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76 changes: 69 additions & 7 deletions
76
benchmarks/cloudmask/target/green_overlay/image-overlay/Makefile
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install h5py | ||
pip install pyyaml | ||
pip install git+https://github.com/mlperf/logging.git@1.0.0 | ||
# export $PROJECT_SOURCE=/scratch/$USER/github/mlcommons/benchmarks/cloudmask/target/greene-overlay | ||
# export $PROJECT_DIR=/scratch/$USER/github/mlcommons/benchmarks/cloudmask/target/greene-overlay-test | ||
# export SCRTACH=/scratch/$USER/github/ | ||
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.ONESHELL: | ||
SHELL=/bin/sh | ||
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info: | ||
cd $(<D) | ||
echo $PROJECT_SOURCE | ||
echo $PROJECT_DIR | ||
echo $SCRATCH | ||
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setup: mkdir-scratch clone | ||
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mkdir-scratch: | ||
mkdir -p $SCRATCH | ||
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clone: | ||
cd $SCRATCH | ||
git clone https://github.com/laszewsk/mlcommons.git | ||
cp -r $PROJECT_SOURCE $PROJECT_DIR | ||
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image-pull: cloudmask.sif | ||
cd $PROJECT_DIR | ||
cd singularity pull docker://nvcr.io/nvidia/tensorflow:22.10-tf2-py3 | ||
make -f Makefile image-copy | ||
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image-copy: | ||
cd $PROJECT_DIR | ||
cp tensorflow_22.10-tf2-py3.sif cloudmask.sif | ||
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image-create: image-copy | ||
cd $PROJECT_DIR | ||
cp -rp /scratch/work/public/overlay-fs-ext3/overlay-15GB-500K.ext3.gz . | ||
gunzip overlay-15GB-500K.ext3.gz | ||
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image-mod: | ||
cd $PROJECT_DIR | ||
singularity exec --overlay overlay-15GB-500K.ext3:rw cloudmask.sif /bin/bash | ||
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image-script: | ||
cd $PROJECT_DIR | ||
echo <<EOF | ||
unset -f which | ||
which python | ||
which pip | ||
python --version | ||
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pip install pip -U ; python --version | ||
pip install scikit-learn | ||
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# pip install aws-cli | ||
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# install from requirements file in rivanna folder | ||
# pip install protobuf==3.20.0 numpy tensorflow | ||
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pip install h5py | ||
pip install pyyaml | ||
pip install git+https://github.com/mlperf/logging.git@1.0.0 | ||
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pip install cloudmesh-common | ||
pip install cloudmesh-gpu | ||
pip install cloudmesh-sbatch | ||
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EOF > a.sh | ||
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pip install cloudmesh-common | ||
pip install cloudmesh-gpu | ||
pip install cloudmesh-sbatch | ||
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EOF > a.sh~ |
100 changes: 55 additions & 45 deletions
100
benchmarks/cloudmask/target/green_overlay/image-overlay/README.md
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Setting up Singularity | ||
-1. export $PROJECT_DIR=/scratch/$USER/github/mlcommons/benchmarks/cloudmask/target/rivanna_tmp | ||
0. | ||
mkdir /scratch/$USER/github/ | ||
cd /scratch/$USER/github/ | ||
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1. git clone https://github.com/laszewsk/mlcommons.git | ||
cp -r mlcommons/benchmarks/cloudmask/target/rivanna/image-singularity mlcommons/benchmarks/cloudmask/target/rivanna_tmp/image-singularity | ||
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2. cd mlcommons/benchmarks/cloudmask/target/rivanna_tmp/image-singularity | ||
3. singularity pull docker://nvcr.io/nvidia/tensorflow:22.10-tf2-py3 | ||
4. cp tensorflow_22.10-tf2-py3.sif cloudmask.sif | ||
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4*. cp -rp /scratch/work/public/overlay-fs-ext3/overlay-15GB-500K.ext3.gz . | ||
gunzip overlay-15GB-500K.ext3.gz | ||
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5. singularity exec --overlay overlay-15GB-500K.ext3:rw cloudmask.sif /bin/bash | ||
unset -f which | ||
# source /ext3/env.sh | ||
which python | ||
which pip | ||
python --version | ||
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6. Singuarity > | ||
===== | ||
pip install pip -U ; python --version | ||
pip install scikit-learn | ||
# pip install aws-cli | ||
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# install from requirements file in rivanna folder | ||
# pip install protobuf==3.20.0 numpy tensorflow | ||
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pip install h5py | ||
pip install pyyaml | ||
pip install git+https://github.com/mlperf/logging.git@1.0.0 | ||
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pip install cloudmesh-common | ||
pip install cloudmesh-gpu | ||
pip install cloudmesh-sbatch | ||
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===== | ||
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8. shell script (to set up singularity) | ||
# Setting up cloudmask with Singularity overlay | ||
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Gregor von Laszewski (laszewski@gmail.com) | ||
Ruochen Guo | ||
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## Step 1: Environment | ||
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```bash | ||
greene> | ||
export $PROJECT_SOURCE=/scratch/$USER/github/mlcommons/benchmarks/cloudmask/target/greene-overlay | ||
export $PROJECT_DIR=/scratch/$USER/github/mlcommons/benchmarks/cloudmask/target/greene-overlay-test | ||
export SCRTACH=/scratch/$USER/github/ | ||
``` | ||
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If you like to automatize the, please set it in your .bashrc file | ||
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## Step 2. Setting up Singularity | ||
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```bash | ||
greene> | ||
export $PROJECT_DIR=/scratch/$USER/github/mlcommons/benchmarks/cloudmask/target/rivanna_overlay | ||
mkdir -p /scratch/$USER/github/ | ||
cd /scratch/$USER/github/ | ||
git clone https://github.com/laszewsk/mlcommons.git | ||
cd $PROJECT_DIR | ||
singularity pull docker://nvcr.io/nvidia/tensorflow:22.10-tf2-py3 | ||
cp tensorflow_22.10-tf2-py3.sif cloudmask.sif | ||
``` | ||
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## Step 3. Create overlay image | ||
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TODO: use native calls rather then bredefined space | ||
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```bash | ||
greene> | ||
cp -rp /scratch/work/public/overlay-fs-ext3/overlay-15GB-500K.ext3.gz . | ||
gunzip overlay-15GB-500K.ext3.gz | ||
singularity exec --overlay overlay-15GB-500K.ext3:rw cloudmask.sif /bin/bash | ||
unset -f which | ||
which python | ||
which pip | ||
python --version | ||
``` | ||
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## Step 5. Download data if not there | ||
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* check if data is there | ||
* download the data using globus | ||
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## Step 4. Run a test run to see if it works | ||
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todo |
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benchmarks/cloudmask/target/green_overlay/image-overlay/requirements.txt
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matplotlib | ||
#tensorflow==2.9.0 | ||
protobuf==3.20.1 | ||
numpy | ||
tqdm | ||
tensorflow | ||
tensorflow-addons | ||
cloudmesh-gpu | ||
cloudmesh-common | ||
cloudmesh-ee | ||
scikit-learn | ||
h5py | ||
pyyaml | ||
awscli | ||
# git+https://github.com/mlperf/logging.git@2.1.0 | ||
git+https://github.com/mlperf/logging.git@1.0.0 |