Adapt example documentation

examples/README.md

@@ -2,10 +2,10 @@
 
 This folder contains inference examples for Llama 2. So far, we have provided support for three methods of inference:
 
-1. [inference script](inference.py) script provides support for Hugging Face accelerate, PEFT and FSDP fine tuned models.
+1. [inference script](./inference.py) script provides support for Hugging Face accelerate, PEFT and FSDP fine tuned models.
 
-2. [vLLM_inference.py](vLLM_inference.py) script takes advantage of vLLM's paged attention concept for low latency.
+2. [vllm/inference.py](./vllm/inference.py) script takes advantage of vLLM's paged attention concept for low latency.
 
-3. The [hf_text_generation_inference](hf_text_generation_inference/README.md) folder contains information on Hugging Face Text Generation Inference (TGI).
+3. The [hf_text_generation_inference](./hf_text_generation_inference/README.md) folder contains information on Hugging Face Text Generation Inference (TGI).
 
-For more in depth information on inference including inference safety checks and examples, see the inference documentation [here](../../../docs/inference.md).
+For more in depth information on inference including inference safety checks and examples, see the inference documentation [here](../docs/inference.md).