Update README.md

README.md

@@ -4,8 +4,39 @@ It was created by starting with the deepseek-coder-1.3b and training it on the o
 # Reson
 This model was fine tned to allow it to follow direction and is a steeping stone to further training, but still would be good for asking qestions about code.
 
-# Templete
-Us the following templete when interacting with the fine tuned model.
+# How to use
+You will need the transformers>=4.31
+```python
+from transformers import AutoTokenizer
+import transformers 
+import torch
+model = "AIGym/deepseek-coder-1.3b-chat"
+tokenizer = AutoTokenizer.from_pretrained(model)
+pipeline = transformers.pipeline(
+    "text-generation",
+    model=model,
+    torch_dtype=torch.float16,
+    device_map="auto",
+)
+
+prompt = "What are the values in open source projects?"
+formatted_prompt = (
+    f"### Human: {prompt}### Assistant:"
+)
+
+
+sequences = pipeline(
+    formatted_prompt,
+    do_sample=True,
+    top_k=50,
+    top_p = 0.7,
+    num_return_sequences=1,
+    repetition_penalty=1.1,
+    max_new_tokens=500,
+)
+for seq in sequences:
+    print(f"Result: {seq['generated_text']}")
+```
 
 # Referrals
 Run Pod - This is who I use to train th emodels on huggingface. If you use it we both get free crdits. - <a href="https://runpod.io?ref=kilq83n1" target="_blank" style="color: #3498db; text-decoration: none; font-weight: bold;">Visit Runpod's Website!</a>