Update README.md

README.md

@@ -11,3 +11,33 @@ tags:
 base_model: unsloth/gemma-7b-bnb-4bit
 ---
 
+
+```python
+from unsloth import FastLanguageModel
+import torch
+
+
+model, tokenizer = FastLanguageModel.from_pretrained(
+    model_name = "Ashishkr/Gemma-7B-COT-LoRA-1024R",
+    max_seq_length = max_seq_length,
+    dtype = dtype,
+    load_in_4bit = load_in_4bit,
+)
+
+
+
+FastLanguageModel.for_inference(model)
+inputs = tokenizer(
+[
+    alpaca_prompt.format(
+        "given a number identify if it is an even number, if its even,  square it and add 5 to it. if its odd , get me the square root of the number", # instruction
+        "12", # input
+        "", # output - leave this blank for generation!
+    )
+], return_tensors = "pt").to("cuda")
+
+outputs = model.generate(**inputs, max_new_tokens = 2048, use_cache = True)
+tokenizer.batch_decode(outputs)
+
+
+```