolicies",
"apiVersion": "2025-04-01-preview",
"name": "[concat(parameters('CognitiveServices'), '/Microsoft.DefaultV2')]",
"dependsOn": [
"[resourceId('Microsoft.CognitiveServices/accounts', parameters('CognitiveServices'))]"
],
"properties": {
"mode": "Blocking",
"contentFilters": [
{
"name": "Hate",
"severityThreshold": "Medium",
"blocking": true,
"enabled": true,
"source": "Prompt"
},
{
"name": "Hate",
"severityThreshold": "Medium",
"blocking": true,
"enabled": true,
"source": "Completion"
},
{
"name": "Sexual",
"severityThreshold": "Medium",
"blocking": true,
"enabled": true,
"source": "Prompt"
},
{
"name": "Sexual",
"severityThreshold": "Medium",
"blocking": true,
"enabled": true,
"source": "Completion"
},
{
"name": "Violence",
"severityThreshold": "Medium",
"blocking": true,
"enabled": true,
"source": "Prompt"
},
{
"name": "Violence",
"severityThreshold": "Medium",
"blocking": true,
"enabled": true,
"source": "Completion"
},
{
"name": "Selfharm",
"severityThreshold": "Medium",
"blocking": true,
"enabled": true,
"source": "Prompt"
},
{
"name": "Selfharm",
"severityThreshold": "Medium",
"blocking": true,
"enabled": true,
"source": "Completion"
},
{
"name": "Jailbreak",
"blocking": true,
"enabled": true,
"source": "Prompt"
},
{
"name": "Protected Material Text",
"blocking": true,
"enabled": true,
"source": "Completion"
},
{
"name": "Protected Material Code",
"blocking": false,
"enabled": true,
"source": "Completion"
}
]
}
},
{
"type": "Microsoft.Storage/storageAccounts/blobServices",
"apiVersion": "2024-01-01",
"name": "[concat(parameters('storageAccount'), '/default')]",
"dependsOn": [
"[resourceId('Microsoft.Storage/storageAccounts', parameters('storageAccount'))]"
],
"sku": {
"name": "Standard_LRS",
"tier": "Standard"
},
"properties": {
"containerDeleteRetentionPolicy": {
"enabled": true,
"days": 7
},
"cors": {
"corsRules": []
},
"deleteRetentionPolicy": {
"allowPermanentDelete": false,
"enabled": true,
"days": 7
}
}
},
{
"type": "Microsoft.Storage/storageAccounts/fileServices",
"apiVersion": "2024-01-01",
"name": "[concat(parameters('storageAccount'), '/default')]",
"dependsOn": [
"[resourceId('Microsoft.Storage/storageAccounts', parameters('storageAccount'))]"
],
"sku": {
"name": "Standard_LRS",
"tier": "Standard"
},
"properties": {
"protocolSettings": {
"smb": {}
},
"cors": {
"corsRules": []
},
"shareDeleteRetentionPolicy": {
"enabled": true,
"days": 7
}
}
},
{
"type": "Microsoft.Storage/storageAccounts/queueServices",
"apiVersion": "2024-01-01",
"name": "[concat(parameters('storageAccount'), '/default')]",
"dependsOn": [
"[resourceId('Microsoft.Storage/storageAccounts', parameters('storageAccount'))]"
],
"properties": {
"cors": {
"corsRules": []
}
}
},
{
"type": "Microsoft.Storage/storageAccounts/tableServices",
"apiVersion": "2024-01-01",
"name": "[concat(parameters('storageAccount'), '/default')]",
"dependsOn": [
"[resourceId('Microsoft.Storage/storageAccounts', parameters('storageAccount'))]"
],
"properties": {
"cors": {
"corsRules": []
}
}
}
]
}