Update README.md

README.md

@@ -70,61 +70,4 @@ pip install . --no-cache-dir
 python sample_client.py
 ```
 
-_Note: first prompt may be slower as there is a slight warmup time_
-
-### Minimal Sample
-
-*To try this out with the fms-native compiled model, please execute the following:*
-
-#### Install
-
-```bash
-git clone https://github.com/foundation-model-stack/fms-extras
-(cd fms-extras && pip install -e .)
-pip install transformers==4.35.0 sentencepiece numpy
-```
-
-#### Run Sample
-
-##### batch_size=1 (compile + cudagraphs)
-
-```bash
-python fms-extras/scripts/paged_speculative_inference.py \
-    --variant=13b \
-    --model_path=/path/to/model_weights/llama/codellama-13B-F \
-    --model_source=hf \
-    --tokenizer=/path/to/llama/13B-F \
-    --speculator_path=ibm-fms/codellama-13b-accelerator \
-    --speculator_source=hf \
-    --compile \
-    --compile_mode=reduce-overhead
-```
-
-##### batch_size=1 (compile)
-
-```bash
-python fms-extras/scripts/paged_speculative_inference.py \
-    --variant=13b \
-    --model_path=/path/to/model_weights/llama/codellama-13B-F \
-    --model_source=hf \
-    --tokenizer=/path/to/llama/13B-F \
-    --speculator_path=ibm-fms/codellama-13b-accelerator \
-    --speculator_source=hf \
-    --compile \
-```
-
-##### batch_size=4 (compile)
-
-```bash
-python fms-extras/scripts/paged_speculative_inference.py \
-    --variant=13b \
-    --model_path=/path/to/model_weights/llama/codellama-13B-F \
-    --model_source=hf \
-    --tokenizer=/path/to/llama/13B-F \
-    --speculator_path=ibm-fms/codellama-13b-accelerator \
-    --speculator_source=hf \
-    --batch_input \
-    --compile \
-```
-
-Sample code can be found [here](https://github.com/foundation-model-stack/fms-extras/blob/main/scripts/paged_speculative_inference.py)
+_Note: first prompt may be slower as there is a slight warmup time_