mirror of
https://github.com/saymrwulf/onnxruntime.git
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* Change SessionOptions APIs to always return a status, for consistency and ease of use (a couple returned 0 or -1 for success/failure)
178 lines
6.5 KiB
C#
178 lines
6.5 KiB
C#
// Copyright (c) Microsoft Corporation. All rights reserved.
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// Licensed under the MIT License.
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using System;
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using System.Text;
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using System.Runtime.InteropServices;
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namespace Microsoft.ML.OnnxRuntime
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{
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/// <summary>
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/// Holds the options for creating an InferenceSession
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/// </summary>
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public class SessionOptions:IDisposable
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{
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public IntPtr _nativePtr;
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protected static readonly Lazy<SessionOptions> _default = new Lazy<SessionOptions>(MakeSessionOptionWithCpuProvider);
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private static string[] cudaDelayLoadedLibs = { "cublas64_91.dll", "cudnn64_7.dll" };
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/// <summary>
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/// Constructs an empty SessionOptions
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/// </summary>
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public SessionOptions()
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{
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NativeMethods.OrtCreateSessionOptions(out _nativePtr);
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}
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/// <summary>
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/// Sets the graph optimization level for the session. Default is set to 1.
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/// </summary>
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/// <param name="optimization_level">optimization level for the session</param>
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/// Available options are : 0, 1, 2
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/// 0 -> Disable all optimizations
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/// 1 -> Enable basic optimizations
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/// 2 -> Enable all optimizations
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public void SetSessionGraphOptimizationLevel(uint optimization_level)
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{
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NativeApiStatus.VerifySuccess(NativeMethods.OrtSetSessionGraphOptimizationLevel(_nativePtr, optimization_level));
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}
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/// <summary>
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/// Enable Sequential Execution. By default, it is enabled.
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/// </summary>
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/// </param>
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public void EnableSequentialExecution()
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{
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NativeApiStatus.VerifySuccess(NativeMethods.OrtEnableSequentialExecution(_nativePtr));
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}
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/// <summary>
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/// Disable Sequential Execution and enable Parallel Execution.
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/// </summary>
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/// </param>
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public void DisableSequentialExecution()
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{
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NativeApiStatus.VerifySuccess(NativeMethods.OrtDisableSequentialExecution(_nativePtr));
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}
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/// <summary>
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/// Default instance
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/// </summary>
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public static SessionOptions Default
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{
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get
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{
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return _default.Value;
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}
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}
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private static SessionOptions MakeSessionOptionWithCpuProvider()
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{
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CheckLibcVersionGreaterThanMinimum();
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SessionOptions options = new SessionOptions();
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NativeMethods.OrtSessionOptionsAppendExecutionProvider_CPU(options._nativePtr, 1);
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return options;
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}
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/// <summary>
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/// A helper method to constuct a SessionOptions object for CUDA execution
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/// </summary>
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/// <returns>A SessionsOptions() object configured for execution on deviceId=0</returns>
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public static SessionOptions MakeSessionOptionWithCudaProvider()
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{
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return MakeSessionOptionWithCudaProvider(0);
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}
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/// <summary>
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/// A helper method to constuct a SessionOptions object for CUDA execution
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/// </summary>
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/// <param name="deviceId"></param>
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/// <returns>A SessionsOptions() object configured for execution on deviceId</returns>
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public static SessionOptions MakeSessionOptionWithCudaProvider(int deviceId=0)
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{
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CheckLibcVersionGreaterThanMinimum();
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CheckCudaExecutionProviderDLLs();
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SessionOptions options = new SessionOptions();
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NativeMethods.OrtSessionOptionsAppendExecutionProvider_CUDA(options._nativePtr, deviceId);
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NativeMethods.OrtSessionOptionsAppendExecutionProvider_CPU(options._nativePtr, 1);
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return options;
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}
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// Declared, but called only if OS = Windows.
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[DllImport("kernel32.dll")]
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private static extern IntPtr LoadLibrary(string dllToLoad);
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[DllImport("kernel32.dll")]
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static extern uint GetSystemDirectory([Out] StringBuilder lpBuffer, uint uSize);
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private static bool CheckCudaExecutionProviderDLLs()
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{
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if (RuntimeInformation.IsOSPlatform(OSPlatform.Windows))
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{
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foreach (var dll in cudaDelayLoadedLibs)
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{
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IntPtr handle = LoadLibrary(dll);
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if (handle != IntPtr.Zero)
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continue;
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var sysdir = new StringBuilder(String.Empty, 2048);
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GetSystemDirectory(sysdir, (uint)sysdir.Capacity);
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throw new OnnxRuntimeException(
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ErrorCode.NoSuchFile,
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$"kernel32.LoadLibrary():'{dll}' not found. CUDA is required for GPU execution. " +
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$". Verify it is available in the system directory={sysdir}. Else copy it to the output folder."
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);
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}
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}
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return true;
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}
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[DllImport("libc", ExactSpelling = true, CallingConvention = CallingConvention.Cdecl)]
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private static extern IntPtr gnu_get_libc_version();
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private static void CheckLibcVersionGreaterThanMinimum()
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{
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// require libc version 2.23 or higher
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var minVersion = new Version(2, 23);
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var curVersion = new Version(0, 0);
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if (RuntimeInformation.IsOSPlatform(OSPlatform.Linux))
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{
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try
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{
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curVersion = Version.Parse(Marshal.PtrToStringAnsi(gnu_get_libc_version()));
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if (curVersion >= minVersion)
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return;
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}
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catch (Exception)
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{
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// trap any obscure exception
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}
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throw new OnnxRuntimeException(ErrorCode.RuntimeException,
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$"libc.so version={curVersion} does not meet the minimun of 2.23 required by OnnxRuntime. " +
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"Linux distribution should be similar to Ubuntu 16.04 or higher");
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}
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}
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#region destructors disposers
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~SessionOptions()
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{
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Dispose(false);
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}
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public void Dispose()
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{
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GC.SuppressFinalize(this);
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Dispose(true);
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}
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protected virtual void Dispose(bool disposing)
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{
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if (disposing)
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{
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// cleanup managed resources
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}
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NativeMethods.OrtReleaseSessionOptions(_nativePtr);
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}
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#endregion
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}
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}
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