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config_GIN.yml
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config_GIN.yml
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#
# Copyright (C) 2020 University of Pisa
#
# This program is free software: you can redistribute it and/or modify
# it under the terms of the GNU General Public License as published by
# the Free Software Foundation, either version 3 of the License, or
# (at your option) any later version.
#
# This program is distributed in the hope that it will be useful,
# but WITHOUT ANY WARRANTY; without even the implied warranty of
# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
# GNU General Public License for more details.
#
# You should have received a copy of the GNU General Public License
# along with this program. If not, see <https://www.gnu.org/licenses/>.
#
model:
- GIN
device:
- cpu
batch_size:
- 32
- 128
learning_rate:
- 0.01
classifier_epochs:
- 1000
hidden_units: # Note: GIN add a first layer that simply adds up all node features
- [64, 64, 64, 64]
- [32, 32, 32, 32]
- [64]
- [32, 32]
optimizer:
- Adam
scheduler:
-
class: StepLR
args:
step_size: 50
gamma: 0.5
loss:
- MulticlassClassificationLoss
train_eps:
- true
- false
l2:
- 0.
aggregation:
- mean
- sum
gradient_clipping:
- null
dropout:
- 0.5
- 0.
early_stopper:
-
class: Patience
args:
patience: 500
use_loss: False
-
class: Patience
args:
patience: 500
use_loss: True
shuffle:
- True
resume:
- False