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Add cifar10 sweep yaml
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LukeBailey181 committed Mar 28, 2023
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49 changes: 49 additions & 0 deletions sweep_configs/cifar_pool_sweep.yaml
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name: cifar_pool_sweep_no_pre_drop
description: Sweeping cifar params with pool k dropout
project: k-dropout
program: train_net.py
method: grid
metric:
name: test_loss
goal: minimize
# TODO: early_terminate
parameters:
# experiment
restarts: # TODO: find a better way to do multiple restarts
value: 1
# model
input_size:
value: 3072
hidden_size:
value: 2000
output_size:
value: 10
n_hidden:
value: 2
# dropout
dropout_layer:
value: pool
input_p:
values: [0, 0.8]
p:
value: 0.5
pool_size:
values: [1, 100, 1000, 10000, 100000]
m:
values: [1, 32, 64, 128, 512]
# dataset
dataset_name:
value: cifar10
batch_size:
value: 512
test_batch_size:
value: 512
num_workers:
value: 4
# training
device:
value: cuda
epochs:
value: 300
lr:
value: 0.0005

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