Commit bf868b99 authored by Fan Yang's avatar Fan Yang Committed by A. Unique TensorFlower
Browse files

Internal change

PiperOrigin-RevId: 461254505
parent 6ebd89b9
# MobileNetV1_1.0 ImageNet classification. 72.33% top-1 and 90.65% top-5 accuracy.
runtime:
distribution_strategy: 'tpu'
mixed_precision_dtype: 'bfloat16'
task:
model:
num_classes: 1001
input_size: [224, 224, 3]
backbone:
type: 'mobilenet'
mobilenet:
model_id: 'MobileNetV1'
filter_size_scale: 1.0
dropout_rate: 0.2
losses:
l2_weight_decay: 0.00001
one_hot: true
label_smoothing: 0.1
train_data:
input_path: 'imagenet-2012-tfrecord/train*'
is_training: true
global_batch_size: 4096
dtype: 'bfloat16'
validation_data:
input_path: 'imagenet-2012-tfrecord/valid*'
is_training: false
global_batch_size: 4096
dtype: 'bfloat16'
drop_remainder: false
trainer:
train_steps: 156000 # 500 epochs
validation_steps: 13
validation_interval: 312
steps_per_loop: 312 # NUM_EXAMPLES (1281167) // global_batch_size
summary_interval: 312
checkpoint_interval: 312
optimizer_config:
learning_rate:
type: 'exponential'
exponential:
initial_learning_rate: 0.256 # 0.008 * batch_size / 128
decay_steps: 780 # 2.5 * steps_per_epoch
decay_rate: 0.94
staircase: true
warmup:
type: 'linear'
linear:
warmup_steps: 1560
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