Assorted small changes to clean up some code warnings

LLama.Unittest/BeamTests.cs

@@ -47,14 +47,24 @@ public sealed class BeamTests
             for (var i = 0; i < state.Beams.Length; i++)
             {
                 ref var view = ref state.Beams[i];
-                var tokens = context.DeTokenize(view.Tokens.ToArray());
+
+                var decoder = new StreamingTokenDecoder(context);
+                decoder.AddRange(view.Tokens);
+                var tokens = decoder.Read();
+
                 _testOutputHelper.WriteLine($"B{i} ({view.CumulativeProbability}) => '{tokens}'");
             }
 
             if (state.CommonPrefixLength > 0)
             {
                 var view = state.Beams[0];
-                result.Append(context.DeTokenize(view.Tokens.Slice(0, (int)state.CommonPrefixLength).ToArray()));
+
+                var decoder = new StreamingTokenDecoder(context);
+                decoder.AddRange(view.Tokens.Slice(0, (int)state.CommonPrefixLength));
+                var tokens = decoder.Read();
+
+                result.Append(tokens);
+                
             }
 
         }, IntPtr.Zero, num_beams, initial_tokens.Length, n_predict, Math.Max(1, Environment.ProcessorCount / 2));

LLama/Abstractions/IInferenceParams.cs

@@ -36,12 +36,12 @@ namespace LLama.Abstractions
 		/// </summary>
 		public int TopK { get; set; }
 
-		/// <summary>llama_eval
+		/// <summary>
 		/// 1.0 = disabled
 		/// </summary>
 		public float TopP { get; set; }
 
-        /// <summary>llama_eval
+        /// <summary>
         /// 0.0 = disabled
         /// </summary>
         public float MinP { get; set; }

LLama/Batched/BatchedExecutor.cs

@@ -55,6 +55,9 @@ public sealed class BatchedExecutor
         Epoch = 1;
     }
 
+    /// <summary>
+    /// Finalizer for BatchedExecutor
+    /// </summary>
     ~BatchedExecutor()
     {
         Dispose();

LLama/Batched/Conversation.cs

@@ -54,6 +54,9 @@ public sealed class Conversation
         _end = end;
     }
 
+    /// <summary>
+    /// Finalizer for Conversation
+    /// </summary>
     ~Conversation()
     {
         Dispose();
@@ -96,7 +99,7 @@ public sealed class Conversation
         AssertNotDisposed();
 
         if (RequiresInference)
-            throw new CannotForkWhileRequiresInference();
+            throw new CannotForkWhileRequiresInferenceException();
 
         // Create a new conversation which references the current position in this one
         var c = new Conversation(Executor, Executor.GetNextSequenceId(), _end)
@@ -195,13 +198,13 @@ public sealed class Conversation
     /// Directly modify the KV cache of this conversation
     /// </summary>
     /// <param name="modifier"></param>
-    /// <exception cref="CannotModifyWhileRequiresInference">Thrown if this method is called while <see cref="Conversation.RequiresInference"/> == true</exception>
+    /// <exception cref="CannotModifyWhileRequiresInferenceException">Thrown if this method is called while <see cref="Conversation.RequiresInference"/> == true</exception>
     public void Modify(ModifyKvCache modifier)
     {
         AssertNotDisposed();
 
         if (RequiresInference)
-            throw new CannotModifyWhileRequiresInference();
+            throw new CannotModifyWhileRequiresInferenceException();
 
         // do whatever the modification is
         _end = modifier.Invoke(_end, new KvAccessor(this));

LLama/Batched/Exceptions.cs

@@ -59,10 +59,10 @@ public class CannotSampleRequiresPromptException
 /// <summary>
 /// This exception is thrown when <see cref="Conversation.Fork"/> is called when <see cref="Conversation.RequiresInference"/> = true
 /// </summary>
-public class CannotForkWhileRequiresInference
+public class CannotForkWhileRequiresInferenceException
     : ExperimentalBatchedExecutorException
 {
-    internal CannotForkWhileRequiresInference()
+    internal CannotForkWhileRequiresInferenceException()
         : base("Cannot `Fork()` a conversation while RequiresInference is true")
     {
     }
@@ -71,10 +71,10 @@ public class CannotForkWhileRequiresInference
 /// <summary>
 /// This exception is thrown when <see cref="Conversation.Modify"/> is called when <see cref="Conversation.RequiresInference"/> = true
 /// </summary>
-public class CannotModifyWhileRequiresInference
+public class CannotModifyWhileRequiresInferenceException
     : ExperimentalBatchedExecutorException
 {
-    internal CannotModifyWhileRequiresInference()
+    internal CannotModifyWhileRequiresInferenceException()
         : base("Cannot `Modify()` a conversation while RequiresInference is true")
     {
     }

