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default.py
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default.py
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# Copyright 2022 The Flax Authors.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
"""Default hyperparameter configuration for SST-2."""
import ml_collections
def get_config():
"""Get the default hyperparameter configuration."""
config = ml_collections.ConfigDict()
config.embedding_size = 300
config.hidden_size = 256
config.vocab_size = None
config.output_size = 1
config.vocab_path = 'vocab.txt'
config.max_input_length = 60
config.dropout_rate = 0.5
config.word_dropout_rate = 0.1
config.unk_idx = 1
config.learning_rate = 0.1
config.momentum = 0.9
config.weight_decay = 3e-6
config.batch_size = 64
config.bucket_size = 8
config.num_epochs = 10
config.seed = 0
return config