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9 changes: 2 additions & 7 deletions .github/copilot-instructions.md
Original file line number Diff line number Diff line change
Expand Up @@ -6,15 +6,15 @@ description: "Guidance for GitHub Copilot when working on ML.NET (dotnet/machine

## Repository Overview

ML.NET is a cross-platform, open-source machine learning framework for .NET. It provides APIs for training, evaluating, and deploying ML models across classification, regression, clustering, ranking, anomaly detection, time series, recommendation, and generative AI (LLaMA, Phi, Mistral via TorchSharp).
ML.NET is a cross-platform, open-source machine learning framework for .NET. It provides APIs for training, evaluating, and deploying ML models across classification, regression, clustering, ranking, anomaly detection, time series, and recommendation.

### Key Technologies

- .NET SDK 10.0.100 (see `global.json`)
- Build system: Microsoft Arcade SDK (`eng/common/`)
- Test framework: xUnit (with `AwesomeAssertions`, `Xunit.Combinatorial`)
- Native dependencies: MKL, OpenMP, libmf, oneDNN
- Major dependencies: TorchSharp, ONNX Runtime, TensorFlow, LightGBM, Semantic Kernel
- Major dependencies: TorchSharp, ONNX Runtime, TensorFlow, LightGBM
- Central package management: `Directory.Packages.props`

