50 lines
2.3 KiB
Bash
50 lines
2.3 KiB
Bash
#!/bin/bash
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# Catch termination signal `SIGINT` and invoke `user_interupt`
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trap user_interupt SIGINT
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# Reports an user interupt and exits the simulation script (do not continue next
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# statement, allows to exit bash loop with `^C`)
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user_interupt() {
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echo -e '\nUser Interrupt -> stopping simulation\n'
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exit
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}
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# # Simulation for big data with `p` proportional to `sqrt(n)`
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# for ds in 6 8; do
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# command="Rscript simulations_bigdata.R --reps=10 --run_mave=FALSE --run_cve=FALSE --dataset=$ds --n=1000 --p=32 --epochs=200,400"
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# echo -e "\n$command"
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# time eval "$command"
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# command="Rscript simulations_bigdata.R --reps=10 --run_mave=FALSE --run_cve=FALSE --dataset=$ds --n=4000 --p=63 --epochs=100,200"
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# echo -e "\n$command"
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# time eval "$command"
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# command="Rscript simulations_bigdata.R --reps=10 --run_mave=FALSE --run_cve=FALSE --dataset=$ds --n=16000 --p=126 --epochs=50,100"
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# echo -e "\n$command"
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# time eval "$command"
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# command="Rscript simulations_bigdata.R --reps=10 --run_mave=FALSE --run_cve=FALSE --dataset=$ds --n=64000 --p=253 --epochs=25,50"
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# echo -e "\n$command"
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# time eval "$command"
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# command="Rscript simulations_bigdata.R --reps=10 --run_mave=FALSE --run_cve=FALSE --dataset=$ds --n=256000 --p=506 --epochs=12,25"
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# echo -e "\n$command"
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# time eval "$command"
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# done
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# Simulation for big data with `p` proportional to `n` (note: for the base case
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# of `n = 1000`, `p = 32` see above)
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# For i = 1, ..., 4 the sample size `n = 1000 * 4^i`, number of predictors
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# `p = 32 * 4^i` and the training epochs `epochs ~ (200, 400) * 1.5^(-i)`
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for ds in 6 8; do
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command="Rscript simulations_bigdata.R --reps=10 --run_mave=TRUE --run_cve=TRUE --dataset=$ds --n=4000 --p=128 --epochs=133,266"
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echo -e "\n$command"
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time eval "$command"
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command="Rscript simulations_bigdata.R --reps=10 --run_mave=FALSE --run_cve=FALSE --dataset=$ds --n=16000 --p=512 --epochs=88,176"
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echo -e "\n$command"
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time eval "$command"
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command="Rscript simulations_bigdata.R --reps=10 --run_mave=FALSE --run_cve=FALSE --dataset=$ds --n=64000 --p=2048 --epochs=59,118"
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echo -e "\n$command"
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time eval "$command"
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command="Rscript simulations_bigdata.R --reps=10 --run_mave=FALSE --run_cve=FALSE --dataset=$ds --n=256000 --p=8192 --epochs=39,78"
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echo -e "\n$command"
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time eval "$command"
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done
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