diff --git a/fmriprep/README.md b/fmriprep/README.md new file mode 100644 index 0000000..f07e303 --- /dev/null +++ b/fmriprep/README.md @@ -0,0 +1,28 @@ +# fmriprep processing + +## Notes +- Goal: Process 40k UKB subjects with fmriprep pipeline +- fmriprep version: 20.2.0 +- Currently processing subset of ~3k subjects which have ses-2 and ses-3 timepoints +- Currently processing only anatomical stream + +## Known issues +- BIDS sql indexing: fmriprep gets stuck while processing even a single subject when squashFS is used as an overlay. Current guess is that it tries to index all ~40k subjects from the participants.tsv which takes for ever. + - Workaround: copy UKB subsets in scratch and mount that on singularity +- fmriprep 20.2.7 crashes with this [error](https://github.com/nipreps/fmriprep/issues/2683). Error goes away if you remove --resource-monitor flag from CLI. + +## Organization +- Metadata: contains list of subjects for various tests and runs. + - ukbb_long_subject_list.txt: All subjects with two timepoints + - ukbb_subject_ids_run1.txt: First processed subset + - ukbb_subject_ids_run2.txt: Second processed subset + - and so on... + +- Scripts: contains scripts to prepare data and run the pipeline + - unsquash_data.sh and copy_ukb_data.sh: scripts to copy data from squashFS into local scratch + e.g. ./unsquash_data.sh neurohub_ukbb_t1_ses2_0_bids.squashfs /scratch/nikhil/ukbb_processing/fmriprep/test_BIDS_DIR ukbb_long_subject_list_100.txt + - fmriprep_anat_sub_regular.sh: script to run fmriprep in a regular setup with BIDS dataset in local FS + e.g. ./fmriprep_anat_sub_regular.sh /home/nikhil/scratch/ukbb_processing/fmriprep/test_WD/ 1000011 + - fmriprep_anat_sub_squashfs.sh: script to run fmriprep with squashFS setup with BIDS dataset in local FS (*DOES NOT WORK WITH LARGE DATASETS*) + - fmriprep_anat_slurm.sh: script to submit fmriprep_anat_sub_regular.sh to slurm. This uses a list of subjects from metadata (e.g. ukbb_subject_ids_run1.txt) + e.g. sbatch fmriprep_anat_slurm.sh /home/nikhil/scratch/ukbb_processing/fmriprep/UKB_WD diff --git a/fmriprep/metadata/ukbb_long_subject_list.txt b/fmriprep/metadata/ukbb_long_subject_list.txt new file mode 100644 index 0000000..b9c197b --- /dev/null +++ b/fmriprep/metadata/ukbb_long_subject_list.txt @@ -0,0 +1,3208 @@ +1000635 +1004084 +1008391 +1010063 +1010129 +1010477 +1010994 +1013184 +1013774 +1014782 +1016215 +1018487 +1019365 +1020223 +1022115 +1022531 +1024530 +1027606 +1027969 +1029866 +1033784 +1034566 +1035308 +1036042 +1038915 +1040198 +1042615 +1043451 +1044591 +1046059 +1046292 +1046795 +1047195 +1047541 +1047592 +1048670 +1049443 +1050297 +1051274 +1053744 +1056367 +1058336 +1059315 +1061791 +1062670 +1064870 +1065684 +1066136 +1066544 +1067451 +1068896 +1069248 +1070066 +1073729 +1074166 +1079286 +1079946 +1080079 +1081575 +1082081 +1083126 +1085045 +1086848 +1087534 +1087948 +1088867 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+5958703 +5967205 +5988843 +5997276 +5997654 +6000239 +6002502 +6009002 +6011059 +6011545 +6012943 +6020072 +6023168 diff --git a/fmriprep/scripts/copy_ukb_data.sh b/fmriprep/scripts/copy_ukb_data.sh new file mode 100755 index 0000000..a73196c --- /dev/null +++ b/fmriprep/scripts/copy_ukb_data.sh @@ -0,0 +1,9 @@ +#!/bin/bash + +SUBJECT_LIST=$1 + +for i in `cat $SUBJECT_LIST`; do + cp -r /neurohub/ukbb/imaging/sub-${i} /output/; +done + +cp /neurohub/ukbb/imaging/{participants.tsv,dataset_description.json} /output/ diff --git a/fmriprep/scripts/find_run_outcome.sh b/fmriprep/scripts/find_run_outcome.sh new file mode 100755 index 0000000..3ecbe95 --- /dev/null +++ b/fmriprep/scripts/find_run_outcome.sh @@ -0,0 +1,6 @@ +#!/bin/bash + +LOG_DIR=$1 +for i in $LOG_DIR/*.out; do echo `cat $i | head -2 | tail -1 | cut -d " " -f3` `cat $i | grep "fMRIPrep finished successfully!" | wc -l`; done > slurm_run_outcomes.txt + +echo "Saved run outcome in ./slurm_run_outcomes.txt (1 implies successful run)" diff --git a/fmriprep/scripts/fmriprep_anat_sub_regular.sh b/fmriprep/scripts/fmriprep_anat_sub_regular.sh new file mode 100755 index 0000000..a2d9a63 --- /dev/null +++ b/fmriprep/scripts/fmriprep_anat_sub_regular.sh @@ -0,0 +1,83 @@ +#!/bin/bash + +# Author: nikhil153 +# Last update: 16 Feb 2022 + +if [ "$#" -ne 2 ]; then + echo "Please provide path to the working_dir and subject ID (i.e. subdir inside BIDS_root)" + exit 1 +fi + +WD_DIR=$1 +SUB_ID=$2 + +BIDS_DIR="/scratch/nikhil/ukbb_processing/fmriprep/test_BIDS_DIR" +CON_IMG="/home/nikhil/scratch/my_containers/fmriprep_v20.2.0.simg" +#CON_IMG="/home/nikhil/scratch/my_containers/fmriprep_20.2.7.sif" +DERIVS_DIR=${WD_DIR}/output + +LOG_FILE=${WD_DIR}_fmriprep_anat.log +echo "Starting fmriprep proc with container: ${CON_IMG}" +echo "" +echo "Using working dir: ${WD_DIR} and subject ID: ${SUB_ID}" + +# Create subject specific dirs +FMRIPREP_HOME=${DERIVS_DIR}/fmriprep_home_${SUB_ID} +echo "Processing: ${SUB_ID} with home dir: ${FMRIPREP_HOME}" +mkdir -p ${FMRIPREP_HOME} + +LOCAL_FREESURFER_DIR="${DERIVS_DIR}/freesurfer-6.0.1" +mkdir -p ${LOCAL_FREESURFER_DIR} + +# Prepare some writeable bind-mount points. +FMRIPREP_HOST_CACHE=$FMRIPREP_HOME/.cache/fmriprep +mkdir -p ${FMRIPREP_HOST_CACHE} + +# CHECK IF YOU HAVE TEMPLATEFLOW +TEMPLATEFLOW_HOST_HOME="/home/nikhil/scratch/templateflow" + +# Make sure FS_LICENSE is defined in the container. +mkdir -p $FMRIPREP_HOME/.freesurfer +export SINGULARITYENV_FS_LICENSE=$FMRIPREP_HOME/.freesurfer/license.txt +cp ${WD_DIR}/license.txt ${SINGULARITYENV_FS_LICENSE} + +# Designate a templateflow bind-mount point +export SINGULARITYENV_TEMPLATEFLOW_HOME="/templateflow" + +# Singularity CMD +SINGULARITY_CMD="singularity run \ +-B ${BIDS_DIR}:/data_dir \ +-B ${FMRIPREP_HOME}:/home/fmriprep --home /home/fmriprep --cleanenv \ +-B ${DERIVS_DIR}:/output \ +-B ${TEMPLATEFLOW_HOST_HOME}:${SINGULARITYENV_TEMPLATEFLOW_HOME} \ +-B ${WD_DIR}:/work \ +-B ${LOCAL_FREESURFER_DIR}:/fsdir \ + ${CON_IMG}" + +# Remove IsRunning files from FreeSurfer +# find ${LOCAL_FREESURFER_DIR}/sub-$SUB_ID/ -name "*IsRunning*" -type f -delete + +# Compose the command line +cmd="${SINGULARITY_CMD} /data_dir /output participant --participant-label $SUB_ID \ +-w /work --output-spaces MNI152NLin2009cAsym:res-2 anat fsnative fsaverage5 \ +--fs-subjects-dir /fsdir \ +--skip_bids_validation \ +--fs-license-file /home/fmriprep/.freesurfer/license.txt \ +--return-all-components --anat-only -v \ +--write-graph --notrack --resource-monitor" +#--bids-filter-file ${BIDS_FILTER} --anat-only --cifti-out 91k" + +# Setup done, run the command +#echo Running task ${SLURM_ARRAY_TASK_ID} +unset PYTHONPATH +echo Commandline: $cmd +eval $cmd +exitcode=$? + +# Output results to a table +echo "$SUB_ID ${SLURM_ARRAY_TASK_ID} $exitcode" +echo Finished tasks ${SLURM_ARRAY_TASK_ID} with exit code $exitcode +rm -rf ${FMRIPREP_HOME} +exit $exitcode + +echo "Submission finished!" diff --git a/fmriprep/scripts/fmriprep_anat_sub_regular_20.2.7.sh b/fmriprep/scripts/fmriprep_anat_sub_regular_20.2.7.sh new file mode 100755 index 0000000..f7d8b2e --- /dev/null +++ b/fmriprep/scripts/fmriprep_anat_sub_regular_20.2.7.sh @@ -0,0 +1,86 @@ +#!/bin/bash + +# Author: nikhil153 +# Last update: 16 Feb 2022 + +if [ "$#" -ne 3 ]; then + echo "Please provide paths to the bids_dir, working_dir and subject ID (i.e. subdir inside BIDS_DIR)" + exit 1 +fi + +BIDS_DIR=$1 +WD_DIR=$2 +SUB_ID=$3 + +#BIDS_DIR="/scratch/nikhil/ukbb_processing/fmriprep/BIDS_DIR" + +CON_IMG="/home/nikhil/scratch/my_containers/fmriprep_20.2.7.sif" +DERIVS_DIR=${WD_DIR}/output + +LOG_FILE=${WD_DIR}_fmriprep_anat.log +echo "Starting fmriprep proc with container: ${CON_IMG}" +echo "" +echo "Using working dir: ${WD_DIR} and subject ID: ${SUB_ID}" + +# Create subject specific dirs +FMRIPREP_HOME=${DERIVS_DIR}/fmriprep_home_${SUB_ID} +echo "Processing: ${SUB_ID} with home dir: ${FMRIPREP_HOME}" +mkdir -p ${FMRIPREP_HOME} + +LOCAL_FREESURFER_DIR="${DERIVS_DIR}/freesurfer-6.0.1" +mkdir -p ${LOCAL_FREESURFER_DIR} + +# Prepare some writeable bind-mount points. +FMRIPREP_HOST_CACHE=$FMRIPREP_HOME/.cache/fmriprep +mkdir -p ${FMRIPREP_HOST_CACHE} + +# CHECK IF YOU HAVE TEMPLATEFLOW +TEMPLATEFLOW_HOST_HOME="/home/nikhil/scratch/templateflow" + +# Make sure FS_LICENSE is defined in the container. +mkdir -p $FMRIPREP_HOME/.freesurfer +export SINGULARITYENV_FS_LICENSE=$FMRIPREP_HOME/.freesurfer/license.txt +cp ${WD_DIR}/license.txt ${SINGULARITYENV_FS_LICENSE} + +# Designate a templateflow bind-mount point +export SINGULARITYENV_TEMPLATEFLOW_HOME="/templateflow" + +# Singularity CMD +SINGULARITY_CMD="singularity run \ +-B ${BIDS_DIR}:/data_dir \ +-B ${FMRIPREP_HOME}:/home/fmriprep --home /home/fmriprep --cleanenv \ +-B ${DERIVS_DIR}:/output \ +-B ${TEMPLATEFLOW_HOST_HOME}:${SINGULARITYENV_TEMPLATEFLOW_HOME} \ +-B ${WD_DIR}:/work \ +-B ${LOCAL_FREESURFER_DIR}:/fsdir \ + ${CON_IMG}" + +# Remove IsRunning files from FreeSurfer +find ${LOCAL_FREESURFER_DIR}/sub-$SUB_ID/ -name "*IsRunning*" -type f -delete + +# Compose the command line +cmd="${SINGULARITY_CMD} /data_dir /output participant --participant-label $SUB_ID \ +-w /work --output-spaces MNI152NLin2009cAsym:res-2 anat fsnative fsaverage5 \ +--fs-subjects-dir /fsdir \ +--skip_bids_validation \ +--bids-database-dir /work/20220307-205306_5bde9faa-a6da-4842-894a-dd7260903416/bids_db/ +--fs-license-file /home/fmriprep/.freesurfer/license.txt \ +--return-all-components --anat-only -v \ +--write-graph --notrack" +#--bids-filter-file ${BIDS_FILTER} --anat-only --cifti-out 91k" +#--bids-database-dir /work/20220221-200330_10ebc3d4-edd1-4752-8c9f-6f6dc1302c83/ \ + +# Setup done, run the command +#echo Running task ${SLURM_ARRAY_TASK_ID} +unset PYTHONPATH +echo Commandline: $cmd +eval $cmd +exitcode=$? + +# Output results to a table +echo "$SUB_ID ${SLURM_ARRAY_TASK_ID} $exitcode" +echo Finished tasks ${SLURM_ARRAY_TASK_ID} with exit code $exitcode +rm -rf ${FMRIPREP_HOME} +exit $exitcode + +echo "Submission finished!" diff --git a/fmriprep/scripts/fmriprep_anat_sub_squashfs.sh b/fmriprep/scripts/fmriprep_anat_sub_squashfs.sh new file mode 100755 index 0000000..de2ddc6 --- /dev/null +++ b/fmriprep/scripts/fmriprep_anat_sub_squashfs.sh @@ -0,0 +1,97 @@ +#!/bin/bash + +# Author: nikhil153 +# Last update: 16 Feb 2022 + +if [ "$#" -ne 2 ]; then + echo "Please provide path to the working_dir and subject ID (i.e. subdir inside BIDS_root)" + exit 1 +fi + +WD_DIR=$1 +SUB_ID=$2 + +BIDS_DIR="/neurohub/ukbb/imaging/" +CON_IMG="/home/nikhil/scratch/my_containers/fmriprep_20.2.7.sif" +DERIVS_DIR=${WD_DIR}/output + +LOG_FILE=${WD_DIR}_fmriprep_anat.log +echo "Starting fmriprep proc with container: ${CON_IMG}" +echo "" +echo "Using working dir: ${WD_DIR} and subject ID: ${SUB_ID}" + +# Create subject specific dirs +FMRIPREP_HOME=${DERIVS_DIR}/fmriprep_home_${SUB_ID} +echo "Processing: ${SUB_ID} with home dir: ${FMRIPREP_HOME}" +mkdir -p ${FMRIPREP_HOME} + +LOCAL_FREESURFER_DIR="${DERIVS_DIR}/freesurfer-6.0.1" +mkdir -p ${LOCAL_FREESURFER_DIR} + +# Prepare some writeable bind-mount points. +FMRIPREP_HOST_CACHE=$FMRIPREP_HOME/.cache/fmriprep +mkdir -p ${FMRIPREP_HOST_CACHE} + +# CHECK IF YOU HAVE TEMPLATEFLOW +TEMPLATEFLOW_HOST_HOME="/home/nikhil/scratch/templateflow" + +# Make sure FS_LICENSE is defined in the container. +mkdir -p $FMRIPREP_HOME/.freesurfer +export SINGULARITYENV_FS_LICENSE=$FMRIPREP_HOME/.freesurfer/license.txt +cp ${WD_DIR}/license.txt ${SINGULARITYENV_FS_LICENSE} + +# Designate a templateflow bind-mount point +export SINGULARITYENV_TEMPLATEFLOW_HOME="/templateflow" + +# SquashFS list +UKBB_SQUASHFS=" + neurohub_ukbb_t1_ses2_0_bids.squashfs + neurohub_ukbb_participants.squashfs + neurohub_ukbb_t1_ses2_0_jsonpatch.squashfs + " + +UKBB_SQUASHFS_DIR=/project/6008063/neurohub/ukbb/imaging +UKBB_OVERLAYS=$(echo "" $UKBB_SQUASHFS | sed -e "s# # --overlay $UKBB_SQUASHFS_DIR/#g") +echo "overlays:" +echo $UKBB_OVERLAYS + +data_dir=$BIDS_DIR + +echo "data dir: $data_dir" + +# Singularity CMD +SINGULARITY_CMD="singularity run \ +${UKBB_OVERLAYS} \ +-B ${FMRIPREP_HOME}:/home/fmriprep --home /home/fmriprep --cleanenv \ +-B ${DERIVS_DIR}:/output \ +-B ${TEMPLATEFLOW_HOST_HOME}:${SINGULARITYENV_TEMPLATEFLOW_HOME} \ +-B ${WD_DIR}:/work \ +-B ${LOCAL_FREESURFER_DIR}:/fsdir \ + ${CON_IMG}" + +# Remove IsRunning files from FreeSurfer +# find ${LOCAL_FREESURFER_DIR}/sub-$SUB_ID/ -name "*IsRunning*" -type f -delete + +# Compose the command line +cmd="${SINGULARITY_CMD} ${data_dir} /output participant --participant-label $SUB_ID \ +-w /work --output-spaces MNI152NLin2009cAsym:res-2 anat fsnative fsaverage5 \ +--fs-subjects-dir /fsdir \ +--fs-license-file /home/fmriprep/.freesurfer/license.txt \ +--return-all-components --anat-only -v \ +--write-graph --notrack --resource-monitor" +#--bids-filter-file ${BIDS_FILTER} --anat-only --cifti-out 91k" + +# Setup done, run the command +#echo Running task ${SLURM_ARRAY_TASK_ID} +echo Commandline: $cmd +unset PYTHONPATH +eval $cmd +exitcode=$? + +# Output results to a table +echo "$SUB_ID ${SLURM_ARRAY_TASK_ID} $exitcode" +echo Finished tasks ${SLURM_ARRAY_TASK_ID} with exit code $exitcode +rm -rf ${FMRIPREP_HOME} +exit $exitcode + +echo "Submission finished!" diff --git a/fmriprep/scripts/slurm/fmriprep_anat_slurm_long_run1.sh b/fmriprep/scripts/slurm/fmriprep_anat_slurm_long_run1.sh new file mode 100755 index 0000000..512af66 --- /dev/null +++ b/fmriprep/scripts/slurm/fmriprep_anat_slurm_long_run1.sh @@ -0,0 +1,26 @@ +#!/bin/bash + +#SBATCH -J ukbb_test_run +#SBATCH --time=23:00:00 +#SBATCH --account=rrg-jbpoline +#SBATCH --cpus-per-task=8 +#SBATCH --mem-per-cpu=8G +# Outputs ---------------------------------- +#SBATCH -o ./slurm_logs/ukbb_long_run1/%x-%A-%a_%j.out +#SBATCH -e ./slurm_logs/ukbb_long_run1/%x-%A-%a_%j.err +#SBATCH --mail-user=nikhil.bhagwat@mcgill.ca +#SBATCH --mail-type=ALL +# ------------------------------------------ + +#SBATCH --array=1-300 + +BIDS_DIR="/scratch/nikhil/ukbb_processing/fmriprep/BIDS_DIR_ses-2/" +SUBJECT_LIST="../../metadata/ukbb_subject_ids_long_run_1.txt" +WD_DIR="/scratch/nikhil/ukbb_processing/fmriprep/UKB_WD_ses-2/run1/" + +echo "Starting task $SLURM_ARRAY_TASK_ID" +SUB_ID=$(sed -n "${SLURM_ARRAY_TASK_ID}p" $SUBJECT_LIST) +echo "Subject ID: ${SUB_ID}" + +module load singularity/3.8 +../fmriprep_anat_sub_regular_20.2.7.sh ${BIDS_DIR} ${WD_DIR} ${SUB_ID} diff --git a/fmriprep/scripts/slurm/run1/fmriprep_anat_slurm_long_run1.sh b/fmriprep/scripts/slurm/run1/fmriprep_anat_slurm_long_run1.sh new file mode 100755 index 0000000..796e09a --- /dev/null +++ b/fmriprep/scripts/slurm/run1/fmriprep_anat_slurm_long_run1.sh @@ -0,0 +1,26 @@ +#!