diff --git a/docker/dev/README.md b/docker/dev/README.md
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+This repo provides a basic docker image with a full blown development environment using `icevision`.
+To run docker, you need some prerequisites:
+1. NVIDIA drivers for your card (CUDA >= 11.0 compatible)
+2. Docker & [`nvidia-container-toolkit`](https://docs.nvidia.com/datacenter/cloud-native/container-toolkit/install-guide.html)
+
+Once you have the prerequisites, you can run `./docker-build.sh` to build the image. Then, run `docker-run.sh` to open up the container.
+
+Once inside the docker image, you have the option to start up a Jupyter notebook server by running
+```bash
+/run-jupyter.sh
+```
+
+This starts a server on the port `8889`. Assuming you're running the image on a remote machine, you can connect to it using the following command:
+```bash
+ssh -N -f -L localhost:8889:localhost:8889 <USER>@<PUBLIC-IP-ADDRESS>
+```
+You will be prompted with a password on opening. By default, this is set to `ice-dev`. You can modify it in the `run-jupyter.sh` file.
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diff --git a/docker/dev/docker-build.sh b/docker/dev/docker-build.sh
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+docker build -t icevision-dev -f ./icevision-dev.Dockerfile .
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diff --git a/docker/dev/docker-run.sh b/docker/dev/docker-run.sh
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+++ b/docker/dev/docker-run.sh
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+docker run --gpus all -it --ipc=host --name ice-container-1 --rm --net=host icevision-dev
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diff --git a/docker/dev/icevision-dev.Dockerfile b/docker/dev/icevision-dev.Dockerfile
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+# Base image
+
+# FROM pytorch/pytorch:1.8.1-cuda11.1-cudnn8-runtime
+# FROM pytorch/pytorch:1.8.0-cuda11.1-cudnn8-runtime
+
+# Tested w/ (some) RTX & GTX cards
+FROM nvcr.io/nvidia/pytorch:20.12-py3
+
+
+# Metadata
+LABEL maintainer=""
+LABEL environment_type="Icevision Dev"
+
+
+# ===================== STANDARD LINUX BOILERPLATE ================== #
+
+ENV LANG=C.UTF-8 LC_ALL=C.UTF-8
+ENV DEBIAN_FRONTEND=noninteractive
+ENV SHELL /bin/bash
+
+# Run commands on initialising the container
+RUN apt-get update --fix-missing && \
+    apt-get upgrade -y && \
+    apt-get clean
+
+# Build Env
+RUN apt-get install -y \
+    apt-utils \
+    build-essential \
+    byobu \
+    bzip2 \
+    ca-certificates \
+    curl \
+    git-core \
+    htop \
+    libcurl4-openssl-dev \
+    libssl-dev wget \
+    pkg-config \
+    sudo \
+    tree \
+    wget \
+    unzip
+
+RUN pip install --upgrade pip
+RUN apt-get clean
+RUN rm -rf /var/lib/apt/lists/*
+
+
+RUN apt-get update
+RUN apt-get install software-properties-common -y
+RUN apt-get update
+
+# ===================== TEXT EDITOR ==================== #
+
+RUN add-apt-repository ppa:kelleyk/emacs
+RUN apt update
+RUN apt install emacs -y
+RUN apt-get update
+
+#TODO: vscode-server
+
+
+
+
+# ============= INSTALL PYTHON PACKAGES VIA PIP ============= #
+
+COPY requirements.txt ./
+COPY no-dep-requirements.txt ./
+RUN pip install --no-cache-dir -r requirements.txt
+RUN pip install --no-cache-dir -r no-dep-requirements.txt --no-dependencies
+RUN pip uninstall torchtext -y
+
+# =========================================================== #
+
+
+# ============ JUPYTER SETUP - THEMES, EXTENSIONS =========== #
+
+## Uncomment the code below for an IDE like Jupyter theme
+
+# Custom Dark (Ocean) Theme
+
+# WORKDIR /root/.jupyter/
+# RUN mkdir custom
+# WORKDIR /root/.jupyter/custom
+# RUN wget https://raw.githubusercontent.com/rsomani95/jupyter-custom-theme/master/custom.css
+# WORKDIR /root/.ipython/profile_default/startup
+# RUN wget https://raw.githubusercontent.com/rsomani95/jupyter-custom-theme/master/startup.ipy
+# WORKDIR /root
+
+# Expose port for Jupyter - Necessary??
