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Architecture

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Hardware Acceleration

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Installation Instructions

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Please select a combination of resources

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For CUDA 11.X: Follow instructions here.
Refer to docs for requirements.","windows,C++,X64,CUDA":"For CUDA 12.X (default): Install Nuget package Microsoft.ML.OnnxRuntime.Gpu.Windows.
For CUDA 11.X: Follow instructions here.
Refer to docs for requirements.","windows,C#,X64,CUDA":"For CUDA 12.X (default): Install Nuget package Microsoft.ML.OnnxRuntime.Gpu.Windows.
For CUDA 11.X: Follow instructions here.
Refer to docs for requirements.","windows,Python,X64,CUDA":"For CUDA 12.X (default):
pip install onnxruntime-gpu
For CUDA 11.X:
pip install onnxruntime-gpu --extra-index-url https://aiinfra.pkgs.visualstudio.com/PublicPackages/_packaging/onnxruntime-cuda-11/pypi/simple/
Refer to docs for requirements.","linux,Python,ARM64,CUDA":"For Jetpack 4.4+, follow installation instructions from here.
Note: We do not have CUDA 12.X ARM64 support at this time.","linux,C-API,X64,CUDA":"Download .tgz file from Github
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For CUDA 11.X: Follow instructions here.
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pip install onnxruntime-gpu
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Docker image also available.","windows,C-API,X64,OpenVINO":"Follow build instructions from here","windows,C++,X64,OpenVINO":"Follow build instructions from here","windows,C#,X64,OpenVINO":"Follow build instructions from here","windows,Python,X64,OpenVINO":"pip install onnxruntime-openvino","windows,C-API,X64,TensorRT":"Install Nuget package Microsoft.ML.OnnxRuntime.Gpu.Windows
Refer to docs for usage details.","windows,C++,X64,TensorRT":"Install Nuget package Microsoft.ML.OnnxRuntime.Gpu.Windows
Refer to docs for usage details.","windows,C#,X64,TensorRT":"Install Nuget package Microsoft.ML.OnnxRuntime.Gpu.Windows
Refer to docs for usage details.","windows,Python,X64,TensorRT":"pip install onnxruntime-gpu
Refer to docs for requirements.","linux,C-API,X64,TensorRT":"Install Nuget package Microsoft.ML.OnnxRuntime.Gpu.Linux
Refer to docs for usage details.","linux,C++,X64,TensorRT":"Install Nuget package Microsoft.ML.OnnxRuntime.Gpu.Linux
Refer to docs for usage details.","linux,C#,X64,TensorRT":"Install Nuget package Microsoft.ML.OnnxRuntime.Gpu.Linux
Refer to docs for usage details.","linux,Python,X64,TensorRT":"pip install onnxruntime-gpu
Refer to docs for requirements.","linux,Python,ARM64,TensorRT":"pip install onnxruntime-gpu
Refer to docs for requirements.","windows,C-API,X86,DirectML":"Install Nuget package Microsoft.ML.OnnxRuntime.DirectML
Refer to docs for requirements.","windows,C++,X86,DirectML":"Install Nuget package Microsoft.ML.OnnxRuntime.DirectML","windows,C#,X86,DirectML":"Install Nuget package Microsoft.ML.OnnxRuntime.DirectML","windows,Python,X86,DirectML":"Follow build instructions from here","windows,C-API,X64,DirectML":"Install Nuget package Microsoft.ML.OnnxRuntime.DirectML","windows,C++,X64,DirectML":"Install Nuget package Microsoft.ML.OnnxRuntime.DirectML","windows,C#,X64,DirectML":"Install Nuget package Microsoft.ML.OnnxRuntime.DirectML","windows,Python,X64,DirectML":"pip