update sbatch for new directory and default output filename.
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@ -60,7 +60,7 @@ parser <- arg_parser("Simulate data and fit corrected models")
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parser <- add_argument(parser, "--N", default=500, help="number of observations of w")
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parser <- add_argument(parser, "--m", default=100, help="m the number of ground truth observations")
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parser <- add_argument(parser, "--seed", default=4321, help='seed for the rng')
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parser <- add_argument(parser, "--outfile", help='output file', default='example_2_B.feather')
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parser <- add_argument(parser, "--outfile", help='output file', default='example_1.feather')
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args <- parse_args(parser)
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B0 <- 0
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@ -1,20 +1,20 @@
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SHELL=bash
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Ns=[1000,10000,25000]
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Ns=[500,1000,10000,25000]
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ms=[50, 100, 250, 500]
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seeds=[$(shell seq -s, 1 250)]
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all:remembr.RDS
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srun=srun -A comdata -p compute-bigmem --time=10:00:00 --mem 4G -c 1
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example_1_jobs: example_1.R
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grid_sweep.py --command "Rscript example_1.R" --arg_dict '{"N":${Ns},"m":${ms}, "seed":${seeds}, "outfile":["example_1.feather"]}' --outfile example_1_jobs
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example_1_jobs: 01_two_covariates.R simulation_base.R grid_sweep.py
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grid_sweep.py --command "Rscript 01_two_covariates.R" --arg_dict '{"N":${Ns},"m":${ms}, "seed":${seeds}, "outfile":["example_1.feather"]}' --outfile example_1_jobs
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example_1.feather: example_1_jobs
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rm -f example_1.feather
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sbatch --wait --verbose --array=1-3000 run_simulation.sbatch 0 example_1_jobs
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# sbatch --wait --verbose --array=3001-6001 run_simulation.sbatch 0 example_1_jobs
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sbatch --wait --verbose --array=3001-6001 run_simulation.sbatch 0 example_1_jobs
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example_2_jobs: example_2.R
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grid_sweep.py --command "Rscript example_2.R" --arg_dict '{"N":${Ns},"m":${ms}, "seed":${seeds}, "outfile":["example_2.feather"]}' --outfile example_2_jobs
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23
simulations/grid_sweep.py
Executable file
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simulations/grid_sweep.py
Executable file
@ -0,0 +1,23 @@
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#!/usr/bin/env python3
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import fire
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from itertools import product
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def main(command, arg_dict, outfile):
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keys = []
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values = []
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for i,p in enumerate(arg_dict.items()):
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k,v = p
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keys.append(k)
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values.append(v)
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command = command + f" --{k} {{{i}}} "
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args_list = product(*values)
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with open(outfile,'w') as of:
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for args in args_list:
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of.write(command.format(*args) + '\n')
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if __name__ == '__main__':
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fire.Fire(main)
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@ -11,7 +11,7 @@
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#SBATCH --mem=8G
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#SBATCH --cpus-per-task=1
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#SBATCH --ntasks-per-node=1
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#SBATCH --chdir /gscratch/comdata/users/nathante/ml_measurement_error/mi_simulations
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#SBATCH --chdir /gscratch/comdata/users/nathante/ml_measurement_error_public/simulations
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#SBATCH --output=simulation_jobs/%A_%a.out
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#SBATCH --error=simulation_jobs/%A_%a.out
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