Update README.md

README.md

@@ -1,3 +1,30 @@
----
-license: apache-2.0
----
+---
+license: apache-2.0
+---
+Creation script
+
+```python
+from llmcompressor.transformers import SparseAutoModelForCausalLM
+from transformers import AutoTokenizer
+from llmcompressor.transformers import oneshot
+from llmcompressor.modifiers.quantization import QuantizationModifier
+
+
+MODEL_ID = "teknium/OpenHermes-2.5-Mistral-7B"
+
+model = SparseAutoModelForCausalLM.from_pretrained(
+  MODEL_ID, device_map="auto", torch_dtype="auto")
+tokenizer = AutoTokenizer.from_pretrained(MODEL_ID)
+
+# Configure the simple PTQ quantization
+recipe = QuantizationModifier(
+  targets="Linear", scheme="FP8_DYNAMIC", ignore=["lm_head"])
+
+# Apply the quantization algorithm.
+oneshot(model=model, recipe=recipe)
+
+# Save the model.
+SAVE_DIR = MODEL_ID.split("/")[1] + "-FP8-Dynamic"
+model.save_pretrained(SAVE_DIR)
+tokenizer.save_pretrained(SAVE_DIR)
+```