+EXPOSE 8889
+
+
+# Jupyter Extensions
+
+RUN jupyter nbextension enable --py widgetsnbextension
+RUN jupyter contrib nbextension install --user
+RUN jupyter nbextension install https://github.com/drillan/jupyter-black/archive/master.zip --user
+RUN jupyter nbextension enable jupyter-black-master/jupyter-black
+
+# =========================================================== #
+
+
+# ========== DREADED MM-CV AND MMDETECTION INSTALLATION ========== #
+
+COPY install-mm.sh ./
+RUN bash install-mm.sh
+
+# ================================================================ #
+
+
+
+
+# ========================== ENTRYPOINT =========================== #
+
+# There can only be one CMD instruction in a Dockerfile. If you list more 
+#     than one CMD then only the last CMD will take effect.
+# The main purpose of a CMD is to provide defaults for an executing container.
+
+# You could start a bash shell and be inside it OR
+# You could start a notebook server (in the background?)
+
+COPY run-jupyter.sh /run-jupyter.sh
+RUN chmod +x /run-jupyter.sh
+#CMD ["/run-jupyter.sh"]
+CMD ["/bin/bash"]
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diff --git a/docker/dev/install-mm.sh b/docker/dev/install-mm.sh
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+git clone https://github.com/open-mmlab/mmcv.git
+cd mmcv
+MMCV_WITH_OPS=1 pip install -e . # package mmcv-full will be installed after this step
+cd ..
+
+pip install mmdet
diff --git a/docker/dev/no-dep-requirements.txt b/docker/dev/no-dep-requirements.txt
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+++ b/docker/dev/no-dep-requirements.txt
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+icevision
+icedata
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diff --git a/docker/dev/requirements.txt b/docker/dev/requirements.txt
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+# Icevision Core Requirements
+# (Torch + Torchvision come from the Docker image)
+
+fastcore >=1.3.0,<1.3.3
+tqdm >=4.49.0,<5
+opencv-python >=4.1.1,<5
+albumentations >=0.4.6,<0.6
+matplotlib >=3.2.2,<4
+mmpycocotools>=12.0.3,<13
+requests >=2.24.0<3
+loguru >=0.5.3
+imagesize >= 1.2.0
+pillow > 6.0.0
+
+
+# Icevision[all]
+
+yolov5-icevision
+fastai >=2.1,<2.1.5
+ipykernel >=4.10.1,<6
+pytorch-lightning >=1.0,<1.2.2
+effdet >=0.2.1,<0.3
+omegaconf >=2,<3
+dataclasses ==0.6
+wandb >=0.10.7
+resnest >=0.0.6b20201125,<0.0.7
+
+
+# Icevision[dev]
+
+black >=20.8b1,<21
+pytest >=6,<7
+keras-autodoc ==0.6.0
+mkdocs >=1.1.2,<2
+mkdocs-material >=7.0.6,<8
+mike >=0.5.5,<1
+jupyter >=1.0.0,<2
+pymdown-extensions >=8.0,<9
+Sphinx >=3.1.0,<4
+pytest-cov >=2.10.1,<3
+flake8 >=3.8.3,<4
+pre-commit >=2.8.2,<3
+
+
+# DS libs
+pandas
+pyarrow
+
+# Other
+cython
+fire
+requests
+
+# Jupyter
+jupyter_contrib_nbextensions
+
+
+# Optional
+# ipywidgets
+# rich
+# nb_black
+# jupyterthemes
+
+# Optional - Video
+# av
+# ffmpeg-python
+
diff --git a/docker/dev/run-jupyter.sh b/docker/dev/run-jupyter.sh
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+#! /bin/bash
+jupyter notebook --no-browser --allow-root --port=8889 --NotebookApp.token='ice-dev'