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Merge branch 'master' into update_apr_2025
2 parents f38b007 + 272027f commit a2a47dd

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16 files changed

+201
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‎.github/workflows/stale_issues.yml

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name: Close stale issues
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on:
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schedule:
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- cron: '0 0 * * *'
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jobs:
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stale:
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runs-on: ubuntu-latest
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steps:
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- uses: actions/stale@v9
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with:
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repo-token: ${{ secrets.GITHUB_TOKEN }}
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stale-issue-message: 'This issue has been automatically marked as stale due to inactivity. If no further activity occurs, it will be closed in 7 days.'
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stale-pr-message: 'This pull request has been automatically marked as stale due to inactivity. If no further activity occurs, it will be closed in 7 days.'
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days-before-stale: 60
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days-before-close: 7
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stale-issue-label: 'stale'
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exempt-issue-labels: 'do not close'
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operations-per-run: 30

‎LLama.Examples/Examples/KernelMemory.cs

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@@ -46,7 +46,7 @@ and answer questions about them in an interactive chat prompt.
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// Ask a predefined question
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Console.ForegroundColor = ConsoleColor.Green;
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string question1 = "What formats does KM support";
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string question1 = "What is Kernel Memory";
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Console.WriteLine($"Question: {question1}");
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await AnswerQuestion(memory, question1);
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‎LLama.Examples/Examples/KernelMemorySaveAndLoad.cs

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@@ -54,7 +54,7 @@ Press ENTER to proceed...
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await IngestDocuments(memory);
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}
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await AskSingleQuestion(memory, "What formats does KM support?");
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await AskSingleQuestion(memory, "What is Kernel Memory");
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await StartUserChatSession(memory);
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}
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‎LLama.Examples/LLama.Examples.csproj

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<ItemGroup>
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<PackageReference Include="Microsoft.Extensions.Logging.Console" Version="9.0.3" />
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<PackageReference Include="Microsoft.KernelMemory.Core" Version="0.97.250211.1" />
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<PackageReference Include="Microsoft.KernelMemory.Core" Version="0.98.250323.1" />
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<PackageReference Include="Microsoft.SemanticKernel" Version="1.44.0" />
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<PackageReference Include="Microsoft.SemanticKernel.Plugins.Memory" Version="1.6.2-alpha" />
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<PackageReference Include="Microsoft.SemanticKernel.Plugins.Memory" Version="1.44.0-alpha" />
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<PackageReference Include="NAudio" Version="2.2.1" />
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<PackageReference Include="SixLabors.ImageSharp" Version="3.1.7" />
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<PackageReference Include="Spectre.Console" Version="0.49.1" />
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<PackageReference Include="Spectre.Console.ImageSharp" Version="0.49.1" />
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<PackageReference Include="Whisper.net" Version="1.7.4" />
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<PackageReference Include="Whisper.net.Runtime" Version="1.7.4" />
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<PackageReference Include="Spectre.Console" Version="0.50.0" />
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<PackageReference Include="Spectre.Console.ImageSharp" Version="0.50.0" />
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<PackageReference Include="Whisper.net" Version="1.8.1" />
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<PackageReference Include="Whisper.net.Runtime" Version="1.8.1" />
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<PackageReference Include="Whisper.net.Runtime.Clblast" Version="1.5.0" />
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<PackageReference Include="Whisper.net.Runtime.CoreML" Version="1.7.4" />
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<PackageReference Include="Whisper.net.Runtime.Cublas" Version="1.5.0" />

