Update README.md

README.md

@@ -11,12 +11,67 @@ tags:
 - llama-cpp
 - gguf-my-repo
 base_model: DavidAU/Deep-Reasoning-Llama-3.2-JametMini-3B-MK.III
+license: llama3.2
 ---
 
 # Triangle104/Deep-Reasoning-Llama-3.2-JametMini-3B-MK.III-Q5_K_S-GGUF
 This model was converted to GGUF format from [`DavidAU/Deep-Reasoning-Llama-3.2-JametMini-3B-MK.III`](https://huggingface.co/DavidAU/Deep-Reasoning-Llama-3.2-JametMini-3B-MK.III) using llama.cpp via the ggml.ai's [GGUF-my-repo](https://huggingface.co/spaces/ggml-org/gguf-my-repo) space.
 Refer to the [original model card](https://huggingface.co/DavidAU/Deep-Reasoning-Llama-3.2-JametMini-3B-MK.III) for more details on the model.
 
+---
+
+
+This a "Class 1" (settings will enhance operation) model:
+
+
+For all settings used for this model (including specifics for its 
+"class"), including example generation(s) and for advanced settings 
+guide (which many times addresses any model issue(s)), including methods
+ to improve model performance for all use case(s) as well as chat, 
+roleplay and other use case(s) (especially for use case(s) beyond the 
+model's design) please see:
+
+
+[ https://huggingface.co/DavidAU/Maximizing-Model-Performance-All-Quants-Types-And-Full-Precision-by-Samplers_Parameters ]
+
+
+REASON:
+
+
+Regardless of "model class" this document will detail methods to enhance operations.
+
+
+If the model is a Class 3/4 model the default settings (parameters, 
+samplers, advanced samplers) must be set for "use case(s)" uses 
+correctly. Some AI/LLM apps DO NOT have consistant default setting(s) 
+which result in sub-par model operation. Like wise for Class 3/4 models 
+(which operate somewhat to very differently than standard models) 
+additional samplers and advanced samplers settings are required to 
+"smooth out" operation, AND/OR also allow full operation for use cases 
+the model was not designed for.
+
+
+BONUS - Use these settings for ANY model, ANY repo, ANY quant (including source/full precision):
+
+
+This document also details parameters, sampler and advanced samplers 
+that can be use FOR ANY MODEL, FROM ANY REPO too - all quants, and of 
+course source code operation too - to enhance the operation of any 
+model.
+
+
+[ https://huggingface.co/DavidAU/Maximizing-Model-Performance-All-Quants-Types-And-Full-Precision-by-Samplers_Parameters ]
+
+
+NOTE:
+
+
+I strongly suggest you also visit the DavidAU GGUF (below) repo too 
+for more details in using this model ; especially if it is "Class 3" or 
+"Class 4" to get maximum performance from the model.
+
+---
+
 ## Use with llama.cpp
 Install llama.cpp through brew (works on Mac and Linux)
 
@@ -55,4 +110,4 @@ Step 3: Run inference through the main binary.
 or 
 ```
 ./llama-server --hf-repo Triangle104/Deep-Reasoning-Llama-3.2-JametMini-3B-MK.III-Q5_K_S-GGUF --hf-file deep-reasoning-llama-3.2-jametmini-3b-mk.iii-q5_k_s.gguf -c 2048
-```
+```