diff --git a/docker/README.md b/docker/README.md
index 100bcbd..130d180 100644
--- a/docker/README.md
+++ b/docker/README.md
@@ -1,10 +1,21 @@
-# Dockerfiles for building the llama-cpp-python server
-- `Dockerfile.openblas_simple` - a simple Dockerfile for non-GPU OpenBLAS
-- `Dockerfile.cuda_simple` - a simple Dockerfile for CUDA accelerated CuBLAS
-- `hug_model.py` - a Python utility for interactively choosing and downloading the latest `5_1` quantized models from [huggingface.co/TheBloke]( https://huggingface.co/TheBloke)
+# Simple Dockerfiles for building the llama-cpp-python server with external model bin files
+- `./openblas_simple/Dockerfile` - a simple Dockerfile for non-GPU OpenBLAS, where the model is located outside the Docker image
+ - `cd ./openblas_simple`
+ - `docker build -t openblas_simple .`
+ - `docker run -e USE_MLOCK=0 -e MODEL=/var/model/<model-path> -v <model-root-path>:/var/model -t openblas_simple`
+   where `<model-root-path>/<model-path>` is the full path to the model file on the Docker host system.
+- `./cuda_simple/Dockerfile` - a simple Dockerfile for CUDA accelerated CuBLAS, where the model is located outside the Docker image
+ - `cd ./cuda_simple`
+ - `docker build -t cuda_simple .`
+ - `docker run -e USE_MLOCK=0 -e MODEL=/var/model/<model-path> -v <model-root-path>:/var/model -t cuda_simple`
+   where `<model-root-path>/<model-path>` is the full path to the model file on the Docker host system.
+
+# "Bot-in-a-box" - a method to build a Docker image by choosing a model to be downloaded and loading into a Docker image
+ - `cd ./auto_docker`:
+ - `hug_model.py` - a Python utility for interactively choosing and downloading the latest `5_1` quantized models from [huggingface.co/TheBloke]( https://huggingface.co/TheBloke)
 - `Dockerfile` - a single OpenBLAS and CuBLAS combined Dockerfile that automatically installs a previously downloaded model `model.bin`
  
-# Get model from Hugging Face
+## Get model from Hugging Face
 `python3 ./hug_model.py`
 
 You should now have a model in the current directory and `model.bin` symlinked to it for the subsequent Docker build and copy step. e.g.
diff --git a/docker/Dockerfile b/docker/auto_docker/Dockerfile
similarity index 100%
rename from docker/Dockerfile
rename to docker/auto_docker/Dockerfile
diff --git a/docker/hug_model.py b/docker/auto_docker/hug_model.py
similarity index 100%
rename from docker/hug_model.py
rename to docker/auto_docker/hug_model.py
diff --git a/docker/start_server.sh b/docker/auto_docker/start_server.sh
similarity index 100%
rename from docker/start_server.sh
rename to docker/auto_docker/start_server.sh
diff --git a/docker/Dockerfile.cuda_simple b/docker/cuda_simple/Dockerfile
similarity index 82%
rename from docker/Dockerfile.cuda_simple
rename to docker/cuda_simple/Dockerfile
index dda7a9f..24906d5 100644
--- a/docker/Dockerfile.cuda_simple
+++ b/docker/cuda_simple/Dockerfile
@@ -1,5 +1,5 @@
 ARG CUDA_IMAGE="12.1.1-devel-ubuntu22.04"
-FROM ${CUDA_IMAGE}
+FROM nvidia/cuda:${CUDA_IMAGE}
 
 # We need to set the host to 0.0.0.0 to allow outside access
 ENV HOST 0.0.0.0
@@ -10,7 +10,7 @@ COPY . .
 RUN apt update && apt install -y python3 python3-pip
 RUN python3 -m pip install --upgrade pip pytest cmake scikit-build setuptools fastapi uvicorn sse-starlette
 
-RUN LLAMA_CUBLAS=1 python3 setup.py develop
+RUN LLAMA_CUBLAS=1 pip install llama-cpp-python
 
 # Run the server
 CMD python3 -m llama_cpp.server
diff --git a/docker/Dockerfile.openblas_simple b/docker/openblas_simple/Dockerfile
similarity index 86%
rename from docker/Dockerfile.openblas_simple
rename to docker/openblas_simple/Dockerfile
index f58506f..1a95cae 100644
--- a/docker/Dockerfile.openblas_simple
+++ b/docker/openblas_simple/Dockerfile
@@ -9,7 +9,7 @@ COPY . .
 RUN apt update && apt install -y libopenblas-dev ninja-build build-essential
 RUN python -m pip install --upgrade pip pytest cmake scikit-build setuptools fastapi uvicorn sse-starlette
 
-RUN LLAMA_OPENBLAS=1 python3 setup.py develop
+RUN LLAMA_OPENBLAS=1 pip install llama_cpp_python --verbose
 
 # Run the server
 CMD python3 -m llama_cpp.server