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run_full_experiments
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run_full_experiments
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#!/usr/bin/env bash
# ================
# Permutated MNIST
# ================
PERM_MNIST_GENERATOR_ITERATIONS=3000
PERM_MNIST_SOLVER_ITERATIONS=1000
PERM_MNIST_LR=0.0001
PERM_MNIST_IMPORTANCE_OF_NEW_TASK=0.3
./main.py --train \
--experiment=permutated-mnist \
--replay-mode=exact-replay \
--solver-iterations=$PERM_MNIST_SOLVER_ITERATIONS \
--lr=$PERM_MNIST_LR \
--importance-of-new-task=$PERM_MNIST_IMPORTANCE_OF_NEW_TASK
./main.py --train \
--experiment=permutated-mnist \
--replay-mode=generative-replay \
--generator-iterations=$PERM_MNIST_GENERATOR_ITERATIONS \
--solver-iterations=$PERM_MNIST_SOLVER_ITERATIONS \
--lr=$PERM_MNIST_LR \
--importance-of-new-task=$PERM_MNIST_IMPORTANCE_OF_NEW_TASK
./main.py --train \
--experiment=permutated-mnist \
--replay-mode=none \
--solver-iterations=$PERM_MNIST_SOLVER_ITERATIONS \
--lr=$PERM_MNIST_LR
# ==========
# MNIST-SVHN
# ==========
MNIST_SVHN_GENERATOR_ITERATIONS=20000
MNIST_SVHN_SOLVER_ITERATIONS=4000
MNIST_SVHN_LR=0.00003
MNIST_SVHN_IMPORTANCE_OF_NEW_TASK=0.4
./main.py --train \
--experiment=mnist-svhn \
--replay-mode=exact-replay \
--solver-iterations=$MNIST_SVHN_SOLVER_ITERATIONS \
--importance-of-new-task=$MNIST_SVHN_IMPORTANCE_OF_NEW_TASK \
--lr=$MNIST_SVHN_LR
./main.py --train \
--experiment=mnist-svhn \
--replay-mode=generative-replay \
--generator-iterations=$MNIST_SVHN_GENERATOR_ITERATIONS \
--solver-iterations=$MNIST_SVHN_SOLVER_ITERATIONS \
--importance-of-new-task=$MNIST_SVHN_IMPORTANCE_OF_NEW_TASK \
--lr=$MNIST_SVHN_LR \
--sample-log
./main.py --train \
--experiment=mnist-svhn \
--replay-mode=none \
--generator-iterations=$MNIST_SVHN_GENERATOR_ITERATIONS \
--solver-iterations=$MNIST_SVHN_SOLVER_ITERATIONS \
--lr=$MNIST_SVHN_LR \
--sample-log
# ==========
# SVHN-MNIST
# ==========
SVHN_MNIST_GENERATOR_ITERATIONS=20000
SVHN_MNIST_SOLVER_ITERATIONS=4000
SVHN_MNIST_LR=0.00003
SVHN_MNIST_IMPORTANCE_OF_NEW_TASK=0.4
./main.py --train \
--experiment=svhn-mnist \
--replay-mode=exact-replay \
--solver-iterations=$SVHN_MNIST_SOLVER_ITERATIONS \
--importance-of-new-task=$SVHN_MNIST_IMPORTANCE_OF_NEW_TASK \
--lr=$SVHN_MNIST_LR
./main.py --train \
--experiment=svhn-mnist \
--replay-mode=generative-replay \
--generator-iterations=$SVHN_MNIST_GENERATOR_ITERATIONS \
--solver-iterations=$SVHN_MNIST_SOLVER_ITERATIONS \
--importance-of-new-task=$SVHN_MNIST_IMPORTANCE_OF_NEW_TASK \
--lr=$SVHN_MNIST_LR \
--sample-log
./main.py --train \
--experiment=svhn-mnist \
--replay-mode=none \
--generator-iterations=$SVHN_MNIST_GENERATOR_ITERATIONS \
--solver-iterations=$SVHN_MNIST_SOLVER_ITERATIONS \
--lr=$SVHN_MNIST_LR \
--sample-log