|
- using System;
- using System.Buffers;
- using System.Runtime.InteropServices;
-
- using llama_token = System.Int32;
-
- namespace LLama.Native
- {
- /// <summary>
- /// Contains an array of LLamaTokenData, potentially sorted.
- /// </summary>
- public struct LLamaTokenDataArray
- {
- /// <summary>
- /// The LLamaTokenData
- /// </summary>
- public readonly Memory<LLamaTokenData> data;
-
- /// <summary>
- /// Indicates if `data` is sorted by logits in descending order. If this is false the token data is in _no particular order_.
- /// </summary>
- public bool sorted;
-
- /// <summary>
- /// Create a new LLamaTokenDataArray
- /// </summary>
- /// <param name="tokens"></param>
- /// <param name="isSorted"></param>
- public LLamaTokenDataArray(Memory<LLamaTokenData> tokens, bool isSorted = false)
- {
- data = tokens;
- sorted = isSorted;
- }
-
- /// <summary>
- /// Create a new LLamaTokenDataArray, copying the data from the given logits
- /// </summary>
- /// <param name="logits"></param>
- /// <returns></returns>
- public static LLamaTokenDataArray Create(ReadOnlySpan<float> logits)
- {
- var candidates = new LLamaTokenData[logits.Length];
- for (var token_id = 0; token_id < logits.Length; token_id++)
- candidates[token_id] = new LLamaTokenData(token_id, logits[token_id], 0.0f);
-
- return new LLamaTokenDataArray(candidates);
- }
- }
-
- /// <summary>
- /// Contains a pointer to an array of LLamaTokenData which is pinned in memory.
- /// </summary>
- [StructLayout(LayoutKind.Sequential)]
- public struct LLamaTokenDataArrayNative
- {
- /// <summary>
- /// A pointer to an array of LlamaTokenData
- /// </summary>
- /// <remarks>Memory must be pinned in place for all the time this LLamaTokenDataArrayNative is in use</remarks>
- public IntPtr data;
-
- /// <summary>
- /// Number of LLamaTokenData in the array
- /// </summary>
- public ulong size;
-
- /// <summary>
- /// Indicates if the items in the array are sorted
- /// </summary>
- public bool sorted
- {
- get => Convert.ToBoolean(_sorted);
- set => _sorted = Convert.ToSByte(value);
- }
- private sbyte _sorted;
-
- /// <summary>
- /// Create a new LLamaTokenDataArrayNative around the data in the LLamaTokenDataArray
- /// </summary>
- /// <param name="array">Data source</param>
- /// <param name="native">Created native array</param>
- /// <returns>A memory handle, pinning the data in place until disposed</returns>
- public static MemoryHandle Create(LLamaTokenDataArray array, out LLamaTokenDataArrayNative native)
- {
- var handle = array.data.Pin();
-
- unsafe
- {
- native = new LLamaTokenDataArrayNative
- {
- data = new IntPtr(handle.Pointer),
- size = (ulong)array.data.Length,
- sorted = array.sorted
- };
- }
-
- return handle;
- }
-
- /// <summary>
- /// Perform TopK sampling, sorting the data and reducing the size to k
- /// </summary>
- /// <param name="context"></param>
- /// <param name="k">Number of tokens to keep</param>
- /// <param name="minKeep">Minimum number to keep</param>
- public void TopK(SafeLLamaContextHandle context, int k, ulong minKeep = 1)
- {
- NativeApi.llama_sample_top_k(context, ref this, k, minKeep);
- }
-
- /// <summary>
- /// Perform top p sampling, sorting the data and keeping only logits more likely than p
- /// </summary>
- /// <param name="context"></param>
- /// <param name="p"></param>
- /// <param name="minKeep"></param>
- public void TopP(SafeLLamaContextHandle context, float p, ulong minKeep = 1)
- {
- NativeApi.llama_sample_top_p(context, ref this, p, minKeep);
- }
-
- /// <summary>
- /// Apply temperature to logits
- /// </summary>
- /// <param name="context"></param>
- /// <param name="temp"></param>
- public void Temperature(SafeLLamaContextHandle context, float temp)
- {
- NativeApi.llama_sample_temperature(context, ref this, temp);
- }
-
- /// <summary>
- /// Sample a token from the set of possible tokens
- /// </summary>
- /// <param name="context"></param>
- /// <returns></returns>
- /// <exception cref="NotImplementedException"></exception>
- public int SampleToken(SafeLLamaContextHandle context)
- {
- return NativeApi.llama_sample_token(context, ref this);
- }
- }
- }
|