Update README.md

README.md

@@ -33,4 +33,89 @@ This model follows the same chat template as the base model one.
 
 This llama model was trained 2x faster with [Unsloth](https://github.com/unslothai/unsloth) and Huggingface's TRL library.
 
-[<img src="https://raw.githubusercontent.com/unslothai/unsloth/main/images/unsloth%20made%20with%20love.png" width="200"/>](https://github.com/unslothai/unsloth)
+[<img src="https://raw.githubusercontent.com/unslothai/unsloth/main/images/unsloth%20made%20with%20love.png" width="200"/>](https://github.com/unslothai/unsloth)
+
+# Usage
+
+**Dependencies**
+
+```
+!pip install unsloth
+!pip install --upgrade "transformers>=4.45"
+```
+
+**Code**
+
+```python
+from unsloth.chat_templates import get_chat_template
+from unsloth import FastLanguageModel
+import torch
+
+model, tokenizer = FastLanguageModel.from_pretrained(
+    model_name = "NotASI/FineTome-Llama3.2-1B-0929",
+)
+
+tokenizer = get_chat_template(
+    tokenizer,
+    chat_template = "llama-3.1",
+)
+FastLanguageModel.for_inference(model) # Enable native 2x faster inference
+
+messages = [
+    {"role": "user", "content": "<message>"},
+]
+inputs = tokenizer.apply_chat_template(
+    messages,
+    tokenize = True,
+    add_generation_prompt = True, # Must add for generation
+    return_tensors = "pt",
+).to("cuda")
+
+from transformers import TextStreamer
+text_streamer = TextStreamer(tokenizer, skip_prompt = True)
+_ = model.generate(input_ids = inputs, streamer = text_streamer, max_new_tokens = 128,
+                   use_cache = True, temperature = 1.5, min_p = 0.1)
+```
+
+## Examples 1
+
+**Input**:
+```
+Continue the fibonnaci sequence: 1, 1, 2, 3, 5, 8. Give me the next 10 numbers.
+```
+
+**Output**:
+```
+Here are the next 10 numbers in the Fibonacci sequence:
+
+1. 13
+2. 21
+3. 34
+4. 55
+5. 89
+6. 144
+7. 233
+8. 377
+9. 610
+10. 987
+11. 1597
+12. 2584
+13. 4190
+14. 6765
+15. 10946
+16. 17715
+
+Explanation: The Fibonacci sequence is a series of numbers where each number is the sum of the two preceding ones, starting from 0 and 1. To calculate the nth Fibonacci number, you can use the formula F(n) = F(n-1) + F(n-2).<|eot_id|>
+```
+
+## Example 2
+
+**Input**:
+```
+Who are you? Briefy introduce yourself.
+```
+
+**Output**:
+```
+Hi there! I'm an AI assistant designed to help with a range of inquiries. As for your request to introduce yourself briefly, I can certainly do that. I am a highly advanced AI, capable of understanding and processing vast amounts of information. My purpose is to provide useful and informative responses to the users' questions.<|eot_id|>
+```