install onnxruntime-directml","windows,C-API,ARM64,DirectML":"Install Nuget package Microsoft.ML.OnnxRuntime.DirectML","windows,C++,ARM64,DirectML":"Install Nuget package Microsoft.ML.OnnxRuntime.DirectML","windows,C#,ARM64,DirectML":"Install Nuget package Microsoft.ML.OnnxRuntime.DirectML","windows,Python,ARM64,DirectML":"Follow build instructions from here","linux,Java,X64,DefaultCPU":"Add a dependency on com.microsoft.onnxruntime:onnxruntime using Maven/Gradle","linux,Java,X64,CUDA":"Add a dependency on com.microsoft.onnxruntime:onnxruntime_gpu using Maven/Gradle.
Refer to docs for requirements.","mac,Java,X64,DefaultCPU":"Add a dependency on com.microsoft.onnxruntime:onnxruntime using Maven/Gradle","linux,JS,X64,DefaultCPU":"npm install onnxruntime-node","mac,JS,X64,DefaultCPU":"npm install onnxruntime-node","windows,JS,X64,DefaultCPU":"npm install onnxruntime-node","web,JS,,":"npm install onnxruntime-web","android,JS,ARM64,DefaultCPU":"npm install onnxruntime-react-native","android,JS,X64,DefaultCPU":"npm install onnxruntime-react-native","android,JS,X86,DefaultCPU":"npm install onnxruntime-react-native","ios,JS,ARM64,DefaultCPU":"npm install onnxruntime-react-native","windows,WinRT,X86,DefaultCPU":"Install Nuget package Microsoft.AI.MachineLearning","windows,WinRT,X64,DefaultCPU":"Install Nuget package Microsoft.AI.MachineLearning","windows,WinRT,ARM64,DefaultCPU":"Install Nuget package Microsoft.AI.MachineLearning","windows,WinRT,ARM32,DefaultCPU":"Install Nuget package Microsoft.AI.MachineLearning","windows,WinRT,X86,DirectML":"Install Nuget package Microsoft.AI.MachineLearning","windows,WinRT,X64,DirectML":"Install Nuget package Microsoft.AI.MachineLearning","windows,WinRT,ARM64,DirectML":"Install Nuget package Microsoft.AI.MachineLearning","windows,Java,X64,DefaultCPU":"Add a dependency on com.microsoft.onnxruntime:onnxruntime using Maven/Gradle","windows,Java,X64,CUDA":"Add a dependency on com.microsoft.onnxruntime:onnxruntime_gpu using Maven/Gradle.
Refer to docs for requirements.","windows,Java,X64,TensorRT":"Add a dependency on com.microsoft.onnxruntime:onnxruntime_gpu using Maven/Gradle.
Refer to docs for usage details.","windows,Java,X64,DNNL":"Follow build and API instructions","windows,Java,X64,OpenVINO":"Follow build and API instructions","linux,Java,X64,TensorRT":"Add a dependency on com.microsoft.onnxruntime:onnxruntime_gpu using Maven/Gradle.
Refer to docs for usage details.","linux,Java,X64,DNNL":"Follow build and API instructions","linux,Java,X64,OpenVINO":"Follow build and API instructions","android,C-API,ARM64,NNAPI":"Follow build instructions from here","android,C++,ARM64,NNAPI":"Follow build instructions from here","android,Java,ARM64,NNAPI":"Add a dependency on com.microsoft.onnxruntime:onnxruntime-android using Maven/Gradle and refer to the mobile deployment guide","android,C-API,X86,NNAPI":"Follow build instructions from here","android,C++,X86,NNAPI":"Follow build instructions from here","android,C#,X86,NNAPI":"Install Nuget package Microsoft.ML.OnnxRuntime.","android,Java,X64,NNAPI":"Add a dependency on com.microsoft.onnxruntime:onnxruntime-android using Maven/Gradle and refer to the mobile deployment guide","android,C-API,X64,NNAPI":"Follow build instructions from here","android,C++,X64,NNAPI":"Follow build instructions from here","android,C#,X64,NNAPI":"Install Nuget 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Installation Instructions

