Merge branch 'main' into feature-connectors-anthropic

microsoft · Oct 29, 2024 · f13666b · f13666b
2 parents 17cfd02 + d2696a9
commit f13666b
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diff --git a/.editorconfig b/.editorconfig
@@ -177,6 +177,7 @@ dotnet_diagnostic.CA2253.severity = none # Named placeholders in the logging mes
 dotnet_diagnostic.CA2253.severity = none # Named placeholders in the logging message template should not be comprised of only numeric characters
 dotnet_diagnostic.CA2263.severity = suggestion # Use generic overload
 
+dotnet_diagnostic.VSTHRD003.severity = none # Waiting on thread from another context
 dotnet_diagnostic.VSTHRD103.severity = none # Use async equivalent; analyzer is currently noisy
 dotnet_diagnostic.VSTHRD111.severity = none # Use .ConfigureAwait(bool) is hidden by default, set to none to prevent IDE from changing on autosave
 dotnet_diagnostic.VSTHRD200.severity = none # Use Async suffix for async methods

diff --git a/.github/workflows/check-coverage.ps1 b/.github/workflows/check-coverage.ps1
@@ -6,24 +6,42 @@ param (
 $jsonContent = Get-Content $JsonReportPath -Raw | ConvertFrom-Json
 $coverageBelowThreshold = $false
 
-function Get-FormattedValue($number) {
-    $formattedNumber = "{0:N1}" -f $number
-    $icon = if ($number -ge $CoverageThreshold) { '✅' } else { '❌' }
-
+$nonExperimentalAssemblies = [System.Collections.Generic.HashSet[string]]::new()
+
+$assembliesCollection = @(
+    'Microsoft.SemanticKernel.Abstractions'
+    'Microsoft.SemanticKernel.Core'
+    'Microsoft.SemanticKernel.PromptTemplates.Handlebars'
+    'Microsoft.SemanticKernel.Connectors.OpenAI'
+    'Microsoft.SemanticKernel.Connectors.AzureOpenAI'
+    'Microsoft.SemanticKernel.Yaml'
+    'Microsoft.SemanticKernel.Agents.Abstractions'
+    'Microsoft.SemanticKernel.Agents.Core'
+    'Microsoft.SemanticKernel.Agents.OpenAI'
+)
+
+foreach ($assembly in $assembliesCollection) {
+    $nonExperimentalAssemblies.Add($assembly)
+}
+
+function Get-FormattedValue {
+    param (
+        [float]$Coverage,
+        [bool]$UseIcon = $false
+    )
+    $formattedNumber = "{0:N1}" -f $Coverage
+    $icon = if (-not $UseIcon) { "" } elseif ($Coverage -ge $CoverageThreshold) { '✅' } else { '❌' }
+
     return "$formattedNumber% $icon"
 }
 
 $lineCoverage = $jsonContent.summary.linecoverage
 $branchCoverage = $jsonContent.summary.branchcoverage
 
-if ($lineCoverage -lt $CoverageThreshold -or $branchCoverage -lt $CoverageThreshold) {
-    $coverageBelowThreshold = $true
-}
-
 $totalTableData = [PSCustomObject]@{
     'Metric'          = 'Total Coverage'
-    'Line Coverage'   = Get-FormattedValue $lineCoverage
-    'Branch Coverage' = Get-FormattedValue $branchCoverage
+    'Line Coverage'   = Get-FormattedValue -Coverage $lineCoverage
+    'Branch Coverage' = Get-FormattedValue -Coverage $branchCoverage
 }
 
 $totalTableData | Format-Table -AutoSize
@@ -35,18 +53,24 @@ foreach ($assembly in $jsonContent.coverage.assemblies) {
     $assemblyLineCoverage = $assembly.coverage
     $assemblyBranchCoverage = $assembly.branchcoverage
 
-    if ($assemblyLineCoverage -lt $CoverageThreshold -or $assemblyBranchCoverage -lt $CoverageThreshold) {
+    $isNonExperimentalAssembly = $nonExperimentalAssemblies -contains $assemblyName
+
+    if ($isNonExperimentalAssembly -and ($assemblyLineCoverage -lt $CoverageThreshold -or $assemblyBranchCoverage -lt $CoverageThreshold)) {
         $coverageBelowThreshold = $true
     }
 
