Update README.md

README.md

@@ -56,10 +56,43 @@ autoawq                   0.2.6
 autoawq_kernels           0.0.7
 ```
 
-## Running the AWQ file
+## Running the AWQ model
 
-TBD
+First install the flow judge library
+```shell
+git clone https://github.com/flowaicom/flow-judge
+cd flow-judge
+pip install -e ".[vllm]"
+```
+
+Quickstart with Python:
+```python
+from flow_judge.models.model_factory import ModelFactory
+from flow_judge.flow_judge import EvalInput, FlowJudge
+from flow_judge.metrics import RESPONSE_CORRECTNESS_BINARY
+from IPython.display import Markdown, display
+
+# Create a model using ModelFactory
+model = ModelFactory.create_model("Flow-Judge-v0.1-AWQ")
+
+# Initialize the judge
+judge = FlowJudge(
+    metric=RESPONSE_CORRECTNESS_BINARY,
+    model=model
+)
+
+# Prepare evaluation input
+eval_input = EvalInput(
+    inputs=[{"question": "What is the capital of France?"}],
+    output="The capital of France is Paris."
+)
+
+# Perform evaluation
+result = judge.evaluate(eval_input)
+print(result)
+```
 
+Discover more at our repository [https://github.com/flowaicom/flow-judge](https://github.com/flowaicom/flow-judge)
 
 # Original model card: Flow-Judge-v0.1