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pip install onnxruntime-genai
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Ensure that the CUDA toolkit is installed.
                                
Download the CUDA toolkit from the CUDA Toolkit Archive.
                                
Set the CUDA_PATH environment variable to the CUDA installation path.
                            

Install commands:
                            

                                    For CUDA 12: 
                                    
pip install onnxruntime-genai-cuda
                                
                                

                                    For CUDA 11: 
                                    
pip install onnxruntime-genai-cuda --index-url https://aiinfra.pkgs.visualstudio.com/PublicPackages/_packaging/onnxruntime-cuda-11/pypi/simple/
                                
                            
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Install Nuget package Microsoft.ML.OnnxRuntimeGenAI
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Install Nuget package Microsoft.ML.OnnxRuntimeGenAI
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dotnet add package Microsoft.ML.OnnxRuntimeGenAI
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Note: Only CUDA 11 is supported for versions 0.3.0 and earlier, and only CUDA 12 is supported for versions 0.4.0 and later.
                            
dotnet add package Microsoft.ML.OnnxRuntimeGenAI.Cuda
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Unsupported hardware acceleration option for C#.
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GitHub
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			us on GitHub where you can interact with other users and developers, participate indiscussions, and get help with any
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			you encounter. You can also contribute to the project by reporting bugs, suggesting features,
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`,le,ye,be,Te,x='
Tutorials
 
