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- using System;
- using System.Collections.Generic;
- using System.Linq;
-
- namespace LLama.Native
- {
- #if NET6_0_OR_GREATER
- /// <summary>
- /// Allows configuration of the native llama.cpp libraries to load and use.
- /// All configuration must be done before using **any** other LLamaSharp methods!
- /// </summary>
- public sealed class NativeLibraryConfig
- {
- private static readonly Lazy<NativeLibraryConfig> _instance = new(() => new NativeLibraryConfig());
-
- /// <summary>
- /// Get the config instance
- /// </summary>
- public static NativeLibraryConfig Instance => _instance.Value;
-
- /// <summary>
- /// Whether there's already a config for native library.
- /// </summary>
- public static bool LibraryHasLoaded { get; internal set; } = false;
-
- private string _libraryPath = string.Empty;
- private bool _useCuda = true;
- private AvxLevel _avxLevel;
- private bool _allowFallback = true;
- private bool _skipCheck = false;
- private bool _logging = false;
-
- /// <summary>
- /// search directory -> priority level, 0 is the lowest.
- /// </summary>
- private readonly List<string> _searchDirectories = new List<string>();
-
- private static void ThrowIfLoaded()
- {
- if (LibraryHasLoaded)
- throw new InvalidOperationException("NativeLibraryConfig must be configured before using **any** other LLamaSharp methods!");
- }
-
- /// <summary>
- /// Load a specified native library as backend for LLamaSharp.
- /// When this method is called, all the other configurations will be ignored.
- /// </summary>
- /// <param name="libraryPath"></param>
- /// <exception cref="InvalidOperationException">Thrown if `LibraryHasLoaded` is true.</exception>
- public NativeLibraryConfig WithLibrary(string libraryPath)
- {
- ThrowIfLoaded();
-
- _libraryPath = libraryPath;
- return this;
- }
-
- /// <summary>
- /// Configure whether to use cuda backend if possible.
- /// </summary>
- /// <param name="enable"></param>
- /// <returns></returns>
- /// <exception cref="InvalidOperationException">Thrown if `LibraryHasLoaded` is true.</exception>
- public NativeLibraryConfig WithCuda(bool enable = true)
- {
- ThrowIfLoaded();
-
- _useCuda = enable;
- return this;
- }
-
- /// <summary>
- /// Configure the prefferred avx support level of the backend.
- /// </summary>
- /// <param name="level"></param>
- /// <returns></returns>
- /// <exception cref="InvalidOperationException">Thrown if `LibraryHasLoaded` is true.</exception>
- public NativeLibraryConfig WithAvx(AvxLevel level)
- {
- ThrowIfLoaded();
-
- _avxLevel = level;
- return this;
- }
-
- /// <summary>
- /// Configure whether to allow fallback when there's no match for preferred settings.
- /// </summary>
- /// <param name="enable"></param>
- /// <returns></returns>
- /// <exception cref="InvalidOperationException">Thrown if `LibraryHasLoaded` is true.</exception>
- public NativeLibraryConfig WithAutoFallback(bool enable = true)
- {
- ThrowIfLoaded();
-
- _allowFallback = enable;
- return this;
- }
-
- /// <summary>
- /// Whether to skip the check when you don't allow fallback. This option
- /// may be useful under some complex conditions. For example, you're sure
- /// you have your cublas configured but LLamaSharp take it as invalid by mistake.
- /// </summary>
- /// <param name="enable"></param>
- /// <returns></returns>
- /// <exception cref="InvalidOperationException">Thrown if `LibraryHasLoaded` is true.</exception>
- public NativeLibraryConfig SkipCheck(bool enable = true)
- {
- ThrowIfLoaded();
-
- _skipCheck = enable;
- return this;
- }
-
- /// <summary>
- /// Whether to output the logs to console when loading the native library with your configuration.
- /// </summary>
- /// <param name="enable"></param>
- /// <returns></returns>
- /// <exception cref="InvalidOperationException">Thrown if `LibraryHasLoaded` is true.</exception>
- public NativeLibraryConfig WithLogs(bool enable = true)
- {
- ThrowIfLoaded();
-
- _logging = enable;
- return this;
- }
-
- /// <summary>
- /// Add self-defined search directories. Note that the file stucture of the added
- /// directories must be the same as the default directory. Besides, the directory
- /// won't be used recursively.
- /// </summary>
- /// <param name="directories"></param>
- /// <returns></returns>
- public NativeLibraryConfig WithSearchDirectories(IEnumerable<string> directories)
- {
- ThrowIfLoaded();
-
- _searchDirectories.AddRange(directories);
- return this;
- }
-
- /// <summary>
- /// Add self-defined search directories. Note that the file stucture of the added
- /// directories must be the same as the default directory. Besides, the directory
- /// won't be used recursively.
