Merge pull request #106084 from gvashishtha/add-pytorch-functions

updating docs with pytorch functions demo

Author: shawnmariejones

.openpublishing.publish.config.json

@@ -152,6 +152,12 @@
       "branch": "master",
       "branch_mapping": {}
     },
+    {
+      "path_to_root": "functions-pytorch",
+      "url": "https://github.com/Azure-Samples/functions-python-pytorch-tutorial",
+      "branch": "master",
+      "branch_mapping": {}
+    },   
     {
       "path_to_root": "functions-quickstart-templates",
       "url": "https://github.com/Azure/azure-functions-templates",

articles/azure-functions/TOC.yml

@@ -5,7 +5,7 @@
   - name: About Azure Functions
     href: functions-overview.md
   - name: Durable Functions
-    href: durable/durable-functions-overview.md 
+    href: durable/durable-functions-overview.md
   - name: Serverless comparison
     href: functions-compare-logic-apps-ms-flow-webjobs.md
   - name: Hosting plan options
@@ -15,7 +15,7 @@
   items:
   - name: Create function
     expanded: true
-    items:   
+    items:
     - name: Visual Studio Code
       href: /azure/azure-functions/functions-create-first-function-vs-code
     - name: Visual Studio
@@ -47,9 +47,11 @@
   - name: Image resize with Event Grid
     href: ../event-grid/resize-images-on-storage-blob-upload-event.md?toc=%2fazure%2fazure-functions%2ftoc.json
   - name: Create a serverless web app
-    href: /learn/modules/automatic-update-of-a-webapp-using-azure-functions-and-signalr  
+    href: /learn/modules/automatic-update-of-a-webapp-using-azure-functions-and-signalr
   - name: Machine learning with TensorFlow
-    href: functions-machine-learning-tensorflow.md 
+    href: functions-machine-learning-tensorflow.md
+  - name: Image classification with PyTorch
+    href: machine-learning-pytorch.md 
   - name: Create a custom Linux image
     href: functions-create-function-linux-custom-image.md
   - name: Functions on IoT Edge device
@@ -69,13 +71,13 @@
     - name: JavaScript
       href: /samples/browse/?products=azure-functions&languages=javascript
     - name: PowerShell
-      href: /samples/browse/?products=azure-functions&languages=azurepowershell  
+      href: /samples/browse/?products=azure-functions&languages=azurepowershell
     - name: Python
       href: /samples/browse/?products=azure-functions&languages=python
     - name: TypeScript
-      href: /samples/browse/?products=azure-functions&languages=typescript   
+      href: /samples/browse/?products=azure-functions&languages=typescript
   - name: Azure CLI
-    href: functions-cli-samples.md    
+    href: functions-cli-samples.md
 - name: Concepts
   items:
   - name: Compare runtime versions
@@ -107,7 +109,7 @@
       href: functions-bindings-errors.md
   - name: Languages
     items:
-    - name: Supported languages 
+    - name: Supported languages
       href: supported-languages.md
     - name: C# (class library)
       href: functions-dotnet-class-library.md
@@ -116,9 +118,9 @@
     - name: F#
       href: functions-reference-fsharp.md
     - name: JavaScript
-      href: functions-reference-node.md   
+      href: functions-reference-node.md
     - name: Java
-      href: functions-reference-java.md 
+      href: functions-reference-java.md
     - name: PowerShell
       href: functions-reference-powershell.md
     - name: Python
@@ -128,27 +130,27 @@
   - name: Diagnostics
     href: functions-diagnostics.md
   - name: Consumption plan costs
-    href: functions-consumption-costs.md  
+    href: functions-consumption-costs.md
   - name: Performance considerations
-    href: functions-best-practices.md 
+    href: functions-best-practices.md
     displayName: best practice
   - name: Storage considerations
     href: storage-considerations.md
     displayName: encryption, keys
   - name: Functions Proxies
-    href: functions-proxies.md 
+    href: functions-proxies.md
   - name: Networking options
     href: functions-networking-options.md
   - name: IP addresses
-    href: ip-addresses.md 
+    href: ip-addresses.md
 - name: How-to guides
   items:
   - name: Develop
-    items: 
+    items:
     - name: Developer guide
       href: functions-reference.md
     - name: Local development
-      items:  
+      items:
         - name: Develop and debug locally
           href: functions-develop-local.md
         - name: Visual Studio Code development
@@ -158,27 +160,27 @@
         - name: Core Tools development
           href: functions-run-local.md
     - name: Create functions
-      items: 
-      - name: HTTP trigger   
-        items:  
+      items:
+      - name: HTTP trigger
+        items:
         - name: Azure portal
           href: functions-create-first-azure-function.md
         - name: Command line
           href: create-cli.md
         - name: Visual Studio
-          href: create-visual-studio.md  
+          href: create-visual-studio.md
         - name: Visual Studio Code
-          href: create-visual-studio-code.md  
+          href: create-visual-studio-code.md
         - name: Java using Eclipse
           href: functions-create-maven-eclipse.md
         - name: Java using IntelliJ IDEA
           href: functions-create-maven-intellij.md
-        - name: Linux App Service plan  
