Jurassic

Preparation steps units 00 to 08:

Clone the repository

First, we download all the code and some of the pre-trained sample models and dataset from Github.

mkdir JurassicDemo
cd JurassicDemo
source /glob/development-tools/versions/oneapi/2022.2/oneapi/setvars.sh --force
conda activate base
git clone https://github.com/IntelSoftware/Jurassic.git
cd Jurassic
pip install -r requirements.txt

Download the Training Dataset

This will download the training dataset. This is required to run the training and more!

On Local Machine

wget -O data.zip "https://www.dropbox.com/s/ihkbox8vqksb2ii/data.zip?dl=0"
unzip data.zip

On DevCloud:

cp /data/oneapi_workshop/big_datasets/jurassic/jurassic.tar.gz .
tar zxvf jurassic.tar.gz; mv Jurassic data

NOTE Please complete the two learning units 2 (tabular clustering and classification) and 7 (PyTroch version of resnet18). Feel free to take unit 9 (accelerating inference) using OpenVINO as a homework exercise for the sake of time!

Preparation steps units 09:

Install OpenVINO on Local Machine (required for running exercise #9 )

Please see Installation Guide for OpenVINO pre-requisites and requirements. We recommend Python 3.7 on Windows for quick setup. On Linux, please do follow the (Linux GPU Driver Installation)[openvinotoolkit/openvino_notebooks#540] to ensure your system will work with iGPU.

This installation step install OpenVINO 2022.1 with PyTorch, and Jupyter Lab. Please ensure you use the virtual environment to avoid dependencies conflicts.

OpenVINO on DevCloud:

conda create --clone pytorch --name openvinopytorch
conda activate openvinopytorch
~/.conda/envs/openvinopytorch/bin/pip install --user openvino-dev[pytorch]
python -m ipykernel install --user --name openvinopytorch
pip install -r requirements_openvino.txt

OpenVINO on Windows

cd Jurassic
python -m venv openvino_env
.\openvino_env\Scripts\activate
python -m pip install -U pip setuptools wheel
pip install -r requirements_openvino.txt

OpenVINO on Linux or Mac OS

cd Jurassic
python -m venv openvino_env
chmod -R 777 openvino_env/
./openvino_env/bin/activate
python -m pip install -U pip setuptools wheel
pip install -r requirements_openvino.txt

How to run

You can start jupyter lab either on DevCloud, or execute the following in the terminal (after installations) locally.

cd Jurassic
jupyter lab .

spencergotowork / Jurassic