## Build & Test
Expand Down Expand Up @@ -72,10 +72,6 @@ src/
├── Microsoft.ML.Recommender/ # Matrix factorization recommenders
├── Microsoft.ML.TimeSeries/ # Time series analysis
├── Microsoft.ML.Tokenizers/ # BPE/WordPiece/SentencePiece tokenizers
├── Microsoft.ML.GenAI.Core/ # GenAI base types (CausalLM pipeline)
├── Microsoft.ML.GenAI.LLaMA/ # LLaMA model support
├── Microsoft.ML.GenAI.Phi/ # Phi model support
├── Microsoft.ML.GenAI.Mistral/ # Mistral model support
├── Microsoft.ML.TorchSharp/ # TorchSharp-based trainers
├── Microsoft.ML.OnnxTransformer/ # ONNX model inference
├── Microsoft.ML.TensorFlow/ # TensorFlow model inference
Expand All @@ -92,7 +88,6 @@ test/
├── Microsoft.ML.Core.Tests/ # Core unit tests
├── Microsoft.ML.IntegrationTests/ # End-to-end integration tests
├── Microsoft.ML.Tokenizers.Tests/ # Tokenizer tests
├── Microsoft.ML.GenAI.*.Tests/ # GenAI component tests
└── ... (30+ test projects)
```

Expand Down
2 changes: 1 addition & 1 deletion .github/workflows/issue-triage.agent.md
Original file line number Diff line number Diff line change
Expand Up @@ -36,7 +36,7 @@ Always add **untriaged** alongside any other label. This signals to maintainers
If the issue mentions specific components, note the relevant project area in your comment. Common areas in this repo:

- Tokenizers (`Microsoft.ML.Tokenizers`)
- GenAI / LLM support (`Microsoft.ML.GenAI.*`, TorchSharp)
- TorchSharp-based trainers (`Microsoft.ML.TorchSharp`)
- AutoML (`Microsoft.ML.AutoML`)
- Data pipeline / DataView (`Microsoft.ML.Data`)
- Image classification (`Microsoft.ML.Vision`, `Microsoft.ML.ImageAnalytics`)
Expand Down
10 changes: 0 additions & 10 deletions Directory.Packages.props
Original file line number Diff line number Diff line change
Expand Up @@ -12,7 +12,6 @@
<PackageVersion Include="Apache.Arrow" Version="$(ApacheArrowVersion)" />
<PackageVersion Include="Google.Protobuf" Version="$(GoogleProtobufVersion)" />
<PackageVersion Include="JsonSchema.Net" Version="$(JsonSchemaNetVersion)" />
<PackageVersion Include="JsonSchema.Net.Generation" Version="$(JsonSchemaNetGenerationVersion)" />
<PackageVersion Include="LightGBM" Version="$(LightGBMVersion)" />
<PackageVersion Include="Microsoft.Bcl.AsyncInterfaces" Version="$(MicrosoftBclAsyncInterfacesVersion)" />
<PackageVersion Include="Microsoft.Bcl.HashCode" Version="$(MicrosoftBclHashCodeVersion)" />
Expand All @@ -24,17 +23,13 @@
<PackageVersion Include="Microsoft.CSharp" Version="$(MicrosoftCSharpVersion)" />
<PackageVersion Include="Microsoft.DotNet.Interactive" Version="$(MicrosoftDotNetInteractiveVersion)" />
<PackageVersion Include="Microsoft.DotNet.Interactive.Formatting" Version="$(MicrosoftDotNetInteractiveVersion)" />
<PackageVersion Include="Microsoft.Extensions.AI.Abstractions" Version="$(MicrosoftExtensionsAIVersion)" />
<PackageVersion Include="Microsoft.Extensions.DependencyInjection" Version="$(MicrosoftExtensionsDependencyInjectionVersion)" />
<PackageVersion Include="Microsoft.Extensions.DependencyInjection.Abstractions" Version="$(MicrosoftExtensionsDependencyInjectionAbstractionsVersion)" />
<PackageVersion Include="Microsoft.Extensions.Logging" Version="$(MicrosoftExtensionsLoggingVersion)" />
<PackageVersion Include="Microsoft.Extensions.Logging.Console" Version="$(MicrosoftExtensionsLoggingVersion)" />
<PackageVersion Include="Microsoft.Extensions.ObjectPool" Version="$(MicrosoftExtensionsObjectPoolVersion)" />
<PackageVersion Include="Microsoft.Extensions.Options" Version="$(MicrosoftExtensionsOptionsVersion)" />
<PackageVersion Include="Microsoft.ML.OnnxRuntime" Version="$(MicrosoftMLOnnxRuntimeVersion)" />
<PackageVersion Include="Microsoft.ML.OnnxRuntime.Managed" Version="$(MicrosoftMLOnnxRuntimeVersion)" />
<PackageVersion Include="Microsoft.SemanticKernel" Version="$(SemanticKernelVersion)" />
<PackageVersion Include="Microsoft.SemanticKernel.Abstractions" Version="$(SemanticKernelVersion)" />
<PackageVersion Include="MlNetMklDeps" Version="$(MlNetMklDepsVersion)" />
<PackageVersion Include="Newtonsoft.Json" Version="$(NewtonsoftJsonVersion)" />
<PackageVersion Include="NuGet.Packaging.Core" Version="$(NuGetVersion)" />
Expand Down Expand Up @@ -66,7 +61,6 @@
<PackageVersion Include="System.Threading.Channels" Version="$(SystemThreadingChannelsVersion)" />
<PackageVersion Include="TensorFlow.NET" Version="$(TensorflowDotNETVersion)" />
<PackageVersion Include="TorchSharp" Version="$(TorchSharpVersion)" />
<PackageVersion Include="TorchSharp.PyBridge" Version="$(TorchSharpPyBridgeVersion)" />
<PackageVersion Include="libtorch-cpu-linux-x64" Version="$(LibTorchVersion)" />
<PackageVersion Include="libtorch-cpu-osx-x64" Version="$(LibTorchVersion)" />
<PackageVersion Include="libtorch-cpu-win-x64" Version="$(LibTorchVersion)" />
Expand All @@ -76,8 +70,6 @@

<!-- Test-only dependencies -->
<PackageVersion Include="ApprovalTests" Version="$(ApprovalTestsVersion)" />
<PackageVersion Include="AutoGen.Core" Version="$(AutoGenVersion)" />
<PackageVersion Include="AutoGen.SourceGenerator" Version="$(AutoGenVersion)" />
<PackageVersion Include="AwesomeAssertions" Version="$(AwesomeAssertionsVersion)" />
<PackageVersion Include="BenchmarkDotNet" Version="$(BenchmarkDotNetVersion)" />
<PackageVersion Include="BenchmarkDotNet.Diagnostics.Windows" Version="$(BenchmarkDotNetVersion)" />