     $assemblyTableData += [PSCustomObject]@{
         'Assembly Name' = $assemblyName
-        'Line'          = Get-FormattedValue $assemblyLineCoverage
-        'Branch'        = Get-FormattedValue $assemblyBranchCoverage
+        'Line'          = Get-FormattedValue -Coverage $assemblyLineCoverage -UseIcon $isNonExperimentalAssembly
+        'Branch'        = Get-FormattedValue -Coverage $assemblyBranchCoverage -UseIcon $isNonExperimentalAssembly
     }
 }
 
-$assemblyTableData | Format-Table -AutoSize
+$sortedTable = $assemblyTableData | Sort-Object {
+    $nonExperimentalAssemblies -contains $_.'Assembly Name'
+} -Descending
+
+$sortedTable | Format-Table -AutoSize
 
 if ($coverageBelowThreshold) {
     Write-Host "Code coverage is lower than defined threshold: $CoverageThreshold. Stopping the task."

diff --git a/.github/workflows/dotnet-build-and-test.yml b/.github/workflows/dotnet-build-and-test.yml
@@ -37,7 +37,8 @@ jobs:
             dotnet:
               - 'dotnet/**'
               - '**/dotnet/**'
-              - 'samples/skills/**'
+              - '.github/workflows/check-coverage.ps1'
+              - '.github/workflows/dotnet-build-and-test.yml'
       # run only if 'dotnet' files were changed
       - name: dotnet tests
         if: steps.filter.outputs.dotnet == 'true'
@@ -87,6 +88,10 @@ jobs:
             dotnet test -c ${{ matrix.configuration }} $project --no-build -v Normal --logger trx --collect:"XPlat Code Coverage" --results-directory:"TestResults/Coverage/" -- DataCollectionRunSettings.DataCollectors.DataCollector.Configuration.ExcludeByAttribute=GeneratedCodeAttribute,CompilerGeneratedAttribute,ExcludeFromCodeCoverageAttribute
           done
 