‎LLama.KernelMemory/LLamaSharpTextEmbeddingGenerator.cs

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@@ -31,9 +31,11 @@ public LLamaSharpTextEmbeddingGenerator(LLamaSharpConfig config)
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var @params = new ModelParams(config.ModelPath)
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{
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ContextSize = config.ContextSize,
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GpuLayerCount = config.GpuLayerCount ?? 20,
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ContextSize = config?.ContextSize ?? 2048,
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GpuLayerCount = config?.GpuLayerCount ?? 20,
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//Embeddings = true,
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MainGpu = config?.MainGpu ?? 0,
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SplitMode = config?.SplitMode ?? LLama.Native.GPUSplitMode.None,
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PoolingType = LLamaPoolingType.Mean,
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};
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@@ -54,11 +56,11 @@ public LLamaSharpTextEmbeddingGenerator(LLamaSharpConfig config, LLamaWeights we
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var @params = new ModelParams(config.ModelPath)
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{
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ContextSize = config.ContextSize ?? 2048,
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GpuLayerCount = config.GpuLayerCount ?? 20,
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Embeddings = true,
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MainGpu = config.MainGpu,
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SplitMode = config.SplitMode,
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ContextSize = config?.ContextSize ?? 2048,
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GpuLayerCount = config?.GpuLayerCount ?? 20,
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//Embeddings = true,
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MainGpu = config?.MainGpu ?? 0,
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SplitMode = config?.SplitMode ?? LLama.Native.GPUSplitMode.None,
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PoolingType = LLamaPoolingType.Mean,
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};
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_weights = weights;

‎LLama.KernelMemory/LlamaSharpTextGenerator.cs

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@@ -32,8 +32,10 @@ public LlamaSharpTextGenerator(LLamaSharpConfig config)
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{
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var parameters = new ModelParams(config.ModelPath)
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{
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ContextSize = config.ContextSize ?? 2048,
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GpuLayerCount = config.GpuLayerCount ?? 20,
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ContextSize = config?.ContextSize ?? 2048,
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GpuLayerCount = config?.GpuLayerCount ?? 20,
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MainGpu = config?.MainGpu ?? 0,
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SplitMode = config?.SplitMode ?? LLama.Native.GPUSplitMode.None,
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};
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_weights = LLamaWeights.LoadFromFile(parameters);
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_context = _weights.CreateContext(parameters);

‎LLama.SemanticKernel/LLamaSharp.SemanticKernel.csproj

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</PropertyGroup>
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<ItemGroup>
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<PackageReference Include="Microsoft.SemanticKernel.Abstractions" Version="1.44.0" />
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<PackageReference Include="Microsoft.SemanticKernel.Abstractions" Version="1.48.0" />
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</ItemGroup>
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<ItemGroup Condition="'$(TargetFramework)' == 'netstandard2.0'">

‎LLama.Unittest/Constants.cs

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@@ -20,15 +20,15 @@ public static int CIGpuLayerCount
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{
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get
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{
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if (RuntimeInformation.IsOSPlatform(OSPlatform.OSX))
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//if (RuntimeInformation.IsOSPlatform(OSPlatform.OSX))
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{
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#if DEBUG
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return 20;
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#else
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return 0;
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#endif
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}
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else return 20;
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//else return 20;
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}
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}
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}

‎LLama.Unittest/KernelMemory/ITextTokenizerTests.cs

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_testOutputHelper = testOutputHelper;
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_infParams = new() { AntiPrompts = ["\n\n"] };
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_lsConfig = new(Constants.GenerativeModelPath) { DefaultInferenceParams = _infParams, ContextSize = 512 };
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_lsConfig = new(Constants.GenerativeModelPath) { DefaultInferenceParams = _infParams, ContextSize = 512, SplitMode = LLama.Native.GPUSplitMode.Layer };
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testOutputHelper.WriteLine($"Using model {Path.GetFileName(_lsConfig.ModelPath)}");
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}

