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kamiak_timing_ssda.srun
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kamiak_timing_ssda.srun
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#!/bin/bash
#SBATCH --job-name=timing
#SBATCH --output=slurm_logs/timing_%A_%a.out
#SBATCH --error=slurm_logs/timing_%A_%a.err
#SBATCH --cpus-per-task=1
#SBATCH --gres=gpu:1
#SBATCH --partition=cook,free_gpu,cahnrs_gpu,kamiak
#SBATCH --time=1-00:00:00
#SBATCH --mem=20G
#SBATCH --array=0-44
. kamiak_config.sh
. kamiak_tensorflow_gpu.sh
export OMP_NUM_THREADS=$SLURM_CPUS_PER_TASK
# Errors
handle_terminate() { echo "Exiting"; exit 1; }
handle_error() { echo "Error occured -- exiting"; exit 1; }
trap "handle_terminate" SIGTERM SIGINT
# Get suffix, i.e. files stored in kamiak-{models,logs}-suffix
suffix=$1; shift
[[ -z $suffix ]] && { echo "no suffix specified"; handle_error; }
methods=("vrada" "rdann" "daws" "dann" "none")
debugnums=(1 2 3)
# number of adaptation problems = 3 -- first one from each dataset in the SS-DA table in the paper
uids=(0 1 2)
datasets=("ucihar" "uwave" "ucihhar")
sources=("2" "2" "1")
targets=("11" "5" "3")
# Make sure we're using the right number
correct_min=0
correct_max=$(( ${#methods[@]} * ${#debugnums[@]} * ${#sources[@]} - 1))
[[ ${#sources[@]} == ${#targets[@]} ]] || \
{ echo "source/target sizes should match"; handle_error; }
[[ ${#sources[@]} == ${#uids[@]} ]] || \
{ echo "length of sources and uids arrays differ"; handle_error; }
[[ ${#sources[@]} == ${#datasets[@]} ]] || \
{ echo "length of sources and datasets arrays differ"; handle_error; }
#[[ $SLURM_ARRAY_TASK_MIN == $correct_min ]] || \
# { echo "array min should be $correct_min"; handle_error; }
#[[ $SLURM_ARRAY_TASK_MAX == $correct_max ]] || \
# { echo "array max should be $correct_max"; handle_error; }
# Indexing: https://stackoverflow.com/a/34363187
index=$SLURM_ARRAY_TASK_ID
index1max=${#sources[@]}
index2max=${#debugnums[@]}
index3=$((index / (index1max * index2max)))
index=$((index - index3 * index1max * index2max))
index2=$((index / index1max))
index1=$((index % index1max))
method="${methods[$index3]}"
debugnum="${debugnums[$index2]}"
uid="${uids[$index1]}"
dataset_name="${datasets[$index1]}"
source="${sources[$index1]}"
target="${targets[$index1]}"
# Print in an easily-parsable format, before changing method name below
echo "$suffix;$method;$dataset_name;$source;$target;$uid;$debugnum;$SLURM_ARRAY_TASK_ID"
# Upper bound is actually "none" but without a target domain and with other args
additional_args=()
if [[ $method == "upper" ]]; then
method="none"
source="$target"
target=""
fi
# Do the timing
additional_args+=("--time_training")
cd "$remotedir"
python3 main.py \
--logdir="$logFolder-$suffix" --modeldir="$modelFolder-$suffix" \
--method="$method" --dataset="$dataset_name" --sources="$source" \
--target="$target" --uid="$uid" --debugnum="$debugnum" \
--gpumem=0 "${additional_args[@]}" "$@" || handle_error