Clean up

Author: DePasqualeOrg

Libraries/MLXLLM/LLMModelFactory.swift

@@ -128,10 +128,7 @@ public class LLMRegistry: AbstractModelRegistry, @unchecked Sendable {
         id: "mlx-community/Phi-3.5-MoE-instruct-4bit",
         defaultPrompt: "What is the gravity on Mars and the moon?",
         extraEOSTokens: ["<|end|>"]
-    ) {
-        prompt in
-        "<|user|>\n\(prompt)<|end|>\n<|assistant|>\n"
-    }
+    )
 
     static public let gemma2bQuantized = ModelConfiguration(
         id: "mlx-community/quantized-gemma-2b-it",

Libraries/MLXLMCommon/ModelConfiguration.swift

@@ -24,7 +24,7 @@ public struct ModelConfiguration: Sendable {
         }
     }
 
-    /// pull the tokenizer from an alternate id
+    /// Alternate repo ID to use for the tokenizer
     public let tokenizerId: String?
 
     /// A reasonable default prompt for the model
@@ -72,7 +72,7 @@ public struct ModelConfiguration: Sendable {
     public func modelDirectory(hub: HubApi = HubApi()) -> URL {
         switch id {
         case .id(let id, _):
-            // download the model weights and config
+            // Download the model weights and config
             let repo = Hub.Repo(id: id)
             return hub.localRepoLocation(repo)
 

Libraries/MLXLMCommon/ModelFactory.swift

@@ -207,15 +207,15 @@ public func loadModelContainer(
     }
 }
 
-/// Load a model given a huggingface identifier.
+/// Load a model given a Hugging Face identifier.
 ///
-/// This will load and return a ``ModelContext``.  This holds the model and tokenzier without
+/// This will load and return a ``ModelContext``.  This holds the model and tokenizer without
 /// an `actor` providing an isolation context.  Use this call when you control the isolation context
 /// and can hold the ``ModelContext`` directly.
 ///
 /// - Parameters:
 ///   - hub: optional HubApi -- by default uses ``defaultHubApi``
-///   - id: huggingface model identifier, e.g "mlx-community/Qwen3-4B-4bit"
+///   - id: Hugging Face model identifier, e.g "mlx-community/Qwen3-4B-4bit"
 ///   - progressHandler: optional callback for progress
 /// - Returns: a ``ModelContext``
 public func loadModel(
@@ -229,14 +229,14 @@ public func loadModel(
     }
 }
 
-/// Load a model given a huggingface identifier.
+/// Load a model given a Hugging Face identifier.
 ///
 /// This will load and return a ``ModelContainer``.  This holds a ``ModelContext``
 /// inside an actor providing isolation control for the values.
 ///
 /// - Parameters:
 ///   - hub: optional HubApi -- by default uses ``defaultHubApi``
-///   - id: huggingface model identifier, e.g "mlx-community/Qwen3-4B-4bit"
+///   - id: Hugging Face model identifier, e.g "mlx-community/Qwen3-4B-4bit"
 ///   - progressHandler: optional callback for progress
 /// - Returns: a ``ModelContainer``
 public func loadModelContainer(

Libraries/MLXVLM/README.md

@@ -298,7 +298,7 @@ media as needed. For example it might:
 - modify the prompt by injecting `<image>` tokens that the model expects
 
 In the python implementations, much of this code typically lives in the `transformers`
-package from huggingface -- inspection will be required to determine which code
+package from Hugging Face -- inspection will be required to determine which code
 is called and what it does. You can examine the processors in the `Models` directory:
 they reference the files and functions that they are based on.
 

skills/mlx-swift-lm/references/embeddings.md

@@ -248,7 +248,7 @@ print("Similarity: \(similarity)")  // ~0.85
 ```swift
 public struct ModelConfiguration: Sendable {
     public enum Identifier: Sendable {
-        case id(String)          // HuggingFace ID
+        case id(String)          // Hugging Face ID
         case directory(URL)      // Local path
     }
 

skills/mlx-swift-lm/references/model-container.md

@@ -2,7 +2,7 @@
 
 ## Overview
 
-`ModelContainer` is the thread-safe wrapper for language models, providing exclusive access to model resources during inference. `ModelConfiguration` describes model identity and settings. Factory classes handle model instantiation from HuggingFace or local directories.
+`ModelContainer` is the thread-safe wrapper for language models, providing exclusive access to model resources during inference. `ModelConfiguration` describes model identity and settings. Factory classes handle model instantiation from Hugging Face or local directories.
 
 ## Quick Reference
 
@@ -124,7 +124,7 @@ for await event in stream {
 ### Creating Configurations
 
 ```swift
-// From HuggingFace model ID
+// From Hugging Face model ID
 let config = ModelConfiguration(
     id: "mlx-community/Llama-3.2-3B-Instruct-4bit",
     defaultPrompt: "Hello",
@@ -227,7 +227,7 @@ Map `model_type` from config.json to model initializers:
 
 ## Loading Flow
 
-1. **Download**: Model weights fetched from HuggingFace (cached locally)
+1. **Download**: Model weights fetched from Hugging Face (cached locally)
 2. **Parse config.json**: Determine `model_type` and configuration
 3. **Create model**: TypeRegistry maps type to initializer
 4. **Load weights**: `.safetensors` files loaded into model