Update README.md

README.md

@@ -22,9 +22,38 @@ This model was merged using the [TIES](https://arxiv.org/abs/2306.01708) merge m
 ### Models Merged
 
 The following models were included in the merge:
-* [benhaotang/Phi-4-llama-t1-full](https://huggingface.co/benhaotang/Phi-4-llama-t1-full) but actually [win10/Phi-4-llama-t1-lora](https://huggingface.co/win10/Phi-4-llama-t1-lora), this is where you should thank.
+* [benhaotang/Phi-4-llama-t1-full](https://huggingface.co/benhaotang/Phi-4-llama-t1-full) but actually [win10/Phi-4-llama-t1-lora](https://huggingface.co/win10/Phi-4-llama-t1-lora), this is who and where you should really thank.
 * [prithivMLmods/Phi-4-QwQ](https://huggingface.co/prithivMLmods/Phi-4-QwQ)
 
+### Running
+
+- With Ollama
+
+```
+ollama run hf.co/benhaotang/phi4-qwq-sky-t1-Q4_K_M-GGUF
+```
+
+I suggest adding `SYSTEM "You are a helpful AI asistent. You always think step by step."` to triger step by step reasoning.
+
+- With pytorch
+
+```
+import transformers
+tokenizer = AutoTokenizer.from_pretrained("mircosoft/phi-4")
+pipeline = transformers.pipeline(
+    "text-generation",
+    model="benhaotang/phi4-qwq-sky-t1",
+    tokenizer=tokenizer,
+    device_map="auto",
+)
+messages = [
+    {"role": "system", "content": "You are a helpful AI asistent. You always think step by step."},
+    {"role": "user", "content": "Give me a short intodcution to renormalization group(RG) flow in physcis?"},
+]
+outputs = pipeline(messages, max_new_tokens=128)
+print(outputs[0]["generated_text"])
+```
+
 ### Configuration
 
 The following YAML configuration was used to produce this model: