DDPM.PyTorch/requirements.txt

+python==3.10
+jupyterlab
+pytorch 
+torchvision
+tqdm
+matplotlib
+einops
+datasets
\ No newline at end of file

GTSRB.Keras3/batch_oar.sh

+#!/bin/bash
+#OAR -n Full convolutions
+#OAR -t gpu
+#OAR -l /nodes=1/gpudevice=1,walltime=01:00:00
+#OAR --stdout full_convolutions_%jobid%.out
+#OAR --stderr full_convolutions_%jobid%.err
+#OAR --project fidle
+
+#---- Note for cpu, set :
+# OAR -l /nodes=1/core=32,walltime=02:00:00
+# and add a 2>/dev/null to ipython xxx
+
+# -----------------------------------------------
+#         _           _       _
+#        | |__   __ _| |_ ___| |__
+#        | '_ \ / _` | __/ __| '_ \
+#        | |_) | (_| | || (__| | | |
+#        |_.__/ \__,_|\__\___|_| |_|
+#                             Fidle at GRICAD
+# -----------------------------------------------
+#
+# <!-- TITLE --> [K3GTSRB10] - OAR batch script submission
+# <!-- DESC -->  Bash script for an OAR batch submission of an ipython code
+# <!-- AUTHOR : Jean-Luc Parouty (CNRS/SIMaP) -->
+
+# ==== Notebook parameters =========================================
+
+CONDA_ENV='fidle'
+NOTEBOOK_DIR="~/fidle/GTSRB"
+
+SCRIPT_IPY="03-Better-convolutions.py"
+
+# ---- Environment vars used to override notebook/script parameters
+
+# 'enhanced_dir', 'model_name', 'dataset_name', 'batch_size', 'epochs', 'scale', 'fit_verbosity'
+
+export FIDLE_OVERRIDE_GTSRB3_run_dir="./data"
+export FIDLE_OVERRIDE_GTSRB3_enhanced_dir="./run/GTSRB3"
+export FIDLE_OVERRIDE_GTSRB3_model_name="model_01"
+export FIDLE_OVERRIDE_GTSRB3_dataset_name="set-24x24-L"
+export FIDLE_OVERRIDE_GTSRB3_batch_size=64
+export FIDLE_OVERRIDE_GTSRB3_epochs=5
+export FIDLE_OVERRIDE_GTSRB3_scale=1
+export FIDLE_OVERRIDE_GTSRB3_fit_verbosity=0
+
+# ==================================================================
+
+echo '------------------------------------------------------------'
+echo "Start : $0"
+echo '------------------------------------------------------------'
+echo "Notebook dir  : $NOTEBOOK_DIR"
+echo "Script        : $SCRIPT_IPY"
+echo "Environment   : $CONDA_ENV"
+echo '------------------------------------------------------------'
+env | grep FIDLE_OVERRIDE | awk 'BEGIN { FS = "=" } ; { printf("%-35s : %s\n",$1,$2) }'
+echo '------------------------------------------------------------'
+
+source /applis/environments/cuda_env.sh dahu 10.0
+source /applis/environments/conda.sh
+#
+conda activate "$CONDA_ENV"
+
+# ---- Run it...
+#
+cd $NOTEBOOK_DIR
+
+ipython "$SCRIPT_IPY"
+
+echo 'Done.'

GTSRB.Keras3/batch_slurm.sh

+#!/bin/bash
+# -----------------------------------------------
+#         _           _       _
+#        | |__   __ _| |_ ___| |__
+#        | '_ \ / _` | __/ __| '_ \
+#        | |_) | (_| | || (__| | | |
+#        |_.__/ \__,_|\__\___|_| |_|
+#                              Fidle at IDRIS
+# -----------------------------------------------
+#
+# <!-- TITLE --> [K3GTSRB11] - SLURM batch script
+# <!-- DESC --> Bash script for a Slurm batch submission of an ipython code
+# <!-- AUTHOR : Jean-Luc Parouty (CNRS/SIMaP) -->
+#
+# Soumission :  sbatch  /(...)/fidle/GTSRB/batch_slurm.sh
+# Suivi      :  squeue -u $USER
+
+# ==== Job parameters ==============================================
+
+#SBATCH --job-name="GTSRB"                             # nom du job
+#SBATCH --ntasks=1                                     # nombre de tâche (un unique processus ici)
+#SBATCH --gres=gpu:1                                   # nombre de GPU à réserver (un unique GPU ici)
+#SBATCH --cpus-per-task=10                             # nombre de coeurs à réserver (un quart du noeud)
+#SBATCH --hint=nomultithread                           # on réserve des coeurs physiques et non logiques
+#SBATCH --time=01:00:00                                # temps exécution maximum demande (HH:MM:SS)
+#SBATCH --output="GTSRB_%j.out"                        # nom du fichier de sortie
+#SBATCH --error="GTSRB_%j.err"                         # nom du fichier d'erreur (ici commun avec la sortie)
+#SBATCH --mail-user=Jean-Luc.Parouty@grenoble-inp.fr
+#SBATCH --mail-type=ALL
+
+# ==== Notebook parameters =========================================
+
+MODULE_ENV="tensorflow-gpu/py3/2.4.0"
+NOTEBOOK_DIR="$WORK/fidle/GTSRB"
+
+SCRIPT_IPY="03-Better-convolutions.py"
+
+# ---- Environment vars used to override notebook/script parameters
+#
+export FIDLE_OVERRIDE_GTSRB3_run_dir="./data"
+export FIDLE_OVERRIDE_GTSRB3_enhanced_dir="./run/GTSRB3"
+export FIDLE_OVERRIDE_GTSRB3_model_name="model_01"
+export FIDLE_OVERRIDE_GTSRB3_dataset_name="set-24x24-L"
+export FIDLE_OVERRIDE_GTSRB3_batch_size=64
+export FIDLE_OVERRIDE_GTSRB3_epochs=5
+export FIDLE_OVERRIDE_GTSRB3_scale=1
+export FIDLE_OVERRIDE_GTSRB3_fit_verbosity=0
+
+# ==================================================================
+
+echo '------------------------------------------------------------'
+echo "Start : $0"
+echo '------------------------------------------------------------'
+echo "Job id        : $SLURM_JOB_ID"
+echo "Job name      : $SLURM_JOB_NAME"
+echo "Job node list : $SLURM_JOB_NODELIST"
+echo '------------------------------------------------------------'
+echo "Notebook dir  : $NOTEBOOK_DIR"
+echo "Script        : $SCRIPT_IPY"
+echo "Environment   : $MODULE_ENV"
+echo '------------------------------------------------------------'
+env | grep FIDLE_OVERRIDE | awk 'BEGIN { FS = "=" } ; { printf("%-35s : %s\n",$1,$2) }'
+echo '------------------------------------------------------------'
+
+# ---- Module
+
+module purge
+module load "$MODULE_ENV"
+
+# ---- Run it...
+
+cd $NOTEBOOK_DIR
+
+ipython "$SCRIPT_IPY"
+
+echo 'Done.'
\ No newline at end of file