‎LLama.Unittest/LLama.Unittest.csproj

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<Project Sdk="Microsoft.NET.Sdk">
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<Project Sdk="Microsoft.NET.Sdk">
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<Import Project="..\LLama\LLamaSharp.Runtime.targets" />
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<PropertyGroup>
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<TargetFramework>net8.0</TargetFramework>
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<IncludeAssets>runtime; build; native; contentfiles; analyzers; buildtransitive</IncludeAssets>
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<PrivateAssets>all</PrivateAssets>
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</PackageReference>
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<PackageReference Include="Xunit.SkippableFact" Version="1.5.23" />
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</ItemGroup>
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<Target Name="DownloadContentFilesInner">
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<DownloadFile SourceUrl="https://huggingface.co/bartowski/Llama-3.2-1B-Instruct-GGUF/resolve/main/Llama-3.2-1B-Instruct-Q4_0.gguf" DestinationFolder="Models" DestinationFileName="Llama-3.2-1B-Instruct-Q4_0.gguf" SkipUnchangedFiles="true">
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</DownloadFile>
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<DownloadFile SourceUrl="https://huggingface.co/HuggingFaceTB/smollm-360M-instruct-v0.2-Q8_0-GGUF/resolve/main/smollm-360m-instruct-add-basics-q8_0.gguf" DestinationFolder="Models" DestinationFileName="smollm-360m-instruct-add-basics-q8_0.gguf" SkipUnchangedFiles="true">
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</DownloadFile>
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<DownloadFile SourceUrl="https://huggingface.co/cjpais/llava-1.6-mistral-7b-gguf/resolve/main/llava-v1.6-mistral-7b.Q3_K_XS.gguf" DestinationFolder="Models" DestinationFileName="llava-v1.6-mistral-7b.Q3_K_XS.gguf" SkipUnchangedFiles="true">
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</DownloadFile>
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<DownloadFile SourceUrl="https://huggingface.co/cjpais/llava-1.6-mistral-7b-gguf/resolve/main/mmproj-model-f16.gguf" DestinationFolder="Models" DestinationFileName="mmproj-model-f16.gguf" SkipUnchangedFiles="true">
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</DownloadFile>
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<DownloadFile SourceUrl="https://huggingface.co/leliuga/all-MiniLM-L12-v2-GGUF/resolve/main/all-MiniLM-L12-v2.Q8_0.gguf" DestinationFolder="Models" DestinationFileName="all-MiniLM-L12-v2.Q8_0.gguf" SkipUnchangedFiles="true">
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</DownloadFile>
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</Target>
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<Target Name="DownloadContentFiles" BeforeTargets="DispatchToInnerBuilds;BeforeBuild">
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<MSBuild Projects="$(MSBuildProjectFile)" Targets="DownloadContentFilesInner" Properties="TargetFramework=once" />
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</Target>
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<!-- Define each file to download.
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The Include value is just an identifier.
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SourceUrl is the remote URL.
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DestinationFolder is where you want it saved.
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LocalFileName is the desired file name. -->
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<ItemGroup>
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<DownloadFileItem Include="Llama-3.2-1B-Instruct-Q4_0">
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<SourceUrl>https://huggingface.co/bartowski/Llama-3.2-1B-Instruct-GGUF/resolve/main/Llama-3.2-1B-Instruct-Q4_0.gguf</SourceUrl>
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<DestinationFolder>Models</DestinationFolder>
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<LocalFileName>Llama-3.2-1B-Instruct-Q4_0.gguf</LocalFileName>
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</DownloadFileItem>
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<ItemGroup>
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<DownloadFileItem Include="smollm-360m-instruct-add-basics-q8_0">
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<SourceUrl>https://huggingface.co/HuggingFaceTB/smollm-360M-instruct-v0.2-Q8_0-GGUF/resolve/main/smollm-360m-instruct-add-basics-q8_0.gguf</SourceUrl>
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<DestinationFolder>Models</DestinationFolder>
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<LocalFileName>smollm-360m-instruct-add-basics-q8_0.gguf</LocalFileName>
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</DownloadFileItem>
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<DownloadFileItem Include="llava-v1.6-mistral-7b">
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<SourceUrl>https://huggingface.co/cjpais/llava-1.6-mistral-7b-gguf/resolve/main/llava-v1.6-mistral-7b.Q3_K_XS.gguf</SourceUrl>
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<DestinationFolder>Models</DestinationFolder>
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<LocalFileName>llava-v1.6-mistral-7b.Q3_K_XS.gguf</LocalFileName>
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</DownloadFileItem>
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<DownloadFileItem Include="mmproj-model-f16">
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<SourceUrl>https://huggingface.co/cjpais/llava-1.6-mistral-7b-gguf/resolve/main/mmproj-model-f16.gguf</SourceUrl>
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<DestinationFolder>Models</DestinationFolder>
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<LocalFileName>mmproj-model-f16.gguf</LocalFileName>
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</DownloadFileItem>