LLama/LLamaInteractExecutor.cs

@@ -155,7 +155,7 @@ namespace LLama
         }
 
         /// <inheritdoc />
-        protected override async Task InferInternal(IInferenceParams inferenceParams, InferStateArgs args)
+        protected override Task InferInternal(IInferenceParams inferenceParams, InferStateArgs args)
         {
             if (_embeds.Count > 0)
             {
@@ -238,6 +238,8 @@ namespace LLama
                     }
                 }
             }
+
+            return Task.CompletedTask;
         }
 
         /// <summary>

LLama/Native/LLamaTokenType.cs

@@ -1,12 +1,34 @@
 namespace LLama.Native;
 
+/// <summary>
+/// Token Types
+/// </summary>
+/// <remarks>C# equivalent of llama_token_get_type</remarks>
 public enum LLamaTokenType
 {
+    /// <summary>
+    /// No specific type has been set for this token
+    /// </summary>
     LLAMA_TOKEN_TYPE_UNDEFINED = 0,
+
+    /// <summary>
+    /// This is a "normal" token
+    /// </summary>
     LLAMA_TOKEN_TYPE_NORMAL = 1,
+
+    /// <summary>
+    /// An "unknown" character/text token e.g. &lt;unk&gt;
+    /// </summary>
     LLAMA_TOKEN_TYPE_UNKNOWN = 2,
+
+    /// <summary>
+    /// A special control token e.g. &lt;/s&gt;
+    /// </summary>
     LLAMA_TOKEN_TYPE_CONTROL = 3,
+
     LLAMA_TOKEN_TYPE_USER_DEFINED = 4,
+
     LLAMA_TOKEN_TYPE_UNUSED = 5,
+
     LLAMA_TOKEN_TYPE_BYTE = 6,
 }

LLama/Native/NativeApi.cs

@@ -172,6 +172,11 @@ namespace LLama.Native
         [DllImport(libraryName, CallingConvention = CallingConvention.Cdecl)]
         public static extern uint llama_n_ctx(SafeLLamaContextHandle ctx);
 
+        /// <summary>
+        /// Get the batch size for this context
+        /// </summary>
+        /// <param name="ctx"></param>
+        /// <returns></returns>
         [DllImport(libraryName, CallingConvention = CallingConvention.Cdecl)]
         public static extern uint llama_n_batch(SafeLLamaContextHandle ctx);
 

LLama/Native/RopeScalingType.cs

@@ -1,17 +1,30 @@
 namespace LLama.Native
 {
     /// <summary>
-    /// RoPE scaling type. C# equivalent of llama_rope_scaling_type
+    /// RoPE scaling type.
     /// </summary>
+    /// <remarks>C# equivalent of llama_rope_scaling_type</remarks>
     public enum RopeScalingType
         : sbyte
     {
+        /// <summary>
+        /// No particular scaling type has been specified
+        /// </summary>
         LLAMA_ROPE_SCALING_UNSPECIFIED = -1,
 
+        /// <summary>
+        /// Do not apply any RoPE scaling
+        /// </summary>
         LLAMA_ROPE_SCALING_NONE = 0,
 
+        /// <summary>
+        /// Positional linear interpolation, as described by kaikendev: https://kaiokendev.github.io/til#extending-context-to-8k
+        /// </summary>
         LLAMA_ROPE_SCALING_LINEAR = 1,
 
+        /// <summary>
+        /// YaRN scaling: https://arxiv.org/pdf/2309.00071.pdf
+        /// </summary>
         LLAMA_ROPE_SCALING_YARN = 2,
     }
 }

LLama/StreamingTokenDecoder.cs

@@ -142,20 +142,21 @@ namespace LLama
         /// Add all tokens in the given enumerable
         /// </summary>
         /// <param name="tokens"></param>
-        public void AddRange(IEnumerable<int> tokens)
+        public void AddRange<T>(T tokens)
+            where T : IEnumerable<LLamaToken>
         {
             foreach (var item in tokens)
-                Add(item);
+                Add((int)item);
         }
 
         /// <summary>
-        /// Add all tokens in the given enumerable
+        /// Add all tokens in the given span
         /// </summary>
         /// <param name="tokens"></param>
-        public void AddRange(IEnumerable<LLamaToken> tokens)
+        public void AddRange(ReadOnlySpan<LLamaToken> tokens)
         {
             foreach (var item in tokens)
-                Add((int)item);
+                Add(item);
         }
 
         /// <summary>