+      - name: Run AOT Unit Tests
+        shell: pwsh
+        run: .github/workflows/test-aot-compatibility.ps1 ${{ matrix.dotnet }}
+
       - name: Azure CLI Login
         if: github.event_name != 'pull_request' && matrix.integration-tests
         uses: azure/login@v2
@@ -104,38 +109,39 @@ jobs:
             dotnet test -c ${{ matrix.configuration }} $project --no-build -v Normal --logger trx
           done
         env:
-          AzureOpenAI__Label: azure-text-davinci-003
-          AzureOpenAIEmbedding__Label: azure-text-embedding-ada-002
+          # Azure OpenAI Deployments
+          AzureOpenAI__Endpoint: ${{ secrets.AZUREOPENAI__ENDPOINT }}
           AzureOpenAI__DeploymentName: ${{ vars.AZUREOPENAI__DEPLOYMENTNAME }}
           AzureOpenAI__ChatDeploymentName: ${{ vars.AZUREOPENAI__CHATDEPLOYMENTNAME }}
+          AzureOpenAIEmbeddings__Endpoint: ${{ secrets.AZUREOPENAI__ENDPOINT }}
           AzureOpenAIEmbeddings__DeploymentName: ${{ vars.AZUREOPENAIEMBEDDING__DEPLOYMENTNAME }}
-          AzureOpenAI__Endpoint: ${{ secrets.AZUREOPENAI__ENDPOINT }}
-          AzureOpenAIEmbeddings__Endpoint: ${{ secrets.AZUREOPENAI_EASTUS__ENDPOINT }}
-          AzureOpenAI__ApiKey: ${{ secrets.AZUREOPENAI__APIKEY }}
-          AzureOpenAIEmbeddings__ApiKey: ${{ secrets.AZUREOPENAI_EASTUS__APIKEY }}
-          Planners__AzureOpenAI__ApiKey: ${{ secrets.PLANNERS__AZUREOPENAI__APIKEY }}
+          AzureOpenAITextToAudio__Endpoint: ${{ secrets.AZUREOPENAITEXTTOAUDIO__ENDPOINT }}
+          AzureOpenAITextToAudio__DeploymentName: ${{ vars.AZUREOPENAITEXTTOAUDIO__DEPLOYMENTNAME }}
+          AzureOpenAIAudioToText__Endpoint: ${{ secrets.AZUREOPENAIAUDIOTOTEXT__ENDPOINT }}
+          AzureOpenAIAudioToText__DeploymentName: ${{ vars.AZUREOPENAIAUDIOTOTEXT__DEPLOYMENTNAME }}
+          AzureOpenAITextToImage__Endpoint: ${{ secrets.AZUREOPENAITEXTTOIMAGE__ENDPOINT }}
+          AzureOpenAITextToImage__DeploymentName: ${{ vars.AZUREOPENAITEXTTOIMAGE__DEPLOYMENTNAME }}
           Planners__AzureOpenAI__Endpoint: ${{ secrets.PLANNERS__AZUREOPENAI__ENDPOINT }}
           Planners__AzureOpenAI__DeploymentName: ${{ vars.PLANNERS__AZUREOPENAI__DEPLOYMENTNAME }}
-          Planners__OpenAI__ApiKey: ${{ secrets.PLANNERS__OPENAI__APIKEY }}
-          Planners__OpenAI__ModelId: ${{ vars.PLANNERS__OPENAI__MODELID }}
+          # OpenAI Models
+          OpenAI__ApiKey: ${{ secrets.OPENAI__APIKEY }}
+          OpenAI__ChatModelId: ${{ vars.OPENAI__CHATMODELID }}
+          OpenAIEmbeddings__ApiKey: ${{ secrets.OPENAIEMBEDDINGS__APIKEY }}
+          OpenAIEmbeddings__ModelId: ${{ vars.OPENAIEMBEDDINGS__MODELID }}
           OpenAITextToAudio__ApiKey: ${{ secrets.OPENAITEXTTOAUDIO__APIKEY }}
           OpenAITextToAudio__ModelId: ${{ vars.OPENAITEXTTOAUDIO__MODELID }}
           OpenAIAudioToText__ApiKey: ${{ secrets.OPENAIAUDIOTOTEXT__APIKEY }}
           OpenAIAudioToText__ModelId: ${{ vars.OPENAIAUDIOTOTEXT__MODELID }}
           OpenAITextToImage__ApiKey: ${{ secrets.OPENAITEXTTOIMAGE__APIKEY }}
           OpenAITextToImage__ModelId: ${{ vars.OPENAITEXTTOIMAGE__MODELID }}
-          AzureOpenAITextToAudio__ApiKey: ${{ secrets.AZUREOPENAITEXTTOAUDIO__APIKEY }}
-          AzureOpenAITextToAudio__Endpoint: ${{ secrets.AZUREOPENAITEXTTOAUDIO__ENDPOINT }}
-          AzureOpenAITextToAudio__DeploymentName: ${{ vars.AZUREOPENAITEXTTOAUDIO__DEPLOYMENTNAME }}
-          AzureOpenAIAudioToText__ApiKey: ${{ secrets.AZUREOPENAIAUDIOTOTEXT__APIKEY }}
-          AzureOpenAIAudioToText__Endpoint: ${{ secrets.AZUREOPENAIAUDIOTOTEXT__ENDPOINT }}
-          AzureOpenAIAudioToText__DeploymentName: ${{ vars.AZUREOPENAIAUDIOTOTEXT__DEPLOYMENTNAME }}
-          AzureOpenAITextToImage__ApiKey: ${{ secrets.AZUREOPENAITEXTTOIMAGE__APIKEY }}
-          AzureOpenAITextToImage__Endpoint: ${{ secrets.AZUREOPENAITEXTTOIMAGE__ENDPOINT }}
-          AzureOpenAITextToImage__DeploymentName: ${{ vars.AZUREOPENAITEXTTOIMAGE__DEPLOYMENTNAME }}
+          Planners__OpenAI__ApiKey: ${{ secrets.PLANNERS__OPENAI__APIKEY }}
+          Planners__OpenAI__ModelId: ${{ vars.PLANNERS__OPENAI__MODELID }}
+          # Bing Web Search
           Bing__ApiKey: ${{ secrets.BING__APIKEY }}
-          OpenAI__ApiKey: ${{ secrets.OPENAI__APIKEY }}
-          OpenAI__ChatModelId: ${{ vars.OPENAI__CHATMODELID }}
+          # Google Web Search
+          Google__SearchEngineId: ${{ secrets.GOOGLE__SEARCHENGINEID }}
+          Google__ApiKey: ${{ secrets.GOOGLE__APIKEY }}
+          # Azure AI Inference Endpoint
           AzureAIInference__ApiKey: ${{ secrets.AZUREAIINFERENCE__APIKEY }}
           AzureAIInference__Endpoint: ${{ secrets.AZUREAIINFERENCE__ENDPOINT }}
 