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<DownloadFileItem Include="all-MiniLM-L12-v2">
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<SourceUrl>https://huggingface.co/leliuga/all-MiniLM-L12-v2-GGUF/resolve/main/all-MiniLM-L12-v2.Q8_0.gguf</SourceUrl>
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<DestinationFolder>Models</DestinationFolder>
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<LocalFileName>all-MiniLM-L12-v2.Q8_0.gguf</LocalFileName>
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</DownloadFileItem>
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</ItemGroup>
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<!-- Ensure the destination folder exists -->
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<Target Name="EnsureFolders">
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<MakeDir Directories="Models" Condition="!Exists('Models')" />
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</Target>
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<!-- Download a single file:
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- Computes the full target file name (DesiredFile).
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- If DesiredFile already exists, the download is skipped.
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- Otherwise, creates a temporary folder (TempDownload),
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downloads the file there using DownloadFile, and then moves it
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to DesiredFile. Finally, cleans up the temporary folder. -->
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<Target Name="DownloadSingleFile" DependsOnTargets="EnsureFolders">
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<!-- (These properties come in via the MSBuild call.) -->
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<PropertyGroup>
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<DesiredFile>$([System.IO.Path]::Combine($(DestinationFolder), $(LocalFileName)))</DesiredFile>
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</PropertyGroup>
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<Message Text="Processing file: $(DesiredFile)" Importance="high" />
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<!-- Define a flag based on whether the file already exists -->
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<PropertyGroup>
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<DownloadNeeded Condition="!Exists('$(DesiredFile)')">true</DownloadNeeded>
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<DownloadNeeded Condition="Exists('$(DesiredFile)')">false</DownloadNeeded>
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</PropertyGroup>
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<Message Text="Download needed: $(DownloadNeeded)" Importance="high" />
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<!-- If the file is already present, skip the download (by simply exiting this target) -->
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<Message Text="File $(DesiredFile) already exists; skipping download." Importance="high" Condition=" '$(DownloadNeeded)'=='false' " />
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<!-- Only download if required -->
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<DownloadFile SourceUrl="$(SourceUrl)" DestinationFolder="TempDownload" SkipUnchangedFiles="true" Condition=" '$(DownloadNeeded)'=='true' " />
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<!-- If a file was downloaded, move it to the desired name.
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We assume TempDownload now contains the downloaded file.
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(You might want to refine this if TempDownload could ever contain multiple files.) -->
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<ItemGroup Condition=" '$(DownloadNeeded)'=='true' ">
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<TempFile Include="TempDownload/*.*" />
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</ItemGroup>
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<Message Text="Downloaded file (temp): @(TempFile)" Importance="high" Condition=" '$(DownloadNeeded)'=='true' " />
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<Move SourceFiles="@(TempFile)" DestinationFiles="$(DesiredFile)" Condition=" '$(DownloadNeeded)'=='true' and @(TempFile) != '' " />
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<Message Text="Renamed downloaded file to $(DesiredFile)" Importance="high" Condition=" '$(DownloadNeeded)'=='true' and @(TempFile) != '' " />
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<!-- Remove the temporary download folder -->
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<RemoveDir Directories="TempDownload" Condition="Exists('TempDownload')" />
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</Target>
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<!-- Main target to process each file by calling the DownloadSingleFile target for each item.
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The MSBuild task will batch over the DownloadFileItem items, passing in each file’s metadata. -->
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<Target Name="DownloadAllFiles" BeforeTargets="DispatchToInnerBuilds;BeforeBuild">
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<MSBuild Projects="$(MSBuildProjectFile)" Targets="DownloadSingleFile" Properties="SourceUrl=%(DownloadFileItem.SourceUrl);DestinationFolder=%(DownloadFileItem.DestinationFolder);LocalFileName=%(DownloadFileItem.LocalFileName);TargetFramework=once" />
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</Target>
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<ItemGroup>
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<ProjectReference Include="..\LLama.KernelMemory\LLamaSharp.KernelMemory.csproj" />
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<ProjectReference Include="..\LLama.SemanticKernel\LLamaSharp.SemanticKernel.csproj" />
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<ProjectReference Include="..\LLama\LLamaSharp.csproj" />

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