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ModelParams.cs 3.3 kB

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  1. using LLama.Abstractions;
  2. using System;
  3. using System.Text;
  4. using System.Text.Json;
  5. using System.Text.Json.Serialization;
  6. using LLama.Native;
  7. namespace LLama.Common
  8. {
  9. /// <summary>
  10. /// The parameters for initializing a LLama model.
  11. /// </summary>
  12. public record ModelParams
  13. : ILLamaParams
  14. {
  15. /// <inheritdoc />
  16. public uint? ContextSize { get; set; }
  17. /// <inheritdoc />
  18. public int MainGpu { get; set; } = 0;
  19. /// <inheritdoc />
  20. public int GpuLayerCount { get; set; } = 20;
  21. /// <inheritdoc />
  22. public uint Seed { get; set; } = 0xFFFFFFFF;
  23. /// <inheritdoc />
  24. public bool UseFp16Memory { get; set; } = true;
  25. /// <inheritdoc />
  26. public bool UseMemorymap { get; set; } = true;
  27. /// <inheritdoc />
  28. public bool UseMemoryLock { get; set; }
  29. /// <inheritdoc />
  30. public bool Perplexity { get; set; }
  31. /// <inheritdoc />
  32. public string ModelPath { get; set; }
  33. /// <inheritdoc />
  34. public AdapterCollection LoraAdapters { get; set; } = new();
  35. /// <inheritdoc />
  36. public string LoraBase { get; set; } = string.Empty;
  37. /// <inheritdoc />
  38. public uint? Threads { get; set; }
  39. /// <inheritdoc />
  40. public uint? BatchThreads { get; set; }
  41. /// <inheritdoc />
  42. public uint BatchSize { get; set; } = 512;
  43. /// <inheritdoc />
  44. public bool EmbeddingMode { get; set; }
  45. /// <inheritdoc />
  46. public TensorSplitsCollection TensorSplits { get; set; } = new();
  47. /// <inheritdoc />
  48. public float? RopeFrequencyBase { get; set; }
  49. /// <inheritdoc />
  50. public float? RopeFrequencyScale { get; set; }
  51. /// <inheritdoc />
  52. public float? YarnExtrapolationFactor { get; set; }
  53. /// <inheritdoc />
  54. public float? YarnAttentionFactor { get; set; }
  55. /// <inheritdoc />
  56. public float? YarnBetaFast { get; set; }
  57. /// <inheritdoc />
  58. public float? YarnBetaSlow { get; set; }
  59. /// <inheritdoc />
  60. public uint? YarnOriginalContext { get; set; }
  61. /// <inheritdoc />
  62. public RopeScalingType? YarnScalingType { get; set; }
  63. /// <inheritdoc />
  64. public bool MulMatQ { get; set; }
  65. /// <inheritdoc />
  66. public bool VocabOnly { get; set; }
  67. /// <summary>
  68. /// `Encoding` cannot be directly JSON serialized, instead store the name as a string which can
  69. /// </summary>
  70. [JsonPropertyName("Encoding")]
  71. [JsonInclude]
  72. private string EncodingName { get; set; } = Encoding.UTF8.WebName;
  73. /// <inheritdoc />
  74. [JsonIgnore]
  75. public Encoding Encoding
  76. {
  77. get => Encoding.GetEncoding(EncodingName);
  78. set => EncodingName = value.WebName;
  79. }
  80. /// <summary>
  81. ///
  82. /// </summary>
  83. /// <param name="modelPath">The model path.</param>
  84. [JsonConstructor]
  85. public ModelParams(string modelPath)
  86. {
  87. ModelPath = modelPath;
  88. }
  89. private ModelParams()
  90. {
  91. // This constructor (default parameterless constructor) is used by Newtonsoft to deserialize!
  92. ModelPath = "";
  93. }
  94. }
  95. }