Learn more about ONNX Runtime with tutorials from our documentation.
 ONNX Runtime Tutorials →',E,O,Y,j,$;return Re=new na({}),j=new oa({props:{widthscale:.5,heightscale:.5}}),{c(){u=J("meta"),g=J("meta"),y=J("meta"),q=J("meta"),I=J("meta"),G=J("meta"),W=J("meta"),K=J("meta"),D=J("meta"),R=Me(),Q=J("div"),ie=J("h1"),ie.textContent=oe,V=Me(),X=J("h1"),X.textContent=me,T=Me(),te=J("div"),te.textContent=ee,Le=Me(),Ce=J("div"),Wt(Re.$$.fragment),i=Me(),Ae=J("p"),Ae.innerHTML=ne,Oe=Me(),Pe=J("div"),Pe.innerHTML=qe,le=Me(),ye=J("div"),be=J("div"),Te=J("div"),Te.innerHTML=x,E=Me(),O=J("div"),Y=J("div"),Wt(j.$$.fragment),this.h()},l(P){const v=Ui("svelte-mcb9eb",document.head);u=B(v,"META",{name:!0,content:!0}),g=B(v,"META",{name:!0,content:!0}),y=B(v,"META",{name:!0,content:!0}),q=B(v,"META",{name:!0,content:!0}),I=B(v,"META",{property:!0,content:!0}),G=B(v,"META",{property:!0,content:!0}),W=B(v,"META",{property:!0,content:!0}),K=B(v,"META",{property:!0,content:!0}),D=B(v,"META",{property:!0,content:!0}),v.forEach(M),R=_e(P),Q=B(P,"DIV",{class:!0});var H=S(Q);ie=B(H,"H1",{class:!0,"data-svelte-h":!0}),Ze(ie)!=="svelte-1h4cv4b"&&(ie.textContent=oe),V=_e(H),X=B(H,"H1",{class:!0,"data-svelte-h":!0}),Ze(X)!=="svelte-1mi19ch"&&(X.textContent=me),T=_e(H),te=B(H,"DIV",{class:!0,"data-svelte-h":!0}),Ze(te)!=="svelte-1d8v4xw"&&(te.textContent=ee),Le=_e(H),Ce=B(H,"DIV",{class:!0});var L=S(Ce);$t(Re.$$.fragment,L),L.forEach(M),i=_e(H),Ae=B(H,"P",{class:!0,"data-svelte-h":!0}),Ze(Ae)!=="svelte-gvljot"&&(Ae.innerHTML=ne),H.forEach(M),Oe=_e(P),Pe=B(P,"DIV",{class:!0,"data-svelte-h":!0}),Ze(Pe)!=="svelte-jvq9k7"&&(Pe.innerHTML=qe),le=_e(P),ye=B(P,"DIV",{class:!0});var Ee=S(ye);be=B(Ee,"DIV",{class:!0});var Ge=S(be);Te=B(Ge,"DIV",{class:!0,"data-svelte-h":!0}),Ze(Te)!=="svelte-1h489kn"&&(Te.innerHTML=x),E=_e(Ge),O=B(Ge,"DIV",{class:!0});var $e=S(O);Y=B($e,"DIV",{class:!0});var Fe=S(Y);$t(j.$$.fragment,Fe),Fe.forEach(M),$e.forEach(M),Ge.forEach(M),Ee.forEach(M),this.h()},h(){d(u,"name","description"),d(u,"content",Un),d(g,"name","image"),d(g,"content",Vn),d(y,"name","author"),d(y,"content",A[0].join(", ")),d(q,"name","keywords"),d(q,"content",ua),d(I,"property","og:description"),d(I,"content",Un),d(G,"property","og:image"),d(G,"content",Vn),d(W,"property","twitter:description"),d(W,"content",Un),d(K,"property","twitter:image"),d(K,"content",Vn),d(D,"property","twitter:card"),d(D,"content",la),d(ie,"class","text-4xl pb-4"),d(X,"class","text-2xl pb-4"),d(te,"class","lg:hidden"),d(Ce,"class","hidden lg:grid"),d(Ae,"class","pt-4"),d(Q,"class","container mx-auto px-10 my-10"),d(Pe,"class","container mx-auto px-10 my-10"),d(Te,"class","col-span-2"),d(Y,"class","m-10"),d(O,"class","col-span-1 mx-auto"),d(be,"class","grid grid-cols-2 md:grid-cols-3"),d(ye,"class","container mx-auto px-10 my-10")},m(P,v){C(document.head,u),C(document.head,g),C(document.head,y),C(document.head,q),C(document.head,I),C(document.head,G),C(document.head,W),C(document.head,K),C(document.head,D),Ve(P,R,v),Ve(P,Q,v),C(Q,ie),C(Q,V),C(Q,X),C(Q,T),C(Q,te),C(Q,Le),C(Q,Ce),Bt(Re,Ce,null),C(Q,i),C(Q,Ae),Ve(P,Oe,v),Ve(P,Pe,v),Ve(P,le,v),Ve(P,ye,v),C(ye,be),C(be,Te),C(be,E),C(be,O),C(O,Y),Bt(j,Y,null),$=!0},p:Ct,i(P){$||(ut(Re.$$.fragment,P),ut(j.$$.fragment,P),$=!0)},o(P){xt(Re.$$.fragment,P),xt(j.$$.fragment,P),$=!1},d(P){P&&(M(R),M(Q),M(Oe),M(Pe),M(le),M(ye)),M(u),M(g),M(y),M(q),M(I),M(G),M(W),M(K),M(D),Zt(Re),Zt(j)}}}let Un="Quickly ramp up with ONNX Runtime, using a variety of platforms to deploy on hardware of your choice.",Vn="https://i.ibb.co/0YBy62j/ORT-icon-for-light-bg.png",la="https://i.ibb.co/0YBy62j/ORT-icon-for-light-bg.png",ua="getting started, getting started onnx runtime, onnxruntime getting started, onnxruntime tutorial, onnxruntime tutorials, onnxruntime quick start, onnxruntime quickstart, onnxruntime quick start guide, onnxruntime quickstart guide, onnxruntime quick start tutorials, onnxruntime quickstart tutorials, onnxruntime quick start tutorial, onnxruntime quickstart tutorial, onnxruntime quick start documentation, onnxruntime quickstart documentation, onnxruntime quick start instructions, onnxruntime quickstart instructions, onnxruntime quick start guide, onnxruntime quickstart guide, onnxruntime quick start tutorials, onnxruntime quickstart tutorials, onnxruntime quick start tutorial, onnxruntime quickstart tutorial, onnxruntime quick start documentation, onnxruntime quickstart documentation, onnxruntime quick start instructions, onnxruntime quickstart instructions";function ca(A){return[[""]]}class ma extends ln{constructor(u){super(),un(this,u,ca,sa,sn,{})}}export{ma as component};