@@ -146,7 +152,6 @@ jobs:
           reports: "./TestResults/Coverage/**/coverage.cobertura.xml"
           targetdir: "./TestResults/Reports"
           reporttypes: "JsonSummary"
-          assemblyfilters: "+Microsoft.SemanticKernel.Abstractions;+Microsoft.SemanticKernel.Core;+Microsoft.SemanticKernel.PromptTemplates.Handlebars;+Microsoft.SemanticKernel.Connectors.OpenAI;+Microsoft.SemanticKernel.Connectors.AzureOpenAI;+Microsoft.SemanticKernel.Yaml;+Microsoft.SemanticKernel.Agents.Abstractions;+Microsoft.SemanticKernel.Agents.Core;+Microsoft.SemanticKernel.Agents.OpenAI"
 
       - name: Check coverage
         shell: pwsh

diff --git a/.github/workflows/python-integration-tests.yml b/.github/workflows/python-integration-tests.yml
@@ -89,28 +89,36 @@ jobs:
       - name: Install Ollama
         if: matrix.os == 'ubuntu-latest'
         run: |
-          if ${{ vars.OLLAMA_MODEL != '' }}; then
-            curl -fsSL https://ollama.com/install.sh | sh
-            ollama serve &
-            sleep 5
-          fi
+          curl -fsSL https://ollama.com/install.sh | sh
+          ollama serve &
+          sleep 5
       - name: Pull model in Ollama
         if: matrix.os == 'ubuntu-latest'
         run: |
-          if ${{ vars.OLLAMA_MODEL != '' }}; then
-            ollama pull ${{ vars.OLLAMA_MODEL }}
-            ollama list
-          fi
+          ollama pull ${{ vars.OLLAMA_CHAT_MODEL_ID }}
+          ollama pull ${{ vars.OLLAMA_CHAT_MODEL_ID_IMAGE }}
+          ollama pull ${{ vars.OLLAMA_CHAT_MODEL_ID_TOOL_CALL }}
+          ollama pull ${{ vars.OLLAMA_TEXT_MODEL_ID }}
+          ollama pull ${{ vars.OLLAMA_EMBEDDING_MODEL_ID }}
+          ollama list
       - name: Google auth
         uses: google-github-actions/auth@v2
         with:
           project_id: ${{ vars.VERTEX_AI_PROJECT_ID }}
           credentials_json: ${{ secrets.VERTEX_AI_SERVICE_ACCOUNT_KEY }}
       - name: Set up gcloud
         uses: google-github-actions/setup-gcloud@v2
+      - name: Configure AWS Credentials
+        uses: aws-actions/configure-aws-credentials@v4
+        with:
+          aws-access-key-id: ${{ secrets.AWS_ACCESS_KEY_ID }}
+          aws-secret-access-key: ${{ secrets.AWS_SECRET_ACCESS_KEY }}
+          aws-region: ${{ vars.AWS_REGION }}
       - name: Setup Redis Stack Server
         if: matrix.os == 'ubuntu-latest'
         run: docker run -d --name redis-stack-server -p 6379:6379 redis/redis-stack-server:latest
+      - name: Setup Weaviate docker deployment
+        run: docker run -d -p 8080:8080 -p 50051:50051 cr.weaviate.io/semitechnologies/weaviate:1.26.6
       - name: Azure CLI Login
         if: github.event_name != 'pull_request'
         uses: azure/login@v2
@@ -150,7 +158,11 @@ jobs:
           MISTRALAI_EMBEDDING_MODEL_ID: ${{ vars.MISTRALAI_EMBEDDING_MODEL_ID }}
           ANTHROPIC_API_KEY: ${{secrets.ANTHROPIC_API_KEY}}
           ANTHROPIC_CHAT_MODEL_ID: ${{ vars.ANTHROPIC_CHAT_MODEL_ID }}
-          OLLAMA_MODEL: "${{ matrix.os == 'ubuntu-latest' && vars.OLLAMA_MODEL || '' }}" # phi3
+          OLLAMA_CHAT_MODEL_ID: "${{ matrix.os == 'ubuntu-latest' && vars.OLLAMA_CHAT_MODEL_ID || '' }}" # llava-phi3
+          OLLAMA_CHAT_MODEL_ID_IMAGE: "${{ matrix.os == 'ubuntu-latest' && vars.OLLAMA_CHAT_MODEL_ID_IMAGE || '' }}" # llava-phi3
+          OLLAMA_CHAT_MODEL_ID_TOOL_CALL: "${{ matrix.os == 'ubuntu-latest' && vars.OLLAMA_CHAT_MODEL_ID_TOOL_CALL || '' }}" # llama3.2
+          OLLAMA_TEXT_MODEL_ID: "${{ matrix.os == 'ubuntu-latest' && vars.OLLAMA_TEXT_MODEL_ID || '' }}" # llava-phi3