- /// </summary>
- /// <param name="directory"></param>
- /// <returns></returns>
- public NativeLibraryConfig WithSearchDirectory(string directory)
- {
- ThrowIfLoaded();
-
- _searchDirectories.Add(directory);
- return this;
- }
-
- internal static Description CheckAndGatherDescription()
- {
- if (Instance._allowFallback && Instance._skipCheck)
- throw new ArgumentException("Cannot skip the check when fallback is allowed.");
-
- return new Description(
- Instance._libraryPath,
- Instance._useCuda,
- Instance._avxLevel,
- Instance._allowFallback,
- Instance._skipCheck,
- Instance._logging,
- Instance._searchDirectories.Concat(new[] { "./" }).ToArray()
- );
- }
-
- internal static string AvxLevelToString(AvxLevel level)
- {
- return level switch
- {
- AvxLevel.None => string.Empty,
- AvxLevel.Avx => "avx",
- AvxLevel.Avx2 => "avx2",
- AvxLevel.Avx512 => "avx512",
- _ => throw new ArgumentException($"Unknown AvxLevel '{level}'")
- };
- }
-
- /// <summary>
- /// Private constructor prevents new instances of this class being created
- /// </summary>
- private NativeLibraryConfig()
- {
- // Automatically detect the highest supported AVX level
- if (System.Runtime.Intrinsics.X86.Avx.IsSupported)
- _avxLevel = AvxLevel.Avx;
- if (System.Runtime.Intrinsics.X86.Avx2.IsSupported)
- _avxLevel = AvxLevel.Avx2;
-
- if (CheckAVX512())
- _avxLevel = AvxLevel.Avx512;
- }
-
- private static bool CheckAVX512()
- {
- if (!System.Runtime.Intrinsics.X86.X86Base.IsSupported)
- return false;
-
- // ReSharper disable UnusedVariable (ebx is used when < NET8)
- var (_, ebx, ecx, _) = System.Runtime.Intrinsics.X86.X86Base.CpuId(7, 0);
- // ReSharper restore UnusedVariable
-
- var vnni = (ecx & 0b_1000_0000_0000) != 0;
-
- #if NET8_0_OR_GREATER
- var f = System.Runtime.Intrinsics.X86.Avx512F.IsSupported;
- var bw = System.Runtime.Intrinsics.X86.Avx512BW.IsSupported;
- var vbmi = System.Runtime.Intrinsics.X86.Avx512Vbmi.IsSupported;
- #else
- var f = (ebx & (1 << 16)) != 0;
- var bw = (ebx & (1 << 30)) != 0;
- var vbmi = (ecx & 0b_0000_0000_0010) != 0;
- #endif
-
- return vnni && vbmi && bw && f;
- }
-
- /// <summary>
- /// Avx support configuration
- /// </summary>
- public enum AvxLevel
- {
- /// <summary>
- /// No AVX
- /// </summary>
- None,
-
- /// <summary>
- /// Advanced Vector Extensions (supported by most processors after 2011)
- /// </summary>
- Avx,
-
- /// <summary>
- /// AVX2 (supported by most processors after 2013)
- /// </summary>
- Avx2,
-
- /// <summary>
- /// AVX512 (supported by some processors after 2016, not widely supported)
- /// </summary>
- Avx512,
- }
-
- internal record Description(string Path, bool UseCuda, AvxLevel AvxLevel, bool AllowFallback, bool SkipCheck, bool Logging, string[] SearchDirectories)
- {
- public override string ToString()
- {
- string avxLevelString = AvxLevel switch
- {
- AvxLevel.None => "NoAVX",
- AvxLevel.Avx => "AVX",
- AvxLevel.Avx2 => "AVX2",
- AvxLevel.Avx512 => "AVX512",
- _ => "Unknown"
- };
-
- string searchDirectoriesString = "{ " + string.Join(", ", SearchDirectories) + " }";
-
- return $"NativeLibraryConfig Description:\n" +
- $"- Path: {Path}\n" +
- $"- PreferCuda: {UseCuda}\n" +
- $"- PreferredAvxLevel: {avxLevelString}\n" +
- $"- AllowFallback: {AllowFallback}\n" +
- $"- SkipCheck: {SkipCheck}\n" +
- $"- Logging: {Logging}\n" +
- $"- SearchDirectories and Priorities: {searchDirectoriesString}";
- }
- }
- }
- #endif
- }
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