diff --git a/jupyter-python/Dockerfile b/jupyter-python/Dockerfile
index 3e3a337..a54aba4 100644
--- a/jupyter-python/Dockerfile
+++ b/jupyter-python/Dockerfile
@@ -7,20 +7,20 @@ RUN adduser -u 1000 --system --shell /bin/sh --home /home/jovyan jovyan
 USER jovyan
 WORKDIR /home/jovyan
 RUN python3 -m venv venv
-RUN venv/bin/pip install solders
-RUN venv/bin/pip install solana
-RUN venv/bin/pip install numpy
-RUN venv/bin/pip install matplotlib
-RUN venv/bin/pip install jupyter-core
-RUN venv/bin/pip install jupyterhub
-RUN venv/bin/pip install jupyterlab
-RUN venv/bin/pip install notebook
-RUN venv/bin/pip install ipywidgets
-RUN venv/bin/pip install jupyterlab-lsp
-RUN venv/bin/pip install python-lsp-server[yapf,rope,pyflakes] 
+RUN --mount=type=cache,target=/home/jovyan/.cache/pip,uid=1000,gid=1000 venv/bin/pip install solders
+RUN --mount=type=cache,target=/home/jovyan/.cache/pip,uid=1000,gid=1000 venv/bin/pip install solana
+RUN --mount=type=cache,target=/home/jovyan/.cache/pip,uid=1000,gid=1000 venv/bin/pip install numpy
+RUN --mount=type=cache,target=/home/jovyan/.cache/pip,uid=1000,gid=1000 venv/bin/pip install matplotlib
+RUN --mount=type=cache,target=/home/jovyan/.cache/pip,uid=1000,gid=1000 venv/bin/pip install jupyter-core
+RUN --mount=type=cache,target=/home/jovyan/.cache/pip,uid=1000,gid=1000 venv/bin/pip install jupyterhub
+RUN --mount=type=cache,target=/home/jovyan/.cache/pip,uid=1000,gid=1000 venv/bin/pip install jupyterlab
+RUN --mount=type=cache,target=/home/jovyan/.cache/pip,uid=1000,gid=1000 venv/bin/pip install notebook
+RUN --mount=type=cache,target=/home/jovyan/.cache/pip,uid=1000,gid=1000 venv/bin/pip install ipywidgets
+RUN --mount=type=cache,target=/home/jovyan/.cache/pip,uid=1000,gid=1000 venv/bin/pip install jupyterlab-lsp
+RUN --mount=type=cache,target=/home/jovyan/.cache/pip,uid=1000,gid=1000 venv/bin/pip install python-lsp-server[yapf,rope,pyflakes] 
 # RUN venv/bin/pip install --no-binary :all: faiss-cpu
-RUN venv/bin/pip install jupyter-ai
-RUN venv/bin/pip install langchain-openai 
+RUN --mount=type=cache,target=/home/jovyan/.cache/pip,uid=1000,gid=1000 venv/bin/pip install jupyter-ai
+RUN --mount=type=cache,target=/home/jovyan/.cache/pip,uid=1000,gid=1000 venv/bin/pip install langchain-openai gpt4all langchain_ollama
 
 #RUN venv/bin/pip install pylsp-mypy
 ENV PATH="/home/jovyan/venv/bin/:$PATH"