Update README.md

README.md

@@ -11,6 +11,61 @@ language:
 - en
 ---
 
+This is a reasoning and reflect instruction-tuned generative model in 3B size (text in/text out).  
+
+**Model Architecture:** 
+Llama 3.2 is an auto-regressive language model that uses an optimized transformer architecture. The tuned versions use supervised fine-tuning (SFT) and reinforcement learning with human feedback (RLHF) with GRPO fine tuning using unsloth, to align with human preferences for helpfulness and safety.
+Fine tune with Numina math dataset.
+
+
+### Use with transformers
+
+Starting with `transformers >= 4.43.0` onward, you can run conversational inference using the Transformers `pipeline` abstraction or by leveraging the Auto classes with the `generate()` function.
+
+Make sure to update your transformers installation via `pip install --upgrade transformers`.
+
+```python
+import torch
+from transformers import pipeline
+
+model_id = "EpistemeAI/ReasoningCore-3B-Instruct-r01-Reflect-ThinkMath"
+pipe = pipeline(
+    "text-generation",
+    model=model_id,
+    torch_dtype=torch.bfloat16,
+    device_map="auto",
+)
+messages = [
+    {"role": "system", "content": "You are a powerful assistant Respond in the following format:
+<reasoning>
+...
+</reasoning>
+<reflecting>
+...
+</reflecting>
+<answer>
+...
+</answer>"},
+    {"role": "user", "content": "Which is bigger? 9.11 or 9.9?"},
+]
+outputs = pipe(
+    messages,
+    max_new_tokens=256,
+)
+print(outputs[0]["generated_text"][-1])
+```
+
+## Using [SuperTransformer](https://github.com/tomtyiu/SuperTransformer-SHF) 
+```python
+import SuperTransformer
+# Load SuperTransformer Class,  (1) Loads Huggingface model, (2) System Prompt (3) Text/prompt (4)Max tokens
+SuperTransformers = SuperTransformers("EpistemeAI/ReasoningCore-3B-Instruct-r01-Reflect-ThinkMath","You are a highly knowledgeable assistant with expertise in mathematics. <reasoning>...</reasoning><reflecting>...</reflecting><answer>...</answer>","What is the area of a circle, radius=16, reason step by step", 2026)
+# 8-bit quantization
+SuperTransformers.HuggingFaceTransformer8bit()
+# or 4-bit quantization
+SuperTransformers.HuggingFaceTransformer4bit()
+```
+
 # Uploaded  model
 
 - **Developed by:** EpistemeAI