/bin/bash + +#SBATCH -J ukbb_test_run +#SBATCH --time=23:00:00 +#SBATCH --account=rrg-jbpoline +#SBATCH --cpus-per-task=8 +#SBATCH --mem-per-cpu=8G +# Outputs ---------------------------------- +#SBATCH -o ./logs/%x-%A-%a_%j.out +#SBATCH -e ./logs/%x-%A-%a_%j.err +#SBATCH --mail-user=nikhil.bhagwat@mcgill.ca +#SBATCH --mail-type=ALL +# ------------------------------------------ + +#SBATCH --array=1-300 + +BIDS_DIR="/scratch/nikhil/ukbb_processing/fmriprep/BIDS_DIR_ses-2/" +SUBJECT_LIST="../../metadata/ukbb_subject_ids_long_run_1.txt" +WD_DIR="/scratch/nikhil/ukbb_processing/fmriprep/UKB_WD_ses-2/run1/" + +echo "Starting task $SLURM_ARRAY_TASK_ID" +SUB_ID=$(sed -n "${SLURM_ARRAY_TASK_ID}p" $SUBJECT_LIST) +echo "Subject ID: ${SUB_ID}" + +module load singularity/3.8 +../fmriprep_anat_sub_regular_20.2.7.sh ${BIDS_DIR} ${WD_DIR} ${SUB_ID} diff --git a/fmriprep/scripts/slurm/run2/fmriprep_anat_slurm_long_run2.sh b/fmriprep/scripts/slurm/run2/fmriprep_anat_slurm_long_run2.sh new file mode 100755 index 0000000..9e35da2 --- /dev/null +++ b/fmriprep/scripts/slurm/run2/fmriprep_anat_slurm_long_run2.sh @@ -0,0 +1,26 @@ +#!/bin/bash + +#SBATCH -J ukbb_test_run +#SBATCH --time=23:00:00 +#SBATCH --account=rrg-jbpoline +#SBATCH --cpus-per-task=8 +#SBATCH --mem-per-cpu=8G +# Outputs ---------------------------------- +#SBATCH -o ./logs/%x-%A-%a_%j.out +#SBATCH -e ./logs/%x-%A-%a_%j.err +#SBATCH --mail-user=nikhil.bhagwat@mcgill.ca +#SBATCH --mail-type=ALL +# ------------------------------------------ + +#SBATCH --array=1-300 + +BIDS_DIR="/scratch/nikhil/ukbb_processing/fmriprep/BIDS_DIR_ses-2/" +SUBJECT_LIST="../../metadata/ukbb_subject_ids_long_run_2.txt" +WD_DIR="/scratch/nikhil/ukbb_processing/fmriprep/UKB_WD_ses-2/run2/" + +echo "Starting task $SLURM_ARRAY_TASK_ID" +SUB_ID=$(sed -n "${SLURM_ARRAY_TASK_ID}p" $SUBJECT_LIST) +echo "Subject ID: ${SUB_ID}" + +module load singularity/3.8 +../fmriprep_anat_sub_regular_20.2.7.sh ${BIDS_DIR} ${WD_DIR} ${SUB_ID} diff --git a/fmriprep/scripts/unsquash_data.sh b/fmriprep/scripts/unsquash_data.sh new file mode 100755 index 0000000..9790073 --- /dev/null +++ b/fmriprep/scripts/unsquash_data.sh @@ -0,0 +1,43 @@ +#!/bin/bash + +# Author: nikhil153 +# Last update: 18 Feb 2022 +# Script to extract subset of data from squashFS into regular FS + +if [ "$#" -ne 3 ]; then + echo "Please provide squashFS, output_dir and list of subjects from /fmriprep/metadata dir" + exit 1 +fi + +SQUASHFS=$1 #neurohub_ukbb_t1_ses2_0_bids.squashfs +OUTPUT_DIR=$2 +SUBJECT_LIST=$3 + +CON_IMG=/project/rpp-aevans-ab/neurohub/ukbb/example_singularity.sif +UKBB_SQUASHFS_DIR=/project/6008063/neurohub/ukbb/imaging + +#SquashFS list +if [ ${SQUASHFS} == "anat" ]; then + echo "Using only anat data with all sessions" + UKBB_SQUASHFS=" + neurohub_ukbb_t1_ses2_0_bids.squashfs + neurohub_ukbb_t1_ses3_0_bids.squashfs + neurohub_ukbb_participants.squashfs + neurohub_ukbb_t1_ses2_0_jsonpatch.squashfs + " + +else + echo "Using anat and func scans with all sessions" + # TODO + +fi + +UKBB_OVERLAYS=$(echo "" $UKBB_SQUASHFS | sed -e "s# # --overlay $UKBB_SQUASHFS_DIR/#g") +echo "overlays:" +echo $UKBB_OVERLAYS + +#CMD="for i in `cat $SUBJECT_LIST`; do echo $i; cp /neurohub/ukbb/imaging/${i} /output/; done" + +singularity run $UKBB_OVERLAYS -B $OUTPUT_DIR:/output \ + -B /home/nikhil/scratch/ukbb_processing/ukbm/fmriprep:/fmriprep \ + $CON_IMG /fmriprep/scripts/copy_ukb_data.sh /fmriprep/metadata/$SUBJECT_LIST