Expand All @@ -93,7 +85,6 @@
<PackageVersion Include="Microsoft.ML.TestDatabases" Version="$(MicrosoftMLTestDatabasesVersion)" />
<PackageVersion Include="Microsoft.ML.TestModels" Version="$(MicrosoftMLTestModelsVersion)" />
<PackageVersion Include="Microsoft.ML.TestTokenizers" Version="$(MicrosoftMLTestTokenizersVersion)" />
<PackageVersion Include="Moq" Version="$(MoqVersion)" />
<PackageVersion Include="MSTest.TestAdapter" Version="$(MSTestTestAdapterVersion)" />
<PackageVersion Include="MSTest.TestFramework" Version="$(MSTestTestFrameworkVersion)" />
<PackageVersion Include="System.Data.SqlClient" Version="$(SystemDataSqlClientVersion)" />
Expand All @@ -114,6 +105,5 @@

<!-- Special cases - packages with specific versions not using properties -->
<PackageVersion Include="MathNet.Numerics.Signed" Version="5.0.0" />
<PackageVersion Include="TorchSharp-cuda-windows" Version="0.102.5" />
</ItemGroup>
Comment on lines 107 to 108
</Project>
99 changes: 0 additions & 99 deletions Microsoft.ML.sln
Original file line number Diff line number Diff line change
Expand Up @@ -174,24 +174,6 @@ Project("{9A19103F-16F7-4668-BE54-9A1E7A4F7556}") = "Microsoft.ML.TorchSharp.Tes
EndProject
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EndProject
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Project("{FAE04EC0-301F-11D3-BF4B-00C04F79EFBC}") = "Microsoft.ML.GenAI.Mistral", "src\Microsoft.ML.GenAI.Mistral\Microsoft.ML.GenAI.Mistral.csproj", "{2729CC66-7743-442B-B3A5-1F4F27F044A5}"
EndProject
Project("{FAE04EC0-301F-11D3-BF4B-00C04F79EFBC}") = "Microsoft.ML.GenAI.Mistral.Tests", "test\Microsoft.ML.GenAI.Mistral.Tests\Microsoft.ML.GenAI.Mistral.Tests.csproj", "{49264202-C90A-43F6-8C30-BDAEF2F1465A}"
EndProject
Project("{FAE04EC0-301F-11D3-BF4B-00C04F79EFBC}") = "Microsoft.ML.Tokenizers.Data.Cl100kBase", "src\Microsoft.ML.Tokenizers.Data.Cl100kBase\Microsoft.ML.Tokenizers.Data.Cl100kBase.csproj", "{14FB6EA7-A4A5-4491-AFBE-391AA27B8007}"
EndProject
Project("{FAE04EC0-301F-11D3-BF4B-00C04F79EFBC}") = "Microsoft.ML.Tokenizers.Data.Gpt2", "src\Microsoft.ML.Tokenizers.Data.Gpt2\Microsoft.ML.Tokenizers.Data.Gpt2.csproj", "{BCAD9EEF-01A0-459A-80A2-5C950AF275B8}"
Expand Down Expand Up @@ -848,78 +830,6 @@ Global
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Expand Down Expand Up @@ -1053,15 +963,6 @@ Global
{FB8A8823-CC6C-4C2F-8539-05FBFB7C91CD} = {AED9C836-31E3-4F3F-8ABC-929555D3F3C4}
{AB8D68F1-6C3E-41FD-B0EC-A093E009341D} = {AED9C836-31E3-4F3F-8ABC-929555D3F3C4}
{763FF013-8309-4680-A769-B54E7BB99612} = {AED9C836-31E3-4F3F-8ABC-929555D3F3C4}
{DB2CA055-8ABD-4E3E-8089-5B64C3415E85} = {09EADF06-BE25-4228-AB53-95AE3E15B530}
{694BF884-B2E4-4E1C-9342-0564BAAC4575} = {09EADF06-BE25-4228-AB53-95AE3E15B530}
{867FFC34-DFA7-400F-B9BB-85158326CE08} = {AED9C836-31E3-4F3F-8ABC-929555D3F3C4}
{1D4AD9A3-19AF-432B-889D-A63FE6D7BD47} = {DA452A53-2E94-4433-B08C-041EDEC729E6}
{14AB0804-D4CE-4634-B544-5A8587620783} = {AED9C836-31E3-4F3F-8ABC-929555D3F3C4}
{0AA6D5CB-195F-457A-8792-4221E76E6C44} = {09EADF06-BE25-4228-AB53-95AE3E15B530}
{D202353D-6FAF-4263-9A01-BDCFBC92391F} = {AED9C836-31E3-4F3F-8ABC-929555D3F3C4}
{2729CC66-7743-442B-B3A5-1F4F27F044A5} = {09EADF06-BE25-4228-AB53-95AE3E15B530}
{49264202-C90A-43F6-8C30-BDAEF2F1465A} = {AED9C836-31E3-4F3F-8ABC-929555D3F3C4}
{14FB6EA7-A4A5-4491-AFBE-391AA27B8007} = {09EADF06-BE25-4228-AB53-95AE3E15B530}
{BCAD9EEF-01A0-459A-80A2-5C950AF275B8} = {09EADF06-BE25-4228-AB53-95AE3E15B530}
{D02DB243-5B96-4652-B172-35F18230434D} = {09EADF06-BE25-4228-AB53-95AE3E15B530}
Expand Down
26 changes: 0 additions & 26 deletions THIRD-PARTY-NOTICES.TXT
Original file line number Diff line number Diff line change
Expand Up @@ -211,29 +211,3 @@ distributed under the License is distributed on an "AS IS" BASIS,
WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
See the License for the specific language governing permissions and
limitations under the License.

License notice for Torchsharp.PyBridge
------------------------------------------
https://github.com/shaltielshmid/TorchSharp.PyBridge/blob/main/LICENSE

MIT License

Copyright (c) 2023 shaltielshmid

Permission is hereby granted, free of charge, to any person obtaining a copy
of this software and associated documentation files (the "Software"), to deal
in the Software without restriction, including without limitation the rights
to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
copies of the Software, and to permit persons to whom the Software is
furnished to do so, subject to the following conditions:

The above copyright notice and this permission notice shall be included in all
copies or substantial portions of the Software.

THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
SOFTWARE.
1 change: 0 additions & 1 deletion docs/README.md
Original file line number Diff line number Diff line change
Expand Up @@ -17,7 +17,6 @@ Project Docs
- [ML.NET Roadmap](https://github.com/dotnet/machinelearning/blob/main/README.md)
- [ML.NET Cookbook](code/MlNetCookBook.md)
- [ML.NET API Reference Documentation](https://docs.microsoft.com/dotnet/api/?view=ml-dotnet)
- [GenAI Design Document](gen-ai/README.md)

Building from Source
--------------------
Expand Down
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