diff --git a/.gitignore b/.gitignore
index c58c45c..6949a8f 100644
--- a/.gitignore
+++ b/.gitignore
@@ -179,3 +179,8 @@ publish_model_to_hf.py
 #  and can be added to the global gitignore or merged into this file.  For a more nuclear
 #  option (not recommended) you can uncomment the following to ignore the entire idea folder.
 #.idea/
+
+.ipython
+.jupyter
+.local
+Draft.ipynb
\ No newline at end of file
diff --git a/Dockerfile b/Dockerfile
new file mode 100644
index 0000000..c8de74b
--- /dev/null
+++ b/Dockerfile
@@ -0,0 +1,39 @@
+# Use the official PyTorch image as the base
+FROM pytorch/pytorch:2.1.2-cuda11.8-cudnn8-devel AS build
+
+
+# Set build arguments for UID and GID
+ARG UID=1000
+ARG GID=1000
+
+WORKDIR /workspace
+COPY requirement.txt .
+RUN pip install --no-cache-dir -r requirement.txt
+
+
+# Create a group and user with the specified UID and GID
+RUN groupadd -g ${GID} usergroup && \
+    useradd -m -u ${UID} -g usergroup user
+
+
+# Pre-final stage
+FROM build AS pre
+
+# Set the working directory
+WORKDIR /workspace
+
+# Copy the application code
+COPY . /workspace
+
+RUN pip install causal-conv1d/
+
+# Final stage
+FROM pre AS final
+
+RUN pip install mamba/
+
+# Set environment variables
+ENV XDG_CACHE_HOME=/workspace/.cache
+ENV HOME=/workspace
+
+EXPOSE 8888
\ No newline at end of file
diff --git a/Makefile b/Makefile
new file mode 100644
index 0000000..6228f2d
--- /dev/null
+++ b/Makefile
@@ -0,0 +1,59 @@
+NAME=videomamba
+COMMAND?=bash
+OPTIONS?=
+
+GPUS?=all
+ifeq ($(GPUS),none)
+	GPUS_OPTION=
+else
+	GPUS_OPTION=--gpus=$(GPUS)
+endif
+
+USER_ID := $(shell id -u)
+GROUP_ID := $(shell id -g)
+
+.PHONY: all
+all: stop build run
+
+.PHONY: build
+build:
+	docker build --target final -t $(NAME) .
+
+.PHONY: stop
+stop:
+	-docker stop $(NAME)
+	-docker rm $(NAME)
+
+.PHONY: run
+run:
+	docker run --rm -dit \
+		--net=host \
+		--ipc=host \
+		$(OPTIONS) \
+		$(GPUS_OPTION) \
+		--user $(USER_ID):$(GROUP_ID) \
+		-v $(shell pwd):/workspace \
+		--name=$(NAME) \
+		$(NAME) \
+		$(COMMAND)
+
+	docker attach $(NAME)
+
+
+.PHONY: attach
+attach:
+	docker attach $(NAME)
+
+
+.PHONY: notebook
+notebook:
+	docker run --rm -it \
+		--ipc=host \
+		-p 8888:8888 \
+		$(OPTIONS) \
+		$(GPUS_OPTION) \
+		--user $(USER_ID):$(GROUP_ID) \
+		-v $(shell pwd):/workspace \
+		--name=$(NAME)_notebook \
+		$(NAME) \
+		jupyter lab --ip=0.0.0.0 --port=8888 --no-browser --allow-root --notebook-dir=/workspace
diff --git a/requirement.txt b/requirement.txt
index fa76a87..13a610d 100644
--- a/requirement.txt
+++ b/requirement.txt
@@ -1,3 +1,4 @@
 tensorboard
 mmengine
-joblib
\ No newline at end of file
+joblib
+jupyterlab
\ No newline at end of file