+        - name: Linux App Service plan
           href: create-function-app-linux-app-service-plan.md
         - name: Linux Consumption plan
           href: functions-create-first-azure-function-azure-cli-linux.md
         - name: Azure for Students Starter
-          href: functions-create-student-starter.md  
+          href: functions-create-student-starter.md
       - name: Azure Cosmos DB trigger
         href: functions-create-cosmos-db-triggered-function.md
       - name: Blob storage trigger
@@ -231,7 +233,7 @@
     - name: Run from package
       href: run-functions-from-deployment-package.md
     - name: Functions in Kubernetes
-      href: functions-kubernetes-keda.md 
+      href: functions-kubernetes-keda.md
       displayName: keda
     - name: Automate resource deployment
       href: functions-infrastructure-as-code.md
@@ -242,19 +244,19 @@
       maintainContext: true
   - name: Configure
     items:
-    - name: Manage a function app 
+    - name: Manage a function app
       href: functions-how-to-use-azure-function-app-settings.md
       displayName: app setting, application setting
-    - name: Set the runtime version 
+    - name: Set the runtime version
       href: set-runtime-version.md
-    - name: Manually register an extension 
+    - name: Manually register an extension
       href: install-update-binding-extensions-manual.md
-    - name: Disable a function 
+    - name: Disable a function
       href: disable-function.md
     - name: Geo-disaster recovery
       href: functions-geo-disaster-recovery.md
   - name: Monitor
-    items: 
+    items:
       - name: Monitor functions
         href: functions-monitoring.md
         displayName: App Insights, Application Insights, logs, logging
@@ -285,7 +287,7 @@
     - name: Reference secrets from Key Vault
       href: ../app-service/app-service-key-vault-references.md?toc=%2fazure%2fazure-functions%2ftoc.json
   - name: Integrate
-    items:   
+    items:
     - name: Add bindings
       items:
       - name: Azure Cosmos DB - portal
@@ -303,27 +305,27 @@
     - name: Connect to a virtual Network
       href: functions-create-vnet-old.md
     - name: Create an Open API 2.0 definition
-      href: functions-api-definition-getting-started.md    
+      href: functions-api-definition-getting-started.md
     - name: Export to PowerApps and Microsoft Flow
       href: app-service-export-api-to-powerapps-and-flow.md
     - name: Use a managed identity
-      href: ../app-service/overview-managed-identity.md?toc=%2fazure%2fazure-functions%2ftoc.json 
+      href: ../app-service/overview-managed-identity.md?toc=%2fazure%2fazure-functions%2ftoc.json
     - name: Customize HTTP function endpoint
       href: functions-create-serverless-api.md
     - name: Manage on-premises resources
       href: functions-hybrid-powershell.md
   - name: Troubleshoot
     items:
     - name: Troubleshoot storage
-      href: functions-recover-storage-account.md   
+      href: functions-recover-storage-account.md
 - name: Reference
   items:
   - name: API references
     items:
     - name: Java
       href: https://docs.microsoft.com/java/api/overview/azure/functions/runtime?view=azure-java-stable
     - name: Python
-      href: https://docs.microsoft.com/python/api/azure-functions/azure.functions?view=azure-python 
+      href: https://docs.microsoft.com/python/api/azure-functions/azure.functions?view=azure-python
   - name: App settings reference
     href: functions-app-settings.md
   - name: Triggers and bindings
@@ -339,7 +341,7 @@
         - name: Output
           href: functions-bindings-storage-blob-output.md
     - name: Azure Cosmos DB
-      items: 
+      items:
       - name: Functions 1.x
         href: functions-bindings-cosmosdb.md
         displayName: Azure Cosmos DB
@@ -359,7 +361,7 @@
           href: functions-bindings-cosmosdb-v2-output.md
           displayName: Azure Cosmos DB
     - name: Event Grid
-      items: 
+      items:
         - name: Overview
           href: functions-bindings-event-grid.md
         - name: Trigger
@@ -390,7 +392,7 @@
         displayName: Azure IoT Hubs
     - name: HTTP and webhooks
       items:
-        - name: Overview  
+        - name: Overview
           href: functions-bindings-http-webhook.md
         - name: Trigger
           href: functions-bindings-http-webhook-trigger.md
@@ -436,13 +438,13 @@
     - name: Timer
       href: functions-bindings-timer.md
     - name: Twilio
-      href: functions-bindings-twilio.md    
+      href: functions-bindings-twilio.md
     - name: Warmup
       href: functions-bindings-warmup.md
   - name: host.json 2.x reference
-    href: functions-host-json.md      
+    href: functions-host-json.md
   - name: host.json 1.x reference
-    href: functions-host-json-v1.md    
+    href: functions-host-json-v1.md
   - name: Networking FAQ
     href: functions-networking-faq.md
   - name: OpenAPI reference
@@ -458,7 +460,7 @@
   - name: Pricing calculator
     href: https://azure.microsoft.com/pricing/calculator/
   - name: Quota information
-    href: functions-scale.md#service-limits 
+    href: functions-scale.md#service-limits
   - name: Regional availability
     href: https://azure.microsoft.com/regions/services/
   - name: Videos