+          OLLAMA_EMBEDDING_MODEL_ID: "${{ matrix.os == 'ubuntu-latest' && vars.OLLAMA_EMBEDDING_MODEL_ID || '' }}" # nomic-embed-text
           GOOGLE_AI_GEMINI_MODEL_ID: ${{ vars.GOOGLE_AI_GEMINI_MODEL_ID }}
           GOOGLE_AI_EMBEDDING_MODEL_ID: ${{ vars.GOOGLE_AI_EMBEDDING_MODEL_ID }}
           GOOGLE_AI_API_KEY: ${{ secrets.GOOGLE_AI_API_KEY }}
@@ -217,28 +229,36 @@ jobs:
       - name: Install Ollama
         if: matrix.os == 'ubuntu-latest'
         run: |
-          if ${{ vars.OLLAMA_MODEL != '' }}; then
-            curl -fsSL https://ollama.com/install.sh | sh
-            ollama serve &
-            sleep 5
-          fi
+          curl -fsSL https://ollama.com/install.sh | sh
+          ollama serve &
+          sleep 5
       - name: Pull model in Ollama
         if: matrix.os == 'ubuntu-latest'
         run: |
-          if ${{ vars.OLLAMA_MODEL != '' }}; then
-            ollama pull ${{ vars.OLLAMA_MODEL }}
-            ollama list
-          fi
+          ollama pull ${{ vars.OLLAMA_CHAT_MODEL_ID }}
+          ollama pull ${{ vars.OLLAMA_CHAT_MODEL_ID_IMAGE }}
+          ollama pull ${{ vars.OLLAMA_CHAT_MODEL_ID_TOOL_CALL }}
+          ollama pull ${{ vars.OLLAMA_TEXT_MODEL_ID }}
+          ollama pull ${{ vars.OLLAMA_EMBEDDING_MODEL_ID }}
+          ollama list
       - name: Google auth
         uses: google-github-actions/auth@v2
         with:
           project_id: ${{ vars.VERTEX_AI_PROJECT_ID }}
           credentials_json: ${{ secrets.VERTEX_AI_SERVICE_ACCOUNT_KEY }}
       - name: Set up gcloud
         uses: google-github-actions/setup-gcloud@v2
+      - name: Configure AWS Credentials
+        uses: aws-actions/configure-aws-credentials@v4
+        with:
+          aws-access-key-id: ${{ secrets.AWS_ACCESS_KEY_ID }}
+          aws-secret-access-key: ${{ secrets.AWS_SECRET_ACCESS_KEY }}
+          aws-region: ${{ vars.AWS_REGION }}
       - name: Setup Redis Stack Server
         if: matrix.os == 'ubuntu-latest'
         run: docker run -d --name redis-stack-server -p 6379:6379 redis/redis-stack-server:latest
+      - name: Setup Weaviate docker deployment
+        run: docker run -d -p 8080:8080 -p 50051:50051 cr.weaviate.io/semitechnologies/weaviate:1.26.6
       - name: Azure CLI Login
         if: github.event_name != 'pull_request'
         uses: azure/login@v2
@@ -278,7 +298,11 @@ jobs:
           MISTRALAI_EMBEDDING_MODEL_ID: ${{ vars.MISTRALAI_EMBEDDING_MODEL_ID }}
           ANTHROPIC_API_KEY: ${{secrets.ANTHROPIC_API_KEY}}
           ANTHROPIC_CHAT_MODEL_ID: ${{ vars.ANTHROPIC_CHAT_MODEL_ID }}
-          OLLAMA_MODEL: "${{ matrix.os == 'ubuntu-latest' && vars.OLLAMA_MODEL || '' }}" # phi3
+          OLLAMA_CHAT_MODEL_ID: "${{ matrix.os == 'ubuntu-latest' && vars.OLLAMA_CHAT_MODEL_ID || '' }}" # llava-phi3
+          OLLAMA_CHAT_MODEL_ID_IMAGE: "${{ matrix.os == 'ubuntu-latest' && vars.OLLAMA_CHAT_MODEL_ID_IMAGE || '' }}" # llava-phi3
+          OLLAMA_CHAT_MODEL_ID_TOOL_CALL: "${{ matrix.os == 'ubuntu-latest' && vars.OLLAMA_CHAT_MODEL_ID_TOOL_CALL || '' }}" # llama3.2
+          OLLAMA_TEXT_MODEL_ID: "${{ matrix.os == 'ubuntu-latest' && vars.OLLAMA_TEXT_MODEL_ID || '' }}" # llava-phi3
+          OLLAMA_EMBEDDING_MODEL_ID: "${{ matrix.os == 'ubuntu-latest' && vars.OLLAMA_EMBEDDING_MODEL_ID || '' }}" # nomic-embed-text
           GOOGLE_AI_GEMINI_MODEL_ID: ${{ vars.GOOGLE_AI_GEMINI_MODEL_ID }}
           GOOGLE_AI_EMBEDDING_MODEL_ID: ${{ vars.GOOGLE_AI_EMBEDDING_MODEL_ID }}
           GOOGLE_AI_API_KEY: ${{ secrets.GOOGLE_AI_API_KEY }}

diff --git a/.github/workflows/test-aot-compatibility.ps1 b/.github/workflows/test-aot-compatibility.ps1
@@ -0,0 +1,48 @@
+param([string]$targetNetFramework)
+
+$targetNetFramework = "net$targetNetFramework"
+
+$rootDirectory = Get-Location
+
+Write-Host "Publishing the SemanticKernel.AotTests application."
+
+dotnet publish $rootDirectory/dotnet/src/SemanticKernel.AotTests/SemanticKernel.AotTests.csproj --framework $targetNetFramework | Tee-Object -Variable publishOutput
+
+$warningFound = $false
+
+if ($LastExitCode -ne 0)
+{
+    Write-Host "Errors were detected while publishing the application. See the output for more details."
+    Exit $LastExitCode
+}
+elseif ($publishOutput -like "*analysis warning IL*" -or $publishOutput -like "*analysis error IL*")
+{
+    Write-Host "Native AOT analysis warnings were detected while publishing the application. See the output for more details."
+    Exit 1
+}
+
+Write-Host "The application was published successfully."
+
+$runtime = $IsWindows ? "win-x64" : "linux-x64"
+
+$appPublishDirectory = Join-Path -Path $rootDirectory -ChildPath dotnet/src/SemanticKernel.AotTests/bin/Release/$targetNetFramework/$runtime/publish
+
+$appFileName = $IsWindows ? "SemanticKernel.AotTests.exe" : "SemanticKernel.AotTests"
+
+$app = Join-Path -Path $appPublishDirectory -ChildPath $appFileName
+
+Write-Host "Executing the SemanticKernel.AotTests application."
+
+& $app
+
+if ($LastExitCode -ne 0)
+{
+    $testPassed = 1
+    Write-Host "There was an error while executing the application. The Last Exit Code is: $LastExitCode"
+}
+else
+{
+    Write-Host "The application was executed successfully."
+}
+
+Exit $testPassed
diff --git a/.vscode/extensions.json b/.vscode/extensions.json
@@ -10,5 +10,6 @@
     "ms-semantic-kernel.semantic-kernel",
     "emeraldwalk.RunOnSave",
     "ms-java.vscode-java-pack",
+    "ms-azuretools.vscode-dapr"
   ]
 }
diff --git a/.vscode/launch.json b/.vscode/launch.json
@@ -45,6 +45,17 @@
       "request": "launch",
       "projectPath": "${workspaceFolder}\\dotnet\\samples\\GettingStarted\\GettingStarted.csproj",
       "launchConfigurationId": "TargetFramework=;GettingStarted"
+    },
+    {
+      "name": "C#: Process with Dapr",
+      "type": "coreclr",
+      "request": "launch",
+      "program": "${workspaceFolder}\\dotnet\\samples\\Demos\\ProcessWithDapr\\bin\\Debug\\net8.0\\ProcessWithDapr.dll",
+      "preLaunchTask": "daprd-debug",
+      "postDebugTask": "dapr-down",
+      "env": {
+        "ASPNETCORE_ENVIRONMENT" : "Development"
+      }
     }
   ]
 }