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ModelZoo
ResNet50_tensorflow
Commits
bf868b99
Commit
bf868b99
authored
Jul 15, 2022
by
Fan Yang
Committed by
A. Unique TensorFlower
Jul 15, 2022
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PiperOrigin-RevId: 461254505
parent
6ebd89b9
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official/vision/configs/experiments/image_classification/imagenet_mobilenetv1_tpu.yaml
...iments/image_classification/imagenet_mobilenetv1_tpu.yaml
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official/vision/configs/experiments/image_classification/imagenet_mobilenetv1_tpu.yaml